
442-502
Using yield monitors is the first step many producers take in precision farming (Precision Farming: A Comprehensive Approach, Virginia Cooperative Extension (VCE) publication 442-500). A yield monitor, combined with Global Positioning System (GPS) technology, is an electronic tool that collects data on crop performance for a given year. The yield monitor for grain measures and records information such as grain flow, grain moisture, area covered, and location. Yields are automatically calculated. Yield monitors also are available for commodities such as peanuts, cotton, forage silage, and sugar beets. These monitors have some elements in common with grain-yield monitors. While the cost of a yield monitor is reasonable, the commitment of time and resources required to effectively use this technology can be significant.
Yield monitors come with various technical designs and features; however, yield monitors alone do not generate yield maps. A yield monitor is most useful with a Differentially-corrected Global Positioning System (DGPS) receiver (Precision Farming Tools: Global Positioning System-GPS, VCE publication 442-503). The goal of properly interpreting yield data (Interpreting Yield Maps-I gotta a yield map, now what?, VCE publication 442-509) is to answer the question: "How can I increase profits on this field?" To have accurate data for yield map interpretation, the yield monitor must be properly operated and calibrated.
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Yield monitors are a combination of several components (Figure 1). They typically include a data storage device, user interface (display and key pad), and a console located in the combine cab, which controls the integration and interaction of these components. The sensors measure the mass or the volume of grain flow (grain flow sensors), separator speed, ground speed, grain moisture, and header height. Yield is determined as a product of the various parameters being sensed. You must understand the function of these components in order to understand the interaction of the yield monitor, combine operator, and combine dynamics.
Figure 1. Components of a yield-monitoring system.
Yield monitors typically provide a periodic yield report. The operator can usually select the amount of data that is collected (e.g. 1-, 2-, or 3-second intervals). Consider a combine harvesting six 30-inch rows, operating at 5 mph and harvesting corn with an average yield of 150 bushels per acre. This combine requires about 15 seconds before grain entering the header is fully flowing into the grain tank. The example combine using a yield monitor to collect data at 2-second intervals will collect about 200 yield measurements per acre, many more data points than any other precision agriculture tool.
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The combine operation is dynamic and the flow rate of material processed can vary depending on entering and exiting the crop. These varying flow rates can influence the results of the yield monitor data. Since the yield monitor measures the rate at which clean grain is entering the grain tank, time delays between the time grain enters the combine header and the time it passes through the clean grain elevator can be significant. Combines also smooth abrupt changes in yield; hence, the yield monitor measures delayed averages of yield.
The phenomena of time delays and smoothing are most obvious when a combine enters or leaves the crop at the ends of a field. The combine, in the example above, has a delay of 15 seconds to process the entering crop and would travel 110 feet and harvest almost 0.04 of an acre before an accurate or stable yield is displayed on the yield monitor.
Most yield mapping software compensates for equipment delays caused by the combine and corrects the yield data. The resulting yield map will not be perfect, but it will be very adequate for observing the magnitude and location of yield variability.
Yield data combined with mapping software and positional data are capable of producing a colorful map (see Interpreting Yield Maps-I gotta yield map, now what?, VCE publication 442-509) showing variations in grain yield and moisture. If these maps are to be of any real value, the data generated from them must be incorporated into the decision-making, analysis, and overall planning process of the farm operation (see Precision Farming: A Comprehensive Approach, VCE Publication 442-500).
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Figure 2. Mass flow sensor on yield-monitoring system.
Yield and moisture data are collected simultaneously to obtain accurate yields. Moisture sensors are often located in the clean grain elevator or the clean grain auger (Figure 3 and Figure 4). Grain passing over the moisture sensing plate can leave deposits that can affect moisture readings. Buildup can introduce bias into the moisture measurements. The moisture sensor is essentially a conductive shell or a series of metal plates with an electrically isolated internal metal fin. As grain rises in the clean grain elevator, a small amount enters the top of the moisture sensor and moves between the metal plates. A small paddle wheel located in the bottom of the sensor housing ensures that grain always covers the plates. The paddle wheel also controls the rate at which grain reenters the clean grain elevator.
Figure 3. Moisture sensor installation on yield-monitoring system.
Figure 4. Moisture sensor installation on the clean grain elevator for yield monitoring.
Periodically take manual measurements to check the performance of the moisture sensor, especially when operating in severe conditions that can coat the sensor with soil or plant sap. Over-estimated moisture readings from a malfunctioning sensor will underestimate yield. Clean the plates often when the combine is operated in weedy or moist grains. These conditions can cause a buildup of dirt or plant residue on the sensing elements, which interferes with grain moisture measurements.
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The yield monitor console (Figure 5) is a data collection unit and computer that records data from the yield sensor, moisture sensor, and DGPS receiver. The console is also used to enter field names, grain type, calibration numbers, correction factors, and other user-specified data.
Figure 5. Yield-monitor console.
The console may also monitor or record elevation, elevator speed, ground speed, swath width, header height, and electronic flags manually set by the operator. Electronic flags are often used to record the location of weeds (known to be highly correlated with yield reductions). These flags may locate and identify other problems or obstacles such as rocks, terrace failures, standing water, etc.
A yield monitor equipped with a DGPS receiver stores data in a format that includes position information. These spatially indexed data are later used to produce maps of yield, moisture, elevation, or any other information collected during harvest. Most yield monitors can display instantaneous readings of yield and moisture and provide statistics for loads or batches of grain from a field or within an area of a field.
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Data are often recorded on removable memory cartridges, such as a Personal Computer Memory Card Industry Association (PCMCIA) cards. Data from these cards can be downloaded to a computer. Download data daily to ensure that the yield monitor is working properly and to protect against accidental data loss.
Memory cards may store several megabytes of data. The card capacity is sometimes stated in hours of operation since data are typically stored on a periodic basis. One megabyte of memory can store 15 to 45 hours of information for yield data collection intervals of 1 to 3 seconds.
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A yield monitor must be calibrated to provide accurate yield data. Calibration must be performed for each type of grain harvested at the beginning of the harvest season. Accuracy usually improves when several loads are used to perform the calibration. Recalibration should be performed as necessary, especially later in the season as average moisture content drops or when there is a significant change in crop conditions.
Calibration is usually as simple as weighing and recording the moisture of the first several loads collected under a variety of conditions, such as various operating speeds or grain flow rates. Consult the operator's manual for specific instructions.
The accuracy of a yield monitor depends not only on its design, but on how carefully the calibration procedure is followed. Some companies offer a training session or videotapes to teach calibration. These procedures vary considerably among manufacturers, but all require carefully weighing several loads of grain, which can become a logistical problem on some farms.
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Distance: A speed sensor in the transmission is used to determine ground speed. The calibration procedure relates the actual distance traveled to a specific number of pulses from the sensor. The sensor is calibrated by operating the combine over a known distance (e.g., 400 feet or length specified by the manufacturer) at typical harvest speed and field condition. The yield monitor then generates a scale factor to calibrated travel speed. When calibrating the speed sensor, match the actual operating conditions of the combine at harvest as closely as possible. For example, operate a loaded combine on soft ground or a hillside if this is typical of field conditions at harvest. Ground speed radar must be calibrated in the same manner. Yield monitors that rely on the use of GPS for ground speed determination do not require calibration for speed.
Header Height: Header height determination is important as it establishes the beginning and ending of data logging and area accumulation. There are principally three different methods for sensing header height. One method is a magnetic sensor that opens a contact when the header reaches a predetermined position. A second method uses a rotary potentiometer for sensing the angle or elevation of the header. At the option of the combine operator, the start and stop positions determined by the potentiometer can be adjusted on a control panel located in the combine cab. The third method involves tracking the length of time the header height control switch is in the "up" or "down" position. Once the actuation time exceeds a predetermined value (e.g., 1.5 seconds), area accumulation and data logging is either turned on or off, depending on whether the header is being lowered or raised.
Regardless of the methodology you use to start and stop data logging and area accumulation, you should read the operator's manual and thoroughly understand the operation of this feature because the quality and integrity of yield data depend heavily on its use.
Mass-flow Rate of Grain: To calibrate the mass-flow sensor, weigh grain harvested over a certain interval and then enter the actual weight of grain harvested into the yield monitor. This interval might consist of one to several combine tank loads. Based on a defined approach, the yield monitor uses this information to fit a calibration curve, or a series of factors, to the particular impact sensor, grain type, and combine/sensor geometry. If any of these factors change, the system must be recalibrated. Changes in grain properties such as test weight and moisture content may require more frequent calibration.
Although the approach is similar from manufacturer to manufacturer, the quantity and nature of the internal calibration approach differs. While the factory or default calibration numbers provide a reasonable starting point, they are not a substitute for on-farm calibration. At the very least, one truckload of grain must be weighed. One manufacturer recommends weighing several individual combine tank loads of grain. This process is greatly simplified when a weigh wagon with digital readout is available for obtaining load weights.
Grain Moisture Content: A sample of grain from the moisture sensor or tank-loading auger should be collected, analyzed, and then compared with the moisture sensor reading from the instant in time when the grain passed over the sensor to arrive at an accurate calibration offset. Use caution when adjusting moisture calibrations, particularly when considering the accuracy of the moisture-measuring device that will be used to determine the reference moisture content of the grain. Offsets vary with grain type, and each grain type requires calibration to determine the appropriate offset.
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The first step is to become familiar with your yield-monitoring equipment. Information provided by a dealer or manufacturer through on-site support, training sessions, user manuals, and videos are good ways to learn about your equipment. Check with your yield monitor dealer and manufacturer for this information and additional tips on calibration. Each yield monitor has a specific way to be calibrated, which is outlined in the manufacturer's calibration procedures manual. The Appendix of this publication has calibration tips to maximize the benefits of yield-monitoring equipment.
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The final appearance of a yield map depends on how the combine is operated. Frequent stopping or sudden changes in speed can cause erratic yield data due to the delay and smoothing phenomena associated with the combine separating system.
The combine must be operated on a uniform swath width to ensure accurate yield data. You must enter the width of the header into the monitor manually to accurately calculate yield. Yield will be underestimated if fewer rows are harvested. Many yield monitors allow you to change the number of rows or the percent of width harvested to correct yield for point rows or field edges. For best results, keep the mass-flow rate of the combine constant. This represents a constant flow of material moving through the combine. You can set the yield monitor display to show the instantaneous mass-flow rate (typically close to the calibration rate). This rate can be maintained near a constant rate by adjusting the travel speed to compensate for the amount of material entering the combine.
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A yield monitor is a precision electronic device that requires careful installation to operate properly. Improper installation of cables usually causes the monitor to be inoperable. Improperly installed sensors can cause faulty yield data.
Today, many combines can be purchased with factory-installed yield monitors. After-market yield monitors are also available for installation on late-model combines. The flow-measuring device (impact plate) is placed in the service door at the top of the clean grain elevator, or in an opening at the top of the elevator. In some cases, the impact sensor can be mounted only by cutting a hole in the top of the clean grain elevator housing.
The proper installation of a yield monitor requires positioning the mass-flow sensor relative to the position of the upper elevator sprocket. A new adjustment mechanism must also be installed on the lower end of the clean grain elevator. After calibration, only the lower sprocket should be changed to adjust elevator chain tension. Any movement of the top elevator sprocket changes the impact angle of grain, thereby requiring a new calibration.
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Because a yield monitor is an electronic device, little or no maintenance of the monitor console should be needed. However, the sensors may require periodic cleaning and inspection to ensure they are in proper operating condition. Periodically perform calibration checks to determine the accuracy of the yield and moisture data.
Moisture sensors are more likely to need cleaning under harsh conditions, but yield sensors may also collect debris that can affect the accuracy of the sensor. If moisture or yield readings seem to change suddenly without a logical reason, stop the combine and check the sensors for dirt or plant sap. Spot-check moisture with a moisture meter to determine if there is a problem with the on-board moisture sensor. Weigh a load of grain to determine if there is a problem with the yield sensor. Do not ignore unusual or sudden changes in moisture or yield readings.
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Yield maps are only as accurate as the data collected to produce them and only demonstrate that yield variability exists. Monitors must be correctly installed and periodically checked to provide accurate data.
You should use yield map data with soil test data, scouting notes, and other observations to learn why variability exists. The knowledge you gain from site-specific crop management equips you to make better management decisions that have positive environmental benefits and that result in improved productivity and profitability.
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The authors express their appreciation for the review and comments made by Virginia Barnes, Extension agent, Lancaster and Northumberland counties; Glenn Chappell, Extension agent, Prince George County; Dennis Duncan, assistant professor, Department of Agricultural Technology; Sam Johnson, Extension agent, Westmoreland County; Robert Pitman, superintendent, Eastern Virginia Agricultural Research and Extension Center; and John Cundiff, professor, Department of Biological Systems Engineering; all from Virginia Tech.
This manuscript was adapted from:
Casady, W., Pfost, D., Ellis C., and Shannon, K. 1998. Precision Agriculture: Yield Monitors, WQ-451, Missouri Precision Agriculture Center. University of Missouri, Columbia, Mo., http://www.fce.missouri.edu/mpac/pubs/wq9451.pdf
Shearer, S.A., Fulton, J.P., McNeill, S.G., Higgins, S.F., and Mueller, T.G. 1999. Elements of Precision Agriculture: Basics of Yield Monitor Installation and Operation, PA-1, Kentucky Cooperative Extension Service, University of Kentucky, Lexington, Ky., http://www.bae.uky.edu/~precag/PrecisionAg/Exten_pubs/pa1.pdf
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Doerge, T. 1997. Weigh Wagon vs. Yield Monitor Comparisons. Crop Insights, Pioneer Hi-Bred International, Inc. Vol. 7, No. 17, http://www.pioneer.com/usa/Abstracts/WeighWagonsYieldMonitors.htm
Doerge, T. 1997. Yield Monitor Calibration Update and Guidelines for Collecting Pioneer Strip Trial Data. Crop Insights, Pioneer Hi-Bred International, Inc. Vol. 9, No. 16, http://www.pioneer.com/usa/agronomy/precision_farming/yield_monitor_calibration.htm
Doerge, T. 2002. Comparing Hybrid Performance with a Yield Monitor. Precision Update, Pioneer Hi-Bred International, Inc. Issue 1.
Grisso, R.D., Jasa, P.J., Schroeder, M.A., and Wilcox, J.C. 2002. Yield monitor accuracy: Successful Farming magazine case study. Applied Engineering in Agriculture. 18(2):147-151, http://filebox.vt.edu/users/rgrisso/Grisso/Papers/pm2913.pdf
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Reviewed by Bobby Grisso, Extension Specialist, Biological Systems Engineering
Virginia Cooperative Extension materials are available for public use, re-print, or citation without further permission, provided the use includes credit to the author and to Virginia Cooperative Extension, Virginia Tech, and Virginia State University.
Issued in furtherance of Cooperative Extension work, Virginia Polytechnic Institute and State University, Virginia State University, and the U.S. Department of Agriculture cooperating. Alan L. Grant, Dean, College of Agriculture and Life Sciences; Edwin J. Jones, Director, Virginia Cooperative Extension, Virginia Tech, Blacksburg; Jewel E. Hairston, Interim Administrator,1890 Extension Program, Virginia State, Petersburg.
May 1, 2009