Baling system for an agricultural system
US-2024423135-A1 · Dec 26, 2024 · US
US2024155977A1 · US · A1
| Field | Value |
|---|---|
| Publication number | US-2024155977-A1 |
| Application number | US-202318389339-A |
| Country | US |
| Kind code | A1 |
| Filing date | Nov 14, 2023 |
| Priority date | Nov 15, 2022 |
| Publication date | May 16, 2024 |
| Grant date | — |
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A method of controlling the weight of bales made by an agricultural baler. The method includes: receiving a bale weight setpoint; receiving crop parameter data; and, while a bale is being made: receiving baler operating data relating to baling parameters; inputting the crop parameter data and baler operating data into a weight prediction model to generate a predicted final weight of the bale; and changing a baling parameter setpoint of one of the baling parameters based on the predicted final weight of the bale and the bale weight setpoint.
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What is claimed is: 1 . A method of controlling the weight of bales made by an agricultural baler, the method comprising: receiving a bale weight setpoint; receiving crop parameter data; and, while a bale is being made: receiving baler operating data relating to baling parameters; inputting the crop parameter data and baler operating data into a weight prediction model to generate a predicted final weight of the bale; and changing a baling parameter setpoint of one of the baling parameters based on the predicted final weight of the bale and the bale weight setpoint. 2 . The method of claim 1 , wherein the baler operating data comprise an average chamber load in a chamber of the baler, an average plunger torque of a plunger in the baler, a slice thickness variation parameter representing the variation in a thickness of slices of the bale and a number of slices per bale. 3 . The method of claim 1 , wherein the crop parameter data comprises crop type data and crop moisture level data. 4 . The method of claim 1 , wherein changing the baling parameter setpoint of one of the baling parameters comprises: calculating a difference between the predicted final weight of the bale and the bale weight setpoint; calculating a setpoint correction using the weight prediction model based on the difference; multiplying the setpoint correction by a gain factor to generate a modified setpoint correction; and applying the modified setpoint correction to the baling parameter setpoint. 5 . The method of claim 4 , wherein the gain factor is between zero and one. 6 . The method of claim 1 , wherein the baling parameter setpoint is selected from the group comprising a chamber load setpoint, a slice thickness setpoint and a number of slices per bale. 7 . The method of claim 6 , wherein the step of changing the baling parameter setpoint comprises changing either the chamber load setpoint or the slice thickness setpoint, or the number of slices per bale. 8 . The method of claim 7 , wherein the step of changing the baling parameter setpoint comprises changing the chamber load setpoint if the current values of the chamber load setpoint and a plunger torque of a plunger in the baler are within respective threshold operating ranges. 9 . The method of claim 1 , comprising repeating the steps of the method carried out while the bale is being made. 10 . The method of claim 9 , wherein the steps of the method carried out while the bale is being made are repeated every time n slices of the bale have been completed, and wherein the baler operating data is received for the previous m slices of the bale, wherein n is greater than or equal to m. 11 . The method of claim 1 , further comprising adjusting the weight prediction model, wherein adjusting the weight prediction model comprises: measuring a final weight of the bale using a bale weight sensor; calculating a difference between the measured final weight of the bale with the predicted final weight of the bale; calculating a model offset in dependence on the difference between the measured and predicted final weights of the bale; and applying the model offset to the weight prediction model. 12 . The method of claim 11 , wherein the model offset is calculated using a Kalman filter. 13 . An agricultural baler comprising a controller configured to perform the method of claim 1 .
Details · CPC title
Regulating or controlling density or shape of the bale · CPC title
Feeding at right angles to the compression stroke (A01F15/106 takes precedence) · CPC title
Weighing the finished bale before falling to ground · CPC title
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