Abstract
In one embodiment, the invention is directed toward a networked grain
aeration control system. For example, the system can provide centralized
monitoring of the aeration of a number of grain storage facilities,
thereby improving the management of stored grain. The networked grain
aeration control system can allow the custodian of the system to offer
an aeration service. Farmers, or other individuals, cooperatives,
or companies can purchase the aeration service at a cost proportionate
to the amount of stored grain to be aerated and the duration of storage.
In this manner, the purchaser of the aeration service can avoid relatively
high fixed costs that can be associated with various aeration hardware.
Claims
42. A crop storage system for reducing defect levels to increase crop
quality, comprising: a crop storage facility; a fan associated with
the crop storage facility, wherein the fan is configured to aerate
the crop; and a computing device in communication with the crop storage
facility, wherein the computing device is configured to: manage the
storage of the crop; determine an amount of heat generated by the
fan; and adjust the management of the storage of the crop according
to the determined amount of heat.
43. The system of claim 42, wherein the computing device estimates
the amount of heat generated by the fan, wherein factors associated
with the estimate include the size of the crop storage facility
and the size of the fan.
44. The system of claim 42, further comprising a static pressure
node, wherein the computing device is configured to receive static
pressure data from the static pressure node and estimate the amount
of heat generated by the fan from the static pressure data.
45. The system of claim 42, further comprising a heat sensor for
measuring the amount of heat generated by the fan, wherein the computing
device is configured to receive the heat data and adjust the management
according to the determined amount of heat.
46. The system of claim 42, wherein the computing device is configured
to manage crop temperature.
47. The system of claim 46, wherein the crop temperature includes
a crop temperature band.
48. The system of claim 47, wherein the band is an asymmetrical
crop temperature band.
49. The system of claim 42, wherein the computing device is configured
to manage relative humidity.
50. The system of claim 49, wherein the relative humidity includes
a relative humidity band.
51. The system of claim 50, wherein the band is an asymmetrical
relative humidity band.
52. The system of claim 42, further comprising a remote management
computer in secure communication with the computing device, wherein
the remote management computer enforces management policies on the
computing device.
53. A computer-implemented method for reducing defect levels of
crops by compensating for fan heat during the storage of the crop;
providing communication between a computing device and a crop storage
facility; obtaining fan heat data associated with the aeration of
a crop in the crop storage facility; and adjusting management of
the crop in the crop storage facility to compensate for the fan
heat data.
54. The system of claim 53, wherein the fan heat data includes
the size of the crop storage facility and the size of the fan.
55. The system of claim 53, wherein the fan heat data includes
static pressure data.
56. The system of claim 53, wherein the fan heat data includes
the amount of heat generated by the fan.
57. A computer-readable medium having computer executable instructions
for managing a crop storage facility by compensating for fan heat
generated during the aeration of a stored crop; providing communication
between a computer and a crop storage facility having an aeration
fan; managing the aeration fan to maintain at least one of: a crop
temperature and a relative humidity; obtaining aeration fan heat
data associated with the aeration of a crop; and adjusting the management
of the aeration fan according to the aeration fan heat data.
58. The computer-readable medium of claim 57, wherein the aeration
fan heat data includes data associated with at least one of: heat
generated by the aeration fan, aeration fan size, crop storage facility
size, amount of crop, static pressure of the crop.
59. The computer-readable medium of claim 57, wherein the crop
temperature includes at least one of: a temperature band and an
asymmetrical temperature band.
60. The computer-readable medium of claim 57, wherein the relative
humidity includes at least one of: a relative humidity band and
an asymmetrical relative humidity band.
61. The computer-readable medium of claim 57, wherein the computer
is in communication with a remote management system, wherein the
remote management system enforces a management policy on the computer.
Description
[0001] This patent application claims priority to U.S. Provisional
Application No. 60/311,752, filed Aug. 10, 2001. The entire content
of U.S. Provisional Application No. 60/311,752 is hereby incorporated
by reference.
FIELD
[0002] The invention relates to the agricultural industry and,
more particularly, to aeration systems for stored grain or other
crops.
BACKGROUND
[0003] Agricultural crops, such as harvested grain, are often stored
in grain storage facilities, such as grain bins, which are usually
clustered at various geographic sites. For example, individual farmers,
cooperatives, or corporations often store grain after the grain
is harvested in hopes that the market price will increase. In addition,
purchasers often store the grain for periods of time, prior to milling,
shelling, or other processing of the grain.
[0004] Aeration systems and techniques have been developed to aerate
stored grain with the primary purpose of preventing spoilage from
insect and microbial activity. In addition, aeration can be used
to achieve or approach a desired temperature and/or a desired moisture
content for stored grain to increase its usability. Aeration can
maintain, and in some cases, improve the quality of stored grain
by achieving specified targets for temperature and moisture content,
allowing sellers to receive higher prices for the grain, and allowing
purchasers to maintain or improve the quality of grain that was
purchased.
SUMMARY
[0005] In one embodiment, the invention is directed to a networked
grain aeration control system. For example, the system can provide
centralized high-level control and logging capabilities for the
aeration of a number of grain storage facilities located at a number
of different sites, thereby improving the management of stored grain.
A networked grain aeration control system enables the custodian
of the system to offer an aeration service to multiple grain storage
customers. Using the networked grain aeration control system, the
custodian can provide customized configurations and strategies for
a local controller from a centralized remote location, as well as
log aeration operation and other information such as weather data
originating at different sites.
[0006] Farmers, or other agricultural producers, cooperatives,
or companies can purchase the aeration service at a cost proportionate
to the amount of stored grain to be aerated and the duration of
storage. In this manner, the purchaser of the aeration service can
avoid the fixed costs associated with stand-alone controllers. In
addition, the seller of the service can regulate and meter the usage
of the grain aeration technology.
[0007] In one embodiment, a networked grain aeration system includes
a first controller coupled to a first sensor and a first aeration
fan positioned in proximity to a first agricultural crop storage
facility located at a first site, wherein the first controller controls
the operation of the first aeration fan according to conditions
sensed by the first sensor. The first sensor may be one of a first
set of sensors coupled to the first controller located at the first
site. In that case, the first controller can control the operation
of the first aeration fan, and possibly additional fans positioned
in proximity to additional crop storage facilities at the first
site according to conditions sensed by the first set of sensors.
The first controller provides tailored control to the first fan
so the grain in the first facility is managed independently of other
facilities at the site.
[0008] The system may also include a second controller coupled
to a second sensor and a second aeration fan positioned in proximity
to a second agricultural crop storage facility located at a second
site, wherein the second controller controls the operation of the
second aeration fan, and possibly additional fans positioned in
proximity to additional crop storage facilities at a second site
according to conditions sensed by the second sensor. The second
sensor may be one of a second set of sensors coupled to the second
controller located at the second site. Each facility at the second
site can be managed independently of other facilities at the second
site and other facilities at other sites. The system may also include
a central computer communicatively coupled to the first and second
controllers, wherein the central computer oversees, monitors and
records operational data relating to the aeration at both the first
and second agricultural crop storage facilities. In particular,
the central computer may log a history of sensed conditions, run
time of the aeration fans, sensed conditions during the run times,
and possibly other operational parameters used by the controllers.
[0009] The central computer may provide tailored configurations
and strategies on a timely basis to the first and second controllers
to improve the performance of the local controllers. Although instructions
to each controller may be generated specifically with the grain
in the respective facility in mind, the accumulated experience from
all facilities at all sites may be considered to refine control
parameters and strategies delivered to each facility.
[0010] The first and second sensors may be temperature sensors,
relative humidity sensors, barometric sensors, or sensors having
some combination of temperature, barometric, and relative humidity
sensing functionality, although the invention is not necessarily
limited in those respects. The respective controllers can use conditions
sensed by each of the sensors to identify appropriate run times
for the aeration fans. In some cases, multiple (redundant) sensors
are used by each respective aeration controller. In that case, diagnostic
steps may be performed to assure the sensed values are valid or
to provide continued operation when one sensor may fail.
[0011] The agricultural crop storage facilities may be grain storage
bins or other structures such as silos, bunkers, flat storages,
or tanks. The central computer can be communicatively coupled to
the first and second controllers located at the first and second
sites respectively via a network, such as a packet based local area
network, wide area network, or global network such as the Internet,
or a public switching telephone network (PSTN). The communication
links may be wired or wireless. In some instances, a site may be
segregated into two or more subsets, each with a local controller
that operates independently of each other. Each local controller
may be communicatively linked to the central computer to accommodate
a number of circumstances. These circumstances may include local
network interferences, physical barriers such as railroad tracks,
and electrical power distribution that may come from more than one
source.
[0012] The central computer may receive cumulative data from each
local controller, and can parse, validate, store, and possibly organize
data including data sensed by the various sensors. For example,
weather information can be a valuable commodity that is gathered
by the various sensors, particularly when a large number of sensors
are geographically distributed. This weather data may be sold and/or
used, for example, to improve weather prediction or even improve
the ability to identify storm warnings such as tornado warnings.
In addition, information relating to the operation time of the various
fans can also be collected and stored by the central computer to
help monitor system operation. The central computer may create records
that represent, for example, an aeration history for a particular
lot of grain. These records could provide assurance as to the conditions
the grain experienced during the entire period from harvest to consumption.
For instance, these records could reflect whether or not a condensing
situation occurred that might foster insect or microbial activity
occurred during the span of storage. Recorded operational parameters
can be used to document the aeration of a lot of grain, and may
provide useful backup that can be downloaded to a replacement controller,
e.g., in the event of controller malfunction, destruction, or failure.
[0013] One or more client computers may also be communicatively
coupled to the central computer. For example, farmers or other purchasers
of the aeration service may use client computers to access information
relating to their grain and the aeration service provided for that
grain, e.g., via a web browser interface. Each individual client
computer may have access only to the data that pertains to that
particular client, i.e., the purchaser of the service. In other
words, a first client computer may not have access to data pertaining
to a second agricultural crop storage facility, and likewise, the
second client computer may not have access to data pertaining to
the first agricultural crop storage facility. Password protection
and/or other security and authentication methods may be used to
enable specific data delivery to the respective client computers.
[0014] The system may utilize one or more algorithms to ensure
that aeration is performed at the desired times and under the appropriate
circumstances. As one example, the present inventor has developed
methods for aeration of stored grain as described in U.S. Pat. Nos.
4,688,332 and 4,522,335, which are hereby incorporated by reference
in their entireties. Improvements on the methods of the aforementioned
patents, however, can also be implemented. For example, an aeration
method may take into account other variables, in addition to ambient
conditions to achieve better aeration results. Also, improvements
to the techniques described in the above-identified patents may
also be used, such as truncation of temperature bands or relative
humidity bands for improved results in certain climates. In some
cases, the truncation can be performed dynamically based on sensed
data during recent accumulation of fan operation or a climate history
during past seasons. Such improvements are described in greater
detail below. The functions of the aforementioned patents and improvements
to them can be executed at the local controllers to provide real-time
capability. The central computer can download configuration files
or other instructions from time to time in response to accumulated
data from each local controller so personnel employed for other
duties at a grain storage site do not have to be skilled in grain
aeration management.
[0015] Another variable that could be taken into account in a networked
aeration system, or even in a more conventional non-networked grain
aeration unit, is heat produced by the aeration fan itself For example,
aeration fans can give off heat from the motor, and more notably,
aeration fans may generate significant amounts of heat via friction
between the fan blades and the air. An aeration method or algorithm
according to the invention may account for heat produced by operation
of the aeration fan to yield better aeration results.
[0016] In one case, an aeration method makes an adjustment to sensed
conditions to account for fan size and the size of the grain storage
facility. For example, given the fan size and the size of the grain
storage facility and its current contents, a theoretical offset
of sensed ambient temperature could be calculated. In other words,
the offset can represent the difference between the ambient air
temperature and the temperature of the air after it has passed through
the aeration fan. Accordingly, the offset can account for heat produced
by the fan, and can be used to more accurately select appropriate
ambient air to force through the grain so various targets may be
achieved.
[0017] If used to modify the adaptive algorithm incorporated in
the aforementioned patents, this offset would have the effect of
shifting the starting point for a series of calculations to establish
ranges of acceptable ambient conditions for current aeration. This
modification to the targeted temperature (the ambient air average
temperature or such adjusted) could be accomplished by subtracting
the calculated offset from such targeted temperature. In turn, the
sensed ambient relative humidity would need to be adjusted using
psychometric formulas to adjust for the raised temperature. This
method may be used in positive pressure aeration systems and not
in negative pressure aeration systems.
[0018] Additionally, the method may account for static pressure
within the facility, e.g., at the location of an aeration fan or
after the fan and prior to air entry into the grain. For example,
the amount of static pressure may be related to how full the facility
is, relative to its capacity. Because the amount of grain in a facility
may change often, by accounting for static pressure, a better approximation
of the offset can be achieved because the heat generated from the
friction on the fan blade may be higher if static pressure is higher
and may be lower if static pressure is lower. If a static pressure
sensor were employed, the offset utilized in the above method could
be calculated directly rather than theoretically.
[0019] In one particular case, which can be used in positive pressure
aeration systems, a feedback sensor, e.g., a feedback node (f-Node),
is used to measure the actual temperature and/or relative humidity
(RH) of air after it has gone through the fan. The use of the f-node
can achieve an actual measurement of the temperature offset and/or
RH offset caused by the operation of the aeration fan. The measured
offset can then be used as feedback to the aeration controller.
The aeration controller can then control the operation of the fans
accordingly, accounting for both ambient conditions and the offset
of air conditions relative to the ambient conditions caused by fan
operation. In general, ambient air with lower temperature and a
higher relative humidity would need to be selected by the controller
to achieve the desired targets since heating air lowers relative
humidity.
[0020] In accordance with the principles of the invention, a central
computer may log the data received from the f-node to supplement
the record from other sensors to improve the reliability of modeling
the conditions within the storage facility over a span of time.
For example, this data could be used to demonstrate that the grain
stored inside the storage facility was never exposed to conditions
favorable for insect activity or the growth of microbes including
fungus that can produce mycotoxins, allergens, or other conditions
that may result in grain contamination. The documentation could
increase the value of the grain and justify the added cost of an
f-node sensor because of increased confidence in the safety of the
grain, whether intended for human or animal consumption.
[0021] Another improvement to grain aeration management that can
be provided by a networked system is electricity conservation and
cost reduction. With a networked system, contracts may be negotiated
with suppliers of power to grain storage operations to shed certain
loads in high demand periods in order to obtain lower rates. The
total horsepower of aeration fans deployed at a grain storage site
on one or more facilities may range from just a few to several hundred,
to more than a thousand. The total in the USA is estimated at 7,000,000
horsepower. Since a fan should not be turned off with certain conditions
existing in the grain, load interruption can only be accomplished
with full knowledge of the state of each grain facility or loss
may result. However, conventional aeration fans are often operated
manually more than necessary to be on the safe side because of a
lack of information and skill regarding aeration practice.
[0022] A networked system could provide the necessary expertise
to make that decision and to communicate with various power companies
in real time regarding their current load factor. If need be, the
networked aeration system could accommodate requests for short duration
shutdowns of operating fans to relieve power suppliers during peak
demand periods. A networked system may have sufficient information
and expertise to safely manage fan operation around the competing
goals of preventing spoilage, modifying moisture content, and economizing
on electricity consumption, especially at certain times. In addition,
a load queuing scheme may be employed at each grain storage site
so the total horsepower of the fans in operation at one time does
not exceed specific levels for that site, or while certain other
high load demands may be in use. Any such implementation may balance
the respective considerations of the condition of the grain, the
targets set for the grain, the weather and season and the cost of
electricity and the extra charges of exceeding a specified demand.
[0023] The invention can provide a number of advantages. For example,
improved aeration techniques can assure minimum or no deterioration,
and may actually improve the quality of stored grain. Indeed, aeration
can help ensure that fungus producing mycotoxins, some of which
can be carcinogenic, cannot live or flourish in the aerated grain.
At a minimum, the aeration can ensure that mycotoxin levels, allergen
levels and other contaminate levels do not increase during storage,
and therefore, can help ensure that contaminant levels within the
stored grain are kept below acceptable levels.
[0024] Acceptable levels of contaminants, however, may correlate
to smaller and smaller amounts of contaminants per unit of grain
as research on the effects of contaminants continues to advance.
In addition, aeration can be effective in avoiding the loss of all
of the grain in a facility to spoilage, the spoiling of a portion
of grain with the resulting contamination of unspoiled portions
of grain within a facility due to mixing when removing the contents,
preserving grain weight by eliminating the typical shrink due to
moisture loss with manual operation of aeration, minimizing insect
infestation, achieving targeted moisture content levels, achieving
uniformity of kernel to kernel moisture content, re-hydrating of
over-dry grain, and drying of over-wet grain within the limits of
airflow availability. In addition, with grain storage facilities
with adequate aeration systems that are appropriately managed, upstream
practices of high heat drying may be eliminated or modified. This
reduction in harsh treatment of grain can reduce stress cracks and
the subsequent breakage during handling as well as evaporation of
certain volatiles from the grain. The entire network system can
work toward generally preserving and possibly improving the quality
of stored grain. For these reasons, precisely managed and controlled
aeration may become an integral part of future grain storage.
[0025] Networked grain aeration also provides advantages in terms
of accessibility of the data that is accumulated. For example, purchasers
of the aeration service may be able to access data from remote computers
connected to the Internet. In other words, farmers can have access
to data that shows them results of the service they are receiving.
In particular, farmers, or others can have access to data that tracks
the conditions surrounding the stored grain, and the various aeration
measures taken on that grain. Such data can provide a history of
stored grain, allowing for trace ability and improved accountability
of the stored grain. Even a chain of custody may be established
and documented, in some cases, allowing the custodian of the grain
to provide assurances of safety.
[0026] In one implementation of the invention, a chain of custody
is automatically documented in the centralized computer of the networked
aeration system. The documentation can even be uploaded from the
local controller or downloaded from the central server, for example,
to delivery vehicles, when the stored grain is moved from a given
storage facility. For example, purchasers of the grain may desire
information describing the history of a particular lot of grain
being purchased. By allowing this information to be uploaded from
computers at the storage facility to accompany the grain during
transportation or to be available by other means at the point of
delivery, verification for proper segregation at the next point
of delivery may be enabled. In addition, if the grain merchandiser
(such as a country elevator) also subscribes to the networked aeration
service, he not only has assurance of the quality of a lot of grain
before co-mingling with other lots of grain, but he can segregate
lots of grain according to very high resolution factors not previously
available. Additionally, the grain merchandiser could schedule deliveries
originating from many different producers to a certain destination
at a given time to assemble larger lots of grain with highly consistent
attributes that best meet his customer's needs.
[0027] Purchasers of grain and the end user (the public) can be
more readily assured of the safety of the purchased grain or products
processed from grain or meat, milk, and eggs from livestock because
of the detailed records and chain of custody enabled with a networked
aeration system.
[0028] Centralized control and monitoring can also improve the
level of aeration quality, allowing the provider of the aeration
service to centrally monitor whether the individual aeration units
are working properly. Another advantage of networked grain aeration
includes the ability to provide more effective control of aeration
in various geographically distributed grain storage units. In other
words, instead of a local grain storage manager controlling aeration
as he or she sees fit, centralized expertise can be used to monitor
and more effectively control aeration. In addition, if device failure
occurs, centralized record keeping can allow information relating
to recent climate and aeration fan operation to be downloaded to
a new controller that may be installed following failure of a previous
controller.
[0029] Networked grain aeration may also allow for a new and inventive
pricing arrangement that can be attractive to prospective purchasers.
In one embodiment, the invention may comprise a method that includes
monitoring aeration fans positioned in remotely located agricultural
crop storage facilities via a central computer of a networked grain
aeration system, and charging fees related to an amount of grain
and/or a span of time it is being stored in any given agricultural
crop storage facility.
[0030] Farmers, cooperatives or other individuals or companies
that are prospective purchasers of aeration control systems may
be reluctant to invest in aeration control hardware. For example,
farmers may not want to spend the fixed costs, given the unknowns
associated with weather and crop yield for any given year as well
as marketing decisions. The invention can allow the seller of aeration
control service to bear the fixed cost, and sell the aeration service
at costs related to the amount of aeration service that is actually
utilized. In this manner, the charge for the aeration service may
reflect the amount of grain being aerated, and the time for which
the grain is actually stored and aerated, which may vary. This method
also overcomes a "free-rider" problem, wherein a purchaser
of an aeration unit for a small storage facility uses the aeration
unit in a much larger facility or for multiple facilities. Such
applications lower initial investments, but deliver overall results
that are deficient from those expected from a robust system.
[0031] In another method, the invention may include monitoring
aeration fans positioned in remotely located agricultural crop storage
facilities via a central computer of a networked grain aeration
system and selling grain spoilage insurance for an amount of grain
being stored in any given agricultural crop storage facility. Networked
grain aeration can facilitate the ability to guarantee against grain
spoilage. Farmers may be able to take out loans from a bank, based
on the amount of harvested crops the farmer owns but has not yet
sold. However, the banks may desire, or even require the grain spoilage
insurance to protect their investments. The seller of aeration services,
utilizing networked grain aeration having centralized control, may
be able to provide this insurance because the centralized control
allows the seller of the service to adequately manage against grain
spoilage and thereby protect the grain assets and keep premiums
affordable. Currently, grain storage operations are burdened with
the entire risk of spoilage, since no insurance is available because
of the difficulty of determining appropriate and affordable premiums
due to the haphazard methods of current grain storage practice and
lack of record keeping.
[0032] Additional details of these and other embodiments are set
forth in the accompanying drawings and the description below. Other
features, objects and advantages will become apparent from the description
and drawings, and from the claims.
BRIEF DESCRIPTION OF THE DRAWINGS
[0033] FIG. 1 is a block diagram of an exemplary networked grain
aeration system.
[0034] FIG. 2 is a conceptual diagram of an agricultural storage
facility making use of a networked grain aeration system.
[0035] FIG. 3 is an exemplary block diagram of one embodiment of
grain aeration system that can be installed in at a storage facility.
[0036] FIGS. 4-12 are flow diagrams illustrating techniques according
to various embodiments of the invention.
DETAILED DESCRIPTION
[0037] The invention is directed to a networked grain aeration
control system, various grain aeration techniques, pricing schemes
for a grain aeration service, and other techniques that can improve
grain aeration and the aeration service. Using the system and/or
techniques can improve the usefulness of stored grain. In this disclosure,
the term grain refers broadly to any harvested crop of seeds, including
rough and small grains, maize, legumes, pulses or any other harvested
agricultural crop that is customarily stored in bulk and that can
benefit from aeration.
[0038] FIG. 1 is a block diagram of an exemplary networked grain
aeration system 10. For example, system 10 can provide centralized
control, monitoring and/or historical logs of the aeration of grain
in a number of grain storage facilities 12. Any number of grain
storage facilities may be included in system 10. However, for simplicity,
only two facilities 12A and 12N are illustrated in FIG. 1. System
10 may improve the ability to manage the aeration of stored grain.
Moreover, networked grain aeration system 10 can allow the custodian
of the system 10 to offer an aeration service to multiple grain
storage facilities via unique pricing arrangements.
[0039] As shown in FIG. 1, networked grain aeration system 10 includes
two or more grain storage facilities 12. Each grain storage facility
12 can be equipped with an aeration fan 13 that is controlled by
a respective aeration controller 14. For example, each aeration
controller 14 may comprise a computer controller that causes the
respective aeration fan 13 to turn on at times when effective aeration
can occur. For example, aeration controller may control aeration
fan 13 by invoking a control node as described below with reference
to FIG. 3. In any case, one or more sensors 16 may be coupled to
each respective aeration controller 14 to provide measurements of
ambient conditions and measurements associated with the stored grain.
The measured conditions may be used by aeration controller 14 to
determine when to turn on the respective aeration fan 13.
[0040] Sensors 16, for example, may include temperature sensors
and relative humidity sensors. Separate temperature and relative
humidity sensors may be used at each storage facility 12, or a sensor
having both temperature and relative humidity sensing capabilities
can be used. In addition, various other sensors such as temperature
sensors positioned to measure the temperature of the stored grain,
sensors to measure barometric pressure, sensors to measure static
pressure within the storage facility, or feedback sensors that account
for heat produced by the operation of aeration fans 13 may also
be used. Additional details of these and other sensors are provided
in greater detail below. In any case, aeration controller 14 controls
aeration fans 13 based on sensed conditions and various input parameters
to achieve a desired temperature and moisture content of the stored
grain, with or without a deadline.
[0041] For example, aeration controller 14 may execute one or more
aeration techniques such as those described in U.S. Pat. Nos. 4,688,332
and 4,522,335. U.S. Pat. Nos. 4,688,332 and 4,522,335 are incorporated
by reference in their entireties. In particular, aeration controller
14 may receive input specifying a desired moisture content for the
stored grain. The controller may calculate a desired temperature
best for that geographic location, or such desired temperature may
be modified by input in specific cases. Aeration controller 14 may
define a temperature band and a relative humidity band respectively
around the desired temperature and a relative humidity that corresponds
to the desired moisture content for a given temperature. For example,
if the desired temperature is 48 degrees Fahrenheit, aeration controller
14 may define a temperature band of +/-2 degrees, i.e., 46 degrees
to 50 degrees. Similarly, aeration controller 14 may define a relative
humidity band of +/-2 percent.
[0042] The temperature band may depend on beginning grain temperature,
or may simply be a band defined about a target temperature determined
in another method for the grain. In one example, the target temperature
is determined by an average temperature over a span of time, e.g.,
in one useful case, a twenty-one day moving average of ambient temperature.
Aerating grain at or near its current temperature can help avoid
moisture migration in the stored grain. In other cases, the target
temperature can be offset to account for heat produced by aeration
fan 13, barometric pressure, extreme climate fluctuations, or other
variables. In addition, the target temperature may be dependent
on the specific type of grain to be aerated. Moreover, different
target temperatures may be selected based on whether re-wetting
or drying is desirable. The target temperature may also be offset
from the average during extremely hot or extremely cold conditions
or even in seasonal cases. The target temperature may also be adjusted
to prepare the grain for readiness for shipping if the destination
is known or the grain will be transported through a different climate.
As an example, transporting cold grain through a tropical region
by ship can result in severe condensation that encourages spoilage.
Accordingly, in that case, the grain may be warmed prior to transport.
[0043] The target relative humidity for a desired moisture content
may be temperature dependent and may also depend on the current
temperature of the grain. In addition, measurements of barometric
pressure may be used to adjust the target relative humidity for
a given temperature. Also, the target relative humidity may be dependent
on the specific type of grain to be aerated. Moreover, a different
target relative humidity for a given moisture content may be selected
based on whether re-wetting or drying is to occur. The size of the
bands may vary in different implementations.
[0044] If sensor 16 identifies an ambient temperature within the
temperature band, say 47 degrees Fahrenheit, aeration controller
14 identifies the target relative humidity associated with the sensed
47 degree temperature, e.g., 63 percent. In other words, the target
relative humidity may depend on the current ambient temperature,
and furthermore, may also depend on the current temperature of the
grain. In any case, at 47 degrees, for example, if the ambient relative
humidity is within the relative humidity band of say 61 percent
to 65 percent (+/-2 percent of 63 percent), then aeration controller
14 may activate aeration fan 13. Larger or smaller bands could also
be defined. In addition, barometric pressure readings or other climate
conditions could be used. In that case, aeration may occur only
when the conditions surrounding storage facility 12 fall within
the defined climate conditions. Also, climate conditions, such as
barometric pressure, for example, may be used to adjust the temperature
and/or relative humidity targets and bands.
[0045] Aeration controller 14 may also have a regulator-like mechanism
that ensures that the aeration fan 13 can only run for an allotted
amount of time, on average, in order to conserve power. For example,
aeration controller 14 may budget an amount of time for a given
time interval, e.g., four hours per day. In that case, aeration
controller 14 would activate aeration fan 13 for only four hours
per day on average, even if the desired conditions of temperature
and relative humidity were present for more than four hours per
day.
[0046] Aeration controller 14 may also accumulate a backlog of
time to account for unused time that was budgeted for aeration.
Thus, if the desired conditions were not present for two days, then
twelve hours of accumulated budget may be used on the third day.
In other words, the four hour budgets for three days may accumulate
to twelve hours, which can be used in succession once the desired
conditions occur. Once the accumulation of budgeted time is used,
however, aeration fan 13 may be turned off even if the desired conditions
are still present.
[0047] In addition, aeration controller 14 may define a backlog
threshold, say twenty hours (the equivalent of five days at four
hours of budget per day). If the backlog exceeds the threshold,
aeration controller 14 may enlarge the temperature and/or relative
humidity bands to improve the likelihood that aeration will occur.
This can help ensure that at least some aeration occurs even if
the ambient conditions are sub-optimal. The temperature and/or relative
humidity bands may return to the originally defined values once
the backlog does not exceed the threshold, or alternatively, the
changed temperature and/or relative humidity bands may be used for
longer periods of time once the change is invoked.
[0048] One extremely useful improvement to these aeration techniques
may involve the truncation of the temperature and/or relative humidity
bands to improve aeration for climate specific scenarios. In particular,
aeration controller 14 may truncate the temperature and/or relative
humidity bands for different climate scenarios in a manner that
causes aeration to achieve improved results in terms of more accurately
achieving a target temperature and/or moisture content for the stored
grain.
[0049] For example, assuming a target temperature of 48 degrees
and a target relative humidity of 63 percent, in drier climates
if a symmetric relative humidity band is defined around the target
humidity, e.g., +/-2 percent of 63 percent relative humidity, it
will be likely that on average the aeration fan 13 will be activated
during times of relative humidity in the lower half of the humidity
band, e.g., at relative humidity between 61 and 63 percent. In that
case, the actual temperature and/or moisture content of the grain
will be skewed away from the target on the dry side, which is undesirable.
[0050] For this reason, aeration controller 14 may truncate the
humidity band for dryer climates, such that for example, if the
target relative humidity is 63 percent, then the relative humidity
band can be defined to be -1, +3 of that value, i.e., 62 to 66 percent.
In other words, the humidity band can be made non-symmetric about
the target humidity. In particular, for dry climates, the relative
humidity band around the target relative humidity can be truncated
to increase the wet side of the band relative to the dry side of
the band. Such techniques can greatly improve aeration in extreme
climates. Drier climates may be more likely to have a temperature
of 48 degrees and a relative humidity below the target of 63 percent.
Truncating the humidity band to account for such climate-specific
phenomena can improve the quality of aeration, thereby creating
a greater likelihood of achieving the actual target moisture content
for the grain. Moreover, truncation can be particularly helpful
to compensate for micro-climate phenomena, such as local climate
effects of lakes, rivers, forests, or the like.
[0051] Truncation may occur automatically at aeration controller
14, based on measured climate conditions during previous aeration.
In other words, band truncation can be an adaptive feature implemented
by aeration controller 14. For example, aeration controller 14 may
truncate the humidity band to the wet side, based on measured dry
conditions during earlier operation of aeration fan 13, or may truncate
the humidity band to the dry side, based on measured wet conditions
during earlier operation of aeration fan 13. Alternatively, truncation
may occur via programmed variables submitted by an aeration expert
at central computer 20, which is described in greater detail below.
In any case, the extent of extreme climate conditions required to
initiate an adaptive truncation of the humidity band is subject
to a wide variety of implementation-specific values.
[0052] The truncation feature may also be incorporated to improve
aeration in wetter climates. In that case, aeration controller 14
may truncate the humidity band for wetter climates, such that for
example, if the target relative humidity is 63 percent, then the
relative humidity band can be defined to be -3, +1 of that value,
i.e., 60 to 64 percent. In other words, for wet climates, the relative
humidity band around the target relative humidity can be truncated
to increase the dry side of the band relative to the wet side of
the band.
[0053] Aeration controller 14 may be programmed to initially truncate
the temperature or relative humidity bands, or may be programmed
to only truncate the bands in response to a band adjustment event,
such as when the backlog exceeds the backlog threshold. Moreover,
aeration controller 14 may receive feedback of the conditions during
which aeration fan 13 has operated, and may adjust and truncate
the band(s) based on the previous conditions in order to more adequately
achieve the target temperature and moisture content for the stored
grain. In any case, improved aeration can be achieved in a climate
specific manner. The level of truncation may vary in different implementations.
Adaptive truncation may provide responsive adaptation of the aeration,
which can improve aeration in extreme climates, and can adjust for
microclimate fluctuations as they occur.
[0054] In accordance with the principles of the invention, system
10 also includes a central computer 20 that may define or control
the operation specific parameters of the respective aeration controllers
14. Central computer 20 can also log the information collected by
sensors 16 as well as the amount of time aeration fans 13 operate,
the respective backlogs, the climate conditions during aeration
fan operation times, and even the grain temperatures associated
with the stored grain in the respective storage facilities 10.
[0055] Central computer 20 and aeration controllers 14 may operate
in a master-slave relationship, in which aeration controllers 14
provide information to central computer 20 in response to requests
from central computer 20. Requests for accumulated aeration data
may occur periodically, e.g., daily, hourly, or the like. Optionally,
system 10 may also support an alarm condition override in which
a given controller 14 is able to communicate to central computer
20 without being queried. Such an alarm condition to override the
master-slave communication protocol can be effective in alerting
central computer 20 of problems or device malfunctions associated
with a given storage facility 12.
[0056] Central computer 20 can provide improved control and custodial
care of the aeration of stored grain. Farmers, or other agricultural
producers, cooperatives, or companies may purchase the aeration
service at a cost proportionate to the amount of stored grain to
be aerated and the duration of storage. In this manner, the purchaser
of the aeration service can avoid relatively high fixed costs that
can be associated with various aeration hardware such as aeration
controller 14. In addition, the seller of the service can control
and meter the usage of the grain aeration technology.
[0057] Central computer 20 may provide the input parameters to
the different aeration controllers 14. The input parameters may
include the type of grain, the target temperature, the target moisture
content, the size of the temperature and relative humidity bands,
the amount and timing of truncation, if desired, the size of the
aeration budget, the backlog threshold, and any changes that should
occur in response to overcoming the backlog threshold. In some cases,
one or more of these input variables may be defined by an operation
mode selected for a respective aeration controller 14. In any case,
the input variables can be defined differently for various different
aeration controllers so as to account for different types of grains,
different climates or microclimates, or other variables that may
distinguish the operation of aeration fans at different facilities.
In some cases, input can be provided in the form of objectives,
e.g., desired moisture content and a target delivery date.
[0058] The use of central computer 20 to accomplish the programming
of input variables and/or mode selection, that would otherwise require
onsite attention, can improve aeration significantly and reduce
costs associated therewith. In particular, travel to on-site locations
can be avoided, training of service persons can be reduced, and
a more knowledgeable person operating the central computer 20 can
set parameter settings. In some embodiments, the operation of central
computer relative to controllers 14 can be automated as well, eliminating
human error.
[0059] Also, central computer 20 can improve aeration by providing
better quality control of the aeration. For example, central computer
20 may facilitate the ability to recognize sensor malfunctions by
comparing sensed ambient conditions of one facility 12 to those
of another facility in close geographic proximity, e.g., at the
same site. Upon identifying possible malfunctions, replacement parts
or service may be provided more quickly, which can further improve
aeration services.
[0060] Central computer 20 may also log the various parameters,
settings and measurements accumulated by the respective aeration
controller 14. Historical logs may provide a number of advantages.
For example, ambient condition sensor data may provide extensive
history of weather trends. Accordingly, such information may be
useful to weather centers or other agencies concerned with weather
prediction and trends. Also, the historical logs may provide useful
backup, if for example, a given aeration controller 14 malfunctions
or is destroyed. In that case, after a replacement aeration controller
is installed, the history of aeration, backlog and other variables
needed to continue the aeration in the same manner as prior to the
failure can be downloaded to the new aeration controller. Accordingly,
historical logs on central computer can improve the robustness of
system 10 in the event of a device failure.
[0061] Logs stored on central computer 20 may also enable the ability
to track and verify the history of a lot of grain. In other words,
logs on central computer 20 may be maintained for both aeration
controller specific tracking purposes, and also grain specific tracking
purposes. If a log of grain is moved from one facility to the next,
the grain specific log may track the lot of grain to provide a history
of its temperature and moisture content. In that case, a download
of information from the central computer 20 which it received from
the first aeration controller that originally controlled the grain
can be made to the second aeration controller that subsequently
controls the grain. Moreover, networked grain aeration system 10
can facilitate this data transfer without requiring on-site attention.
[0062] In one implementation of the invention, a chain of custody
is automatically documented over time by the networked aeration
system and stored in central computer 20. The documentation can
even be downloaded, for example, to delivery vehicles, when the
stored grain is moved from a given storage facility. The information
may be uploaded from the given aeration controller 14 to the delivery
vehicle, or downloaded from the central computer 20 to the delivery
vehicle. In either case, the central computer 20 can log the current
location and track the grain to improve accountability and trace
ability.
[0063] Purchasers of the grain may desire information describing
the history of a particular lot of grain being purchased. By allowing
this information to be downloaded from central computer 20, purchasers
can be more readily assured of the aeration history and chain of
custody of the grain. This data, in turn, can provide a better assurance
of safety and quality of the purchased grain. In some cases, grain
given the stamp of approval of the aeration service provider may
demand a premium price.
[0064] Historical tracking and verification of grain can further
provide the ability to demand premium prices, for example, for grain
that was systematically maintained in only high-quality settings
in terms of temperature and relative humidity for the life of the
grain. Furthermore, centralized control and robust aeration management
may also provide the ability to insure against grain spoilage. For
example, with centralized control and robust monitoring capabilities,
the custodian or some other entity may be able to offer grain spoilage
insurance to farmers that own the allotments of grain, e.g., on
the condition that the grain aeration control services are used.
With the ability to define, monitor and update aeration via centralized
computer, the custodian can better ensure that spoilage will not
occur, and therefore can be better positioned to provide grain spoilage
insurance at an affordable price.
[0065] One or more client computers 21A and 21B may also be communicatively
coupled to the central computer 20, such as via network 18. Using
client computers 21A and 21B, farmers or other purchasers of the
aeration service may access information relating to their grain
and the aeration service provided for that grain. Each individual
client computer 21 may have access only to the data that pertains
to that particular client, i.e., the purchaser of the service. In
other words, a first client computer 21A may not have access to
data pertaining to a second agricultural crop storage facility 12N,
and likewise the second client computer 21N may not have access
to data pertaining to the first agricultural crop storage facility
12A. A password access function may be used to gain access to the
data, e.g., via a web browser interface. In addition, more sophisticated
security and authentication protocols can be employed.
[0066] In some embodiments, customers may be able to select aeration
objectives for their grain. For example, using client computer 21,
the customer may be able to select a desired moisture content and
a desired delivery date. Central computer may receive the user input
selecting aeration objectives, and may program the appropriate aeration
controller 14 so as to achieve the objectives. If a delivery date
is selected, the aeration can be made to occur over time in a manner
that achieves the desired moisture content at that delivery date.
Also, if a delivery location is defined, the aeration may be defined
to purposely dry (wet) the grain in a manner commensurate with an
amount of wetting (drying) that would predictably occur during grain
delivery. For example, if the grain is to be shipped across the
ocean, aeration can be adjusted to purposely dry the grain, knowing
that wetting will occur during shipment.
[0067] Network 18 may comprise a packet based network such as the
Internet, or a smaller public or private packet based network. Alternatively,
network 18 may comprise a public switch telephone network (PSTN),
or any other network sufficient to transfer information between
the aeration controllers 14 and central computer 20 and the various
client computers 21 and central computer 20. Various levels of security,
such as fire walls or virtual private networks (VPNs), may also
be implemented to ensure that information transferred through network
18 is secure.
[0068] As mentioned above, various other modifications could also
be made to aeration controllers 14 to improve aeration. For example,
in accordance with the principles of the invention, one particular
variable that could be taken into account by a respective aeration
controller 14 is heat produced by the respective aeration fan 13.
For example, aeration fans 13 can give off heat from the motor,
or more notably, aeration fans 13 may generate significant amounts
of heat via friction between the fan blades and the air. In either
case, the heat produced by operation of aeration fans 13 may blur
the relationship between the ambient temperature measurements by
sensors 16 and the actual temperature of air that will be forced
into the facility upon activation of an aeration fan 13. Accordingly,
an aeration method or algorithm executed by aeration controller
14 may account for heat produced by the aeration fan to yield better
aeration results.
[0069] In one case, an aeration method executed in aeration controller
14 makes a theoretical adjustment to sensed conditions by accounting
for fan size and the size of the grain storage facility. For example,
given the fan size and the size of the grain storage facility, a
theoretical offset to sensed conditions can be calculated. This
offset may be programmed into aeration controller 14, such as via
a-communication from central computer 20 to the aeration controller
14. In any case, the offset can account for heat produced by the
fan, and can be used to more accurately define the actual air temperature
or humidity that will be introduced to the storage facility upon
operation of the aeration fan 13. In this manner, improved control
of the conditions within the grain storage facility can be achieved.
The offset may be determined experimentally or mathematically. In
either case, the offset may be used to adjust measured ambient temperature
to provide a better estimate of the actual temperature of air introduced
by aeration fan 13. Moreover, the offset may be used to adjust the
target temperature defined by aeration controller 14, e.g., to adjust
the twenty-one day moving average of ambient temperature to compensate
for the offset caused by heat production of aeration fan 13. Adjusting
the target temperature based on heat produced by aeration fan 13
will likewise cause temperature band adjustment in a manner that
accounts for heat production of aeration fan 13.
[0070] Additionally, a method executed in aeration controller 14
may also account for static pressure within the facility (specifically,
for example, at the location of an aeration fan or the entry point
of air into the grain). For example, the amount of static pressure
may be related to how full the facility is, relative to its capacity.
By accounting for static pressure, a better approximation of the
offset can be achieved because the heat generated from the friction
on the fan blade may be higher if static pressure is higher and
may be lower if static pressure is lower.
[0071] In one particular case, a feedback sensor, e.g., a feedback
node (f-node) described in greater detail below, is used to measure
the actual temperature and possibly relative humidity (RH) of air
after it has gone through the fan. The f-node may also sense static
pressure, if desired. The use of the f-node can achieve an actual
measurement of the offset, which can then be used as feedback to
the aeration controller 14. The aeration controller 14 can then
adjust the operation of the aeration fan 13 accordingly.
[0072] Also, modified air-conditions measured by the feedback sensor
can be used to define a more useful target temperature and target
relative humidity for the bands. In other words, the target temperature
and target relative humidity may be adjusted based on feedback measurements
of actual conditions within a facility. One or more feedback nodes
may be positioned after the aeration fan 13 but prior to the stored
grain, e.g., in the plenum. Also, feedback nodes may be positioned
in the exhaust of a crop storage facility 12, or in different strata
of the grain to provide a number of storage measurements.
[0073] System 10 may also be configured to log and record the data
of the f-node to provide data demonstrating the actual conditions
within the storage facility over time. In other words, the data
from an f-node may be logged by central computer 20 for later examination
or use. For example, such f-node data could be used as documentation
to demonstrate that the grain inside the storage facility was never
exposed to conditions favorable or susceptible to the growth of
microbes including fungus that can produce mycotoxins, allergens,
or other contaminants. This documentation, in turn, could increase
the value of the grain and justify the added cost of an f-node sensor.
Recording actual conditions inside the storage facility during aeration
may also occur in the event of manual override during which an aeration
fan is turned on manually on-site. Information defining conditions
during manual override may be used later to adjust aeration in order
to improve aeration results in terms of achieving a target temperature
and moisture content. In this manner, centralized monitoring can
improve accountability of the aeration because manual overrides
are documented and subsequently used to adjust the aeration, as
needed, to achieve the desired temperature and moisture content.
[0074] FIG. 2 is a conceptual diagram of an agricultural storage
facility making use of a networked grain aeration system. In this
example, the agricultural storage facility comprises a grain bin
22 that stores grain 23. Grain bin 22 is fitted with an aeration
fan 13 that is controlled by aeration controller 14. Aeration controller
14 comprises a computer controller that controls operation of aeration
fan 13 according to an aeration algorithm such as those described
in U.S. Pat. No. 4,688,332 or U.S. Pat. No. 4,522,335. Additionally,
aeration controller 14 may execute more advanced aeration techniques
described herein, such as techniques that utilize feedback sensor
29 to further improve the quality of aeration. Also, aeration controller
14 may execute aeration techniques that utilize truncated temperature
or relative humidity bands to improve aeration for climate specific
scenarios as outlined herein. Furthermore, the truncation feature
can be an adaptive feature of aeration controller 14 such that temperature
bands or relative humidity bands used to define aeration fan operation
times can be adjusted based on previous conditions during which
the aeration fan has operated. Heaters, misters, or other grain
conditioning devices (not shown) may also be controlled by aeration
controller 14.
[0075] Aeration controller 14 may be coupled to a computer network
18. In this manner, as outlined above, the sensed information collected
by aeration controller 14 and operation of aeration fan 13 can be
centrally logged and monitored by a central computer (not shown
in FIG. 2). Client computers connected to network 18 may also gain
client-specific access to such information.
[0076] In operation, temperature sensor 26 measures ambient temperature
and provides the measurement of ambient temperature to aeration
controller 14. Similarly, relative humidity sensor 27 measures ambient
relative humidity and provides the measurement of relative humidity
to aeration controller 14. Sensors 26 and 27 may comprise separate
components or an integrated sensor that provides sensing functionality
for both temperature and relative humidity. Temperature sensor 28
measures the temperature of stored grain 23 and provides the measurement
to aeration controller 14. In addition, a barometric pressure sensor
may be used by aeration controller 14 to adjust a target relative
humidity for a given air temperature. Barometric pressure measurements
used to adjust a target relative humidity for a given air temperature
can be particularly useful to compensate for elevation of the storage
site, relative to sea level.
[0077] Aeration controller 14 can be programmed with input specifying
a desired temperature and moisture content for the stored grain.
Aeration controller 14 may define a temperature band and a relative
humidity band respectively around a target temperature and a target
relative humidity that corresponds to the desired moisture content
for a given temperature. The target temperature may be selected
based on a desired temperature, or based on a desired temperature
relative to the current temperature of grain 23. In one example,
the target temperature is defined by a twenty-one day moving average
of ambient temperature. In any case, a temperature band can be defined
about the target temperature, and a relative humidity band can be
defined about a target relative humidity, which may be temperature
dependent. The size of the bands may vary widely in different implementations.
[0078] If sensor 26 identifies an ambient temperature within the
defined temperature band, say 47 degrees, aeration controller 14
identifies the target relative humidity associated with the 47 degree
temperature, say 63 percent. The target relative humidity may be
dependent on the current ambient temperature, and may also be dependent
on the current temperature of grain 23, e.g., dependent on the ambient
temperature relative to the temperature of grain 23. Aeration controller
14 may access a lookup table in memory (not shown) or it may calculate
from psychometric formulas to identify the target relative humidity
given an ambient temperature and possibly a current grain temperature.
In any case, if relative humidity sensor 27 measures a relative
humidity within the relative humidity band of the target relative
humidity, say 61 percent to 65 percent (+/-2 percent of 63 percent),
then aeration controller 14 may activate aeration fan 13. A control
node (not shown in FIG. 2) may be used to execute fan activation
in response to control signals sent from aeration controller 14.
[0079] A feedback sensor 29 may also be used to measure a temperature
offset caused by heat production associated with aeration fan 13.
Heat from aeration fan 13 may offset the temperature of air introduced
to grain bin 22 (as illustrated by the arrows) away from the ambient
temperature measured by temperature sensor 26. Accordingly, feedback
sensor 29 can be used to provide a more accurate temperature measurement
once fan 13 is turned on. The offset measured by feedback sensor
29 can be used to adjust the aeration accordingly. Additionally
or alternatively, the measurements of feedback senor 29 may be used
to provide actual measurements of temperature and/or relative humidity
introduced to grain bin 22. Such information may be logged by central
computer 20 (FIG. 1) to provide a more accurate history of the aeration
of grain 23.
[0080] Alternatively, rather than implement a feedback sensor 29,
the heat produced by fan 13 may be accounted for by a theoretical
or experimentally determined offset value, which may be used to
adjust the measured ambient temperature during execution of the
aeration algorithm. In this manner, heat produced by fan 13 may
not undermine the effectiveness of aeration. Instead, the temperature
band used by aeration controller 14 (as outlined above) may be defined
around an ambient temperature measured by temperature sensor 26
plus the theoretical offset. A measurement of static pressure may
be used in the generation of the theoretical offset. Additionally,
the temperature band, or the relative humidity band may be truncated
as described herein to improve aeration for climate specific scenarios.
[0081] If desired, additional feedback sensors may also be positioned
at various locations of grain bin 22. For example, one or more feedback
sensors may be positioned after the aeration fan 13 but prior to
the stored grain, e.g., in the plenum. Also, feedback sensors may
be positioned in the exhaust of a crop storage facility 12, or in
different strata of grain 23 to provide a number of storage measurements.
[0082] Aeration controller 14 may also implement a regulator-like
mechanism that ensures that the aeration fain 13 can only run for
an allotted amount of time, on average, which can conserve power
and avoid unnecessary aeration. For example, aeration controller
14 may budget an amount of time for a given time interval, say four
hours per day. Aeration controller 14 may also accumulate a backlog
of time to account for unused time that was budgeted for aeration.
Thus, if the desired conditions were not present for two days, then
twelve hours of accumulated budget may be used on the third day.
In other words, the four hour budgets for three days may accumulate
to twelve hours, which can be used in succession once the desired
conditions occur. Once the accumulation of budgeted time is used,
aeration fan 13 may be turned off even if the desired ambient conditions
are still present.
[0083] In addition, aeration controller 14 may define a backlog
threshold, say twenty hours (the equivalent of five days at four
hours of budget per day). If the backlog exceeds the threshold,
aeration controller may enlarge the temperature and/or relative
humidity bands to improve the likelihood that aeration will occur.
This can help ensure that at least some aeration occurs even if
the ambient conditions are sub-optimal.
[0084] Also, as described above, aeration controller 14 may implement
aeration techniques in which truncation of the temperature and/or
relative humidity bands are performed to improve aeration for climate
specific scenarios. In particular, aeration controller 14 may truncate
the temperature and/or relative humidity bands for different climate
scenarios in a manner that causes aeration to achieve improved results
in terms of achieving a target temperature and/or moisture content.
The truncated band(s) may be predefined for a known climate, or
may be adaptively altered by aeration controller 14 based on the
actual climate measured during the times when aeration fan 13 operates.
In one example, adaptive truncation of a relative humidity band
based on actual climate measured during the times when aeration
fan 13 has operated may be an advanced operation mode of aeration
controller 14, that can be selected or enabled by central computer
20.
[0085] Aeration controller 14 may truncate the humidity band for
dryer climates, such that for example, if the target relative humidity
is 63 percent, then the relative humidity band can be defined to
be -1, +3 of that value, i.e., 62 to 66 percent. In other words,
the humidity band can be made non-symmetric about the target humidity.
Such techniques can greatly improve aeration in extreme climates.
Similarly, the truncation feature may also be incorporated to improve
aeration in wetter climates. In that case, aeration controller 14
may truncate the humidity band for wetter climates, such that for
example, if the target relative humidity is 63 percent, then the
relative humidity band can be defined to be -3, +1 of that value,
i.e., 60 to 64 percent. Again, the level of truncation may vary
in different implementations.
[0086] Moreover, as mentioned, the truncation can be an adaptive
feature that changes based on measured conditions during operation
of aeration fan 13. For example, the relative humidity band may
originally be symmetric about a target. In particular, given a target
of 63 percent, the relative humidity band can be defined to be -2,
+2 of that value, i.e., 61 to 65 percent. Thereafter, if operation
of the aeration fan 13 primarily occurs at periods of time during
which measured relative humidity is in the dry side of the band,
i.e., between 61 and 63 percent, then aeration controller may adaptively
truncate the humidity band to enlarge the wet side of the band and
decrease the dry side of the band.
[0087] In other words, if aeration controller 14 can determine
that operation of the aeration fan 13 has primarily occurred at
periods of time during which measured relative humidity is in the
dry side of the band. In that case, aeration controller 14 can modify
the band to favor operation during wetter periods of time, e.g.,
the band can be adaptively changed to be -1, +3 of the 63 percent
target, i.e., 62 to 66 percent. Aeration controller 14 may continue
to modify and adaptively alter the bands as aeration occurs in different
weather. In some cases, the relative humidity band may be originally
defined symmetrically about the target relative humidity, then truncated
to the wet side after fan operation in dry conditions, then re-established
in a symmetric band after the truncation compensates for the previous
dry conditions, and then possibly truncated to the wet side, e.g.,
if subsequent fan operation occurs during extended wet conditions.
[0088] In this manner, adaptive truncation of the relative humidity
band can achieve improved results in terms of achieving a target
moisture content for the stored grain. In other words, adaptive
truncation of climate bands can cause grain can be aerated in a
manner that improves the ability to achieve desired grain conditions.
Threshold values for climate parameters defined during operation
of the aeration fan 13 can be used to define when such adaptive
truncation should occur, and are subject to a wide variety of implementations.
[0089] Moreover, centralized control and monitoring of grain aeration
can also improve the level of aeration quality, allowing the provider
of the aeration service to centrally monitor whether the individual
aeration controllers 14 are working properly. Another advantage
of networked grain aeration includes the ability to provide more
effective aeration control among various grain storage units. In
other words, instead of a local grain storage manager controlling
aeration as he or she sees fit, central expertise can be used to
monitor and more effectively control aeration.
[0090] Networked grain aeration may also allow for a new and inventive
pricing arrangement that can be attractive to prospective purchasers.
In particular, fees may be charged in amounts commensurate to an
amount of grain being stored in any given agricultural crop storage
facility. The duration of storage can also be reflected in the price.
Such a pricing scheme can reduce fixed costs to individual farmers
and improve the likelihood of industry acceptance of such services.
Such a pricing scheme may also overcome a "free-rider"
problem, wherein a purchaser of an aeration unit for a small storage
facility uses the aeration unit in a much larger facility or for
multiple facilities.
[0091] The results achieved by a free-rider may not be particularly
great aeration results, but they may be nevertheless better aeration
results than would be achieved with no aeration control. Still,
because the free-rider often makes use of improperly sized aeration
fans in oversized storage facilities, free-riders may undermine
consumer confidence in an aeration control product or service. In
other words, prospective customers may view the results achieved
by free-riders as inadequate and correlate inadequacy with the seller
of the product. In fact, however, the free-riders may not be achieving
the most effective results. Thus, avoiding the free-rider problem
may improve good will associated with the seller of the aeration
product or service, in addition to forcing the free-rider to bear
a more proportionate cost.
[0092] Centralized monitoring of aeration may also allow the selling
of grain spoilage insurance for an amount of grain being stored
in any given agricultural crop storage facility. In other words,
networked grain aeration can facilitate the ability to guarantee
against grain spoilage. Farmers may be able to take out loans from
a bank, based on the amount of harvested crops that the farmer owns
but has not yet sold, but such loans may be conditioned on the purchase
of spoilage insurance. The seller of aeration services, utilizing
networked grain aeration having centralized control, may be able
to provide this insurance because the centralized control allows
the seller of the service to adequately manage against grain spoilage.
In particular, the use of networked grain aeration can reduce insurance
premiums to an affordable level.
[0093] FIG. 3 is an exemplary block diagram of one embodiment of
grain aeration system that can be installed in at a storage facility.
As illustrated aeration controller 14 can be communicatively coupled
to a central computer. In any case, aeration controller 14 controls
operation of aeration fan 13, and possibly other grain management
tools such as heaters, misters, or the like, based on sensed conditions.
[0094] Aeration controller 14 may also be coupled to a memory device
32,which can be used to store programmed aeration parameters, recent
aeration data prior to transmission to central computer 20, look-up
tables, and possibly computer readable instructions (software) that
can be executed by aeration controller 14 to perform the aeration
techniques described herein. Memory 32 may also store programmable
identification numbers associated with aeration controller 14 and
its various nodes. An indication of storage capacity and current
usage may also be stored.
[0095] If desired, aeration controller 14 may also be coupled to
a user interface (not shown) to provide on-site control and programming
capabilities. The user interface may be used by on-site personal
to access local aeration data, operational parameters, operational
modes, and the like. The user interface may also be used to manually
override centralized control, for example, to turn on the aeration
fan. Such manual overrides, however, can be reported to central
computer 20 so that future aeration can account for and possibly
adjust aeration because of the manual override. The user interface
may take the form of a browser application executing in a microprocessor,
such as deployed in a laptop computer or a personal digital assistant
(PDA) with wireless communication capabilities. The user interface
can be programmed to issue commands to controller 14.
[0096] As shown in FIG. 3, aeration controller 14 is coupled to
one or more nodes, such as, for example, c-node 31, w-node 32, s-node
33, t-node 34, i-node 35, and f-node 36. The nodes correspond to
various sensors, switches, or other units used by aeration controller
14 during aeration. Aeration controller 14 and respective nodes
31-36 may operate according to a master slave relationship in which
aeration controller 14 polls nodes 31-36 to obtain sensed information,
and instructs nodes 31-36, for example, when activation of aeration
fan 13 should occur.
[0097] C-node 31 may correspond to an on/off relay switch used
to turn aeration fan 13 on and off. Similar nodes may also be used
for heaters, misters, or the like. C-node 31 may also have a static
pressure gauge sensor. In any case, c-node 31 can be used to switch
aeration fan 13 on and off, at appropriate times identified by aeration
controller 14. For example, aeration controller 14 may issue control
signals to the c-node to cause aeration fan 13 to be switched on
or off.
[0098] W-node 32 may be a weather node used to sense one or more
ambient conditions surrounding the given storage facility. For example,
w-node 32 may include temperature sensor, a relative humidity sensor,
a barometric pressure sensor, a rain gauge, a global positioning
system (GPS) module, and possibly a wind speed/direction sensor.
[0099] F-node 36 may include a temperature sensor and a relative
humidity sensor. F-node 36 may be used to provide feedback to aeration
controller 14 as outlined above. By way of example, one or more
f-nodes may be positioned after the aeration fan 13 but prior to
the stored grain, e.g., in the plenum. Also, one or more f-nodes
may be positioned in the exhaust of a crop storage facility 12,
or in different strata of the grain to provide a number of grain
storage measurements.
[0100] T-node 34 may provide an interface to an external thermocouple
module, which can be used to measure temperatures within a grain
storage bin. In other words, T-node 34 may correspond to a temperature
sensor positioned to measure the current temperature of stored grain.
T-node 34 may or may not also include a relative humidity sensor.
[0101] S-node 33 may provide an interface to an external electronic
scale module, used to weigh shipments of grain as they are brought
in for storage. Accordingly, s-node can be used by aeration controller
14 to identify the amount of grain storage in the given storage
facility. As mentioned, memory 32 may store both an indication of
storage capacity and current storage usage. Such information may
be determined by s-node 33. The amount of grain being aerated may
affect pricing, in accordance with one or more of the pricing schemes
described herein.
[0102] I-node 35 may provide current metering capability by using
a current transformer and rectifier circuit. Thus, i-node 35 can
be used to measure electricity use, and to document information
related to electricity use. Such information may be stored locally
by aeration controller and then transferred to central computer
20. Power suppliers may desire collective estimations of electricity
usage associated with a number of facilities that use the aeration
systems. In this manner, power usage of the fans controlled by the
networked grain aeration system may merit special rates. If electricity
supplied to a grain storage site is subject to demand charges, the
controllers may rotate fan usage so as to avoid these demand charges.
[0103] FIG. 4 is a flow diagram according to one embodiment of
the invention. As shown, aeration controllers 14 are used to control
aeration fans according to sensed conditions (41). Moreover, a central
computer 20 can be communicatively coupled to the aeration controllers
14 to monitor aeration (42). The custodian of the service can charge
fees to customers based on the amount of grain being aerated and
the duration of the storage (43). In this manner, customers may
be more accepting of the aeration service because fixed costs associated
with aeration hardware can be eliminated as a fixed expense to the
customer.
[0104] FIG. 5 is another flow diagram according to one embodiment
of the invention. Again, aeration controllers 14 are used to control
aeration fans according to sensed conditions (51), and a central
computer 20 can be communicatively coupled to the aeration controllers
14 to remotely monitor aeration (52). The custodian of the service
can sell grain spoilage insurance (53) because the centralized control
allows for the control needed to ensure against spoilage. In particular,
centralized control of aeration can help keep premiums affordable,
e.g., based on the condition that the aeration service is used.
[0105] FIG. 6 is another flow diagram according to one embodiment
of the invention. Again, aeration controllers 14 are used to control
aeration fans according to sensed conditions (61), and a central
computer 20 can be communicatively coupled to the aeration controllers
14 to remotely monitor aeration (62). Central computer 20 can store
aeration data (63), such as data pertaining to aeration fan operation,
ambient conditions (or f-node conditions) during aeration, and various
operational parameters associated with the aeration controllers
14. Accordingly, if an aeration controller 14 fails and is replaced
(64), the aeration data can be downloaded to the new aeration controller
(65) to ensure that aeration will continue in a manner consistent
with that prior to the failure.
[0106] FIG. 7 is another flow diagram according to one embodiment
of the invention. Again, aeration controllers 14 are used to control
aeration fans according to sensed conditions (71), and a central
computer 20 can be communicatively coupled to the aeration controllers
14 to remotely monitor aeration (72). Predictable aeration results
can be modeled for prospective customers to identify to the prospective
customer, the value of the system (73).
[0107] FIG. 8 is another flow diagram according to one embodiment
of the invention. Again, aeration controllers 14 are used to control
aeration fans according to sensed conditions (81), and a central
computer 20 can be communicatively coupled to the aeration controllers
14 to remotely monitor aeration (82). As grain is moved (83), a
chain of custody can also be recorded (84) to provide quality assurances
to prospective grain purchasers. Such assurances can result in premium
prices for the documented grain.
[0108] FIG. 9 is a flow diagram illustrating an aeration technique
that may be used as part of a networked grain aeration system or
a more conventional non-networked grain aeration unit. As shown,
aeration controller 14 defines truncated temperature and/or relative
humidity bands in order to improve aeration for extreme climate
scenarios (91). Aeration controller 14 may also define an aeration
budget (92), and accumulate a backlog when budgeted aeration time
is not used. Eventually, when the ambient conditions fall within
the truncated bands, aeration controller 14 can activate aeration
fan 13 in order to aerate the grain (94). Importantly, the truncation
of the temperature and/or humidity bands can result in aeration
that attains improved aeration results in terms of achieving a target
temperature and/or target moisture content.
[0109] FIG. 10 is another flow diagram according to one embodiment
of the invention. As shown aeration controller 14 defines climate
bands such as a temperature band and a relative humidity band (101).
For example, the bands may be programmed about target values, or
may be defined about a target determined as a function of current
grain temperature. The relative humidity band may be temperature
dependent, and may further be dependent on the temperature of the
stored grain relative to ambient temperature.
[0110] Aeration controller 14 causes aeration fan 13 to aerate
the grain when the local conditions fall inside the defined climate
bands (102). Moreover, aeration controller 14 thereafter adaptively
adjusts one or more of the climate bands in a truncated manner (103).
In other words, if aeration has primarily occurred for more than
a defined amount of time during wet conditions, e.g., conditions
falling on the wetter side of the relative humidity band, aeration
controller 14 can truncate the relative humidity band to the dry
side. Similarly, if aeration has primarily occurred for more than
a defined amount of time during dry conditions, e.g., conditions
falling on the dryer side of the relative humidity band, aeration
controller can truncate the relative humidity band to the wet side.
[0111] Then, when more aeration is desired (yes branch of 104),
aeration controller 14 causes aeration fan 13 to aerate the grain
when the local conditions fall inside the truncated climate bands
(102). In this manner, truncation of the climate bands, including
the relative humidity band or the temperature band can be an adaptive
feature of aeration controller 14 that improves the ability to achieve
a target temperature and/or moisture content for the stored grain.
Adaptive truncation of climate bands during aeration may be enabled
on aeration controller 14 by selecting a specific operation mode
that corresponds to the truncation feature. Moreover, mode selection
can be made offsite at central computer 20, if a networked grain
aeration control system is employed.
[0112] FIG. 11 is another flow diagram according to one embodiment
of the invention. As shown aeration controller 14 defines an aeration
budget (111). For example, the budget may be a programmed value
or input provided to aeration controller 14 that defines the maximum
amount of operation time of aeration fan 13 per unit time, e.g.,
four hours per day.
[0113] Aeration controller 14 also defines climate bands such as
a temperature band and a relative humidity band (112). Again, the
bands may be programmed about target values, or may be defined about
a target determined as a function of current grain temperature.
The relative humidity band may be temperature dependent, and may
further be dependent on the temperature of the stored grain relative
to ambient temperature.
[0114] One or more sensors 16 such as those described above measure
the conditions surrounding the storage facility 12 (113). Aeration
controller 14 polls the sensors 16 to obtain sensed data, and makes
a determination whether to aerate the grain based on the sensed
conditions (114). In particular, to perform aeration (yes branch
of 114), aeration controller 14 causes aeration fan 13 to aerate
the grain, such as by invoking a control node (c-node) to switch
aeration fan 13 on.
[0115] If aeration does not occur (no branch of 114), then the
unused portion of the aeration budget is backlogged (115). For example
aeration may be regulated by aeration controller 14 such that aeration
occurs only when there is remaining aeration budget unused in the
backlog. In other words, if four hours per day are allocated, then
four hours can be used each day. If some time is unused in a given
day, that time is backlogged so that it can be used during subsequent
days when the desired conditions are present. Thus, if aeration
does not occur on the first day, but does occur on the second day,
eight hours of aeration may occur in succession on the second day,
i.e., four hours of budget for the second day plus four hours of
backlog from the first day.
[0116] Furthermore, when more aeration is desired (no branch of
116), aeration controller 14 may redefine the bands, such as by
adaptively truncating the bands as described above. Aeration may
be stopped (yes branch of 116) by manually overriding aeration controller
14. For example, once the grain is sold and removed from facility
12, the aeration controller 14 may be powered down or otherwise
disabled.
[0117] FIG. 12 is another flow diagram according to one embodiment
of the invention. As shown, aeration controller identifies an offset
associated with operation of aeration fan 13 (121). For example,
the offset may be identified by a programmed theoretical offset
value, or may be measured by a feed back sensor 29. In either case,
aeration controller 14 accounts for the offset during grain aeration
(122). In this manner, changes to the air introduced by aeration
fan 13 from the sensed ambient conditions, such as a slight temperature
increase, will not reduce the effectiveness of aeration. Instead,
the offset can be used by aeration controller 14 to adjust operation
of the aeration fan 13 accordingly to account for heat production
or other effects caused by the operation of aeration fan 13.
[0118] Aeration is an important part of modem agricultural management.
In particular, aeration can be effective in avoiding spoilage of
grain, preserving grain weight, minimizing insect infestation, improving
moisture content, re-hydrating grain, avoiding cracking of kernels,
reducing stress cracks, and generally preserving and possibly improving
the quality of stored grains. The techniques described herein can
improve grain aeration and the aeration service.
[0119] Many implementations and embodiments of the invention have
been described. For instance, may different features of a networked
grain aeration system have been described. In addition other features
and methods have been described which may be used in a networked
grain aeration system, or a more conventional non-networked aeration
control system. Nevertheless, it is understood that various modifications
can be made without departing from the spirit and scope of the invention.
For example, the invention may use only some of the many features
described above. Furthermore, other nodes are envisioned, including
nodes that measure barometric pressure or other ambient conditions.
Moreover, some techniques, such as truncating the relative humidity
and/or temperature bands based on climate may be implemented in
non-networked systems. Accordingly, other implementations and embodiments
are within the scope of the following claims.
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