THRESHING CONTROL SYSTEM
20220394926 · 2022-12-15
Assignee
Inventors
- Bart M.A. Missotten (Herent, BE)
- Arno Leenknegt (Hooglede, BE)
- Jasper Vanlerberghe (Aartrijke, BE)
- Frederik Tallir (Esen, BE)
- Lucas Deruyter (Hooglede-Gits, BE)
- Luiz Henrique Di Creddo Palharin (Ourinhos, BR)
- Tim Passchyn (Sint-Michiels, BE)
- Dré W.J. Jongmans (AG Klundert, NL)
- Yuanyuan Li (Leuven, BE)
Cpc classification
G01B11/04
PHYSICS
A01D41/1243
HUMAN NECESSITIES
International classification
A01D41/127
HUMAN NECESSITIES
Abstract
A method is provided for controlling a threshing system for an agricultural harvester. The method includes using a camera for obtaining images of a crop flow, processing the obtained images and controlling an operational setting of the threshing system. The images are obtained downstream of the threshing system, preferably somewhere between the threshing rotor or threshing drum and the residue spreader. The image processing aims at detecting grain ears in the obtained images, and to derive from those images at least one physical property of the detected grain ears. The operational setting of the threshing system are controlled in dependence of the derived at least one physical property.
Claims
1. A method for controlling a threshing system for an agricultural harvester, the method comprising: using a camera for obtaining images of a crop flow, downstream of the threshing system, processing the obtained images to detect grain ears therein, and to derive therefrom at least one physical property of the detected grain ears, and controlling an operational setting of the threshing system in dependence on the derived at least one physical property.
2. A method for controlling a threshing system for an agricultural harvester as claimed in claim 1, wherein the derived physical property is a threshed or partially unthreshed or unthreshed status of the detected grain ears.
3. A method for controlling a threshing system for an agricultural harvester as claimed in claim 2, whereby the status of the detected grain ear is determined as threshed, partially unthreshed or unthreshed if a ratio of the surface still covered with grain kernels over a total surface in the obtained image of the detected grain ear is respectively smaller than 10%, between 10 and 90%, greater than 90%.
4. A method for controlling a threshing system for an agricultural harvester as claimed in claim 2, wherein the operational setting of the threshing system is controlled in dependence of a determined percentage of unthreshed and/or partially threshed grain ears.
5. A method for controlling a threshing system for an agricultural harvester as claimed in claim 1, wherein the derived physical property is a dimensional characteristic of the detected grain ears.
6. A method for controlling a threshing system for an agricultural harvester as claimed in claim 5, wherein the operational setting of the threshing system is controlled in dependence on a distribution of the dimensional characteristic of the detected grain ears.
7. A method for controlling a threshing system for an agricultural harvester as claimed in claim 1, wherein the derived physical property is a color of the detected grain ears.
8. A method for controlling a threshing system for an agricultural harvester as claimed in claim 1, wherein the controlled operational setting is a concave clearance between an outer radius of a threshing rotor or threshing drum and an inner surface of an opposing threshing concave, a concave opening of a threshing concave, a rotational speed of a threshing rotor or threshing drum, and/or a configuration of a rotor vane in a rotor cage above a threshing rotor or threshing drum.
9. A method for controlling a threshing system for an agricultural harvester as claimed in claim 1, wherein the derived physical property is a dimensional characteristic of the detected grain ears including a shape, length and/or width of the detected grain ears.
10. A threshing system for an agricultural harvester, the threshing system comprising: at least one threshing rotor or threshing drum, cooperatively arranged in parallel to an opposing threshing concave, a camera for obtaining images of a crop flow, downstream of the at least one threshing rotor or threshing drum, a controller, operatively coupled to the camera and configured: (i) to receive the obtained images from the camera, (ii) to process the images to detect grain ears therein, and to derive therefrom at least one physical property of the detected grain ears, and (iii) to control an operational setting of the threshing system in dependence on the derived at least one physical property.
11. A threshing system as claimed in claim 10, further comprising a mechanical actuator, operatively coupled to the controller and configured to adjust a clearance between an outer radius of the threshing rotor or threshing drum and an inner surface of the opposing threshing concave.
12. A threshing system as claimed in claim 10, further comprising a speed adjustor, operatively coupled to the controller and configured to adjust a rotational speed of the threshing rotor or threshing drum.
13. An agricultural harvester comprising the threshing system as claimed in claim 10.
14. An agricultural harvester as claimed in claim 13, further comprising a residue chopper for chopping crop residue received from the threshing system and a chopper camera for monitoring chopped crop residue leaving the residue chopper, the chopper camera and the thresher camera sharing a common housing, the common housing being installed such that a crop residue stream coming from the threshing system and bypassing the residue chopper passes a field of view of the camera.
15. An agricultural harvester as claimed in claim 14, wherein the camera is movably mounted such that it is operable in a chopper mode for monitoring chopped crop residue leaving the residue chopper or in a thresher mode wherein a crop residue stream coming from the threshing system and bypassing the residue chopper passes a field of view of the camera.
16. A threshing system as claimed in claim 15, further comprising a camera actuator, configured to move the camera between a chopper mode and a thresher mode position and/or orientation.
17. A threshing system as claimed in claim 10, wherein the at least one physical property of the detected grain ears is a dimensional property or color of the detected grain ears.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0019] Embodiments of the invention will now be described by way of example with reference to the accompanying drawings, in which:
[0020]
[0021]
[0022]
[0023]
[0024]
[0025]
DETAILED DESCRIPTION
[0026]
[0027] The front wheels 14 are large flotation-type wheels, and the rear wheels 16 are smaller steerable wheels. Motive force is selectively applied to the front wheels 14 through a power source in the form of a diesel engine 32 and a transmission (not shown). Although the combine 10 is shown as including wheels, the combine may include tracks, as in a full tracks or half-tracks vehicle.
[0028] The header 18 is mounted to the front of the combine 10 and includes a cutter bar 34 for severing crops from a field during forward motion of the combine 10. A rotatable reel 36 feeds the crop into the header 18, and a double auger 38 feeds the severed crop laterally inwardly from each side toward the feeder housing 20. The feeder housing 20 conveys the cut crop to the threshing and separating system 24, and is selectively vertically movable using appropriate actuators, such as hydraulic cylinders (not shown).
[0029] The threshing and separating system 24 is of the axial-flow type, and generally includes a rotor 40 at least partially enclosed by and rotatable inside a corresponding perforated concave 42. The cut crops are threshed and separated by the rotation of the rotor 40 within the concave 42, and larger elements, such as stalks, leaves and the like are discharged from the rear of the combine 10. Smaller elements of crop material including grain and non-grain crop material, including particles lighter than grain, such as chaff, dust and straw, are discharged through perforations of the concave 42. It is noted that, although the embodiment shown here uses a threshing rotor 40, the invention is equally applicable to so-called conventional combine harvesters using transversally installed threshing drums, or hybrid combine harvesters using a combination of threshing drums and rotors.
[0030] Grain that has been separated by the threshing and separating system 24 falls onto a grain pan 44 and is conveyed toward the cleaning system 26. The cleaning system 26 may include an optional pre-cleaning sieve 46, an upper sieve 48 (also known as a chaffer sieve), a lower sieve 50 (also known as a cleaning sieve), and a cleaning fan 52. Grain on the sieves 46, 48, 50 is subjected to a cleaning action by the fan, which provides an airflow through the sieves, to remove chaff and other impurities such as dust from the grain by making this material airborne for discharge from the straw hood 54 of the combine 10. The grain pan 44 and the pre-cleaning sieve 46 oscillate in a fore-aft direction to transport the grain and finer non-grain crop material to the upper surface of the upper sieve 48. The upper sieve 48 and the lower sieve 50 are vertically arranged relative to each other, and likewise oscillate in a fore-aft direction to spread the grain across the sieves 48, 50 while permitting the passage of cleaned grain by gravity through the openings of the sieves 48, 50.
[0031] Clean grain falls to a clean grain auger 56 positioned crosswise below and in front of the lower sieve 50. The clean grain auger 50 receives clean grain from each sieve 48, 50 and from the bottom pan 58 of the cleaning system 26. The clean grain auger 56 conveys the clean grain laterally to a generally vertically arranged grain elevator 60 for transport to the grain tank 28. Tailings from the cleaning system 26 fall to a tailings auger trough 62. The tailings are transported via the tailings auger 64 and the return auger 66 to the upstream end of the cleaning system 26 for repeated cleaning action. The cross augers 68 at the bottom of the grain tank 28 convey the clean grain within the grain tank 28 to the unloading auger 30 for discharge from the combine 10.
[0032] A residue handling system 70 is integrated in the rear of the combine 10. More specifically, in the described example a chopper arrangement 72 of the residue handling system 70 is mounted to a straw hood 54 of the combine 10, and is located above a vertically-oriented straw and chaff spreader 74. It is noted that the residue handling system can be located at different positions within the combine, but is positioned such that it can receive material other than grain (MOG) after grain has been removed by the threshing and separating system. The residue spreader 74 can receive two streams of crop residue: one stream from the straw chopper 72 and one stream from the cleaning system 26. The residue spreader 74 discharges the non-grain crop material or residue across the harvested width behind the combine 10. A door can be located above the chopper 72 which can move to either divert residue to the chopper 72 and then to the spreader 74, or divert residue over the chopper 72 to the spreader 74 without chopping.
[0033]
[0034] The camera 80 is installed downstream the rotor 40, preferably somewhere between the threshing rotor 40 and the residue spreader 74, such that it can get a good view of the crop material after having passed the threshing rotor 40. As will be explained in more detail below with reference to
[0035] The threshing intensity depends on a number of different aspects, such as the size of the clearance between the rotor 40 and the concave 42, the geometry of the threshing elements on the rotor surface, the geometry of the concave grating, a rotational speed of the rotor 40 and a geometry and orientation of the rotor vanes attached to the inside of the rotor covers (if any). Although many of these operational parameters of the threshing system are adjustable while harvesting,
[0036] As the inventors observed, a high amount of unthreshed or partially unthreshed ears found in the obtained images turns out to be a good indication of the threshing process not being aggressive enough. It has been found that highly reliable estimates of such amounts can be obtained, especially when harvesting large grain crops, such as corn, sunflowers, soy beans and other beans.
[0037] As can be seen at the right side of this image, this image shows an unthreshed corn cob. With well adapted and classic image recognition algorithms, it is possible to detect the unthreshed ears and distinguish them from fully or partially unthreshed ears. Additionally, it is possible to count the number of grain kernels still attached to the cob. Optionally, the amount of attached grain kernels is related to a detected length of the cob. Such information may, e.g., be used to distinguish different categories of partially unthreshed ears. Alternatively, each detected ear is assigned a threshing score between 0 for completely threshed and 1 for completely unthreshed. With well-trained machine learning algorithms, even better results may be obtained. The amount of unthreshed or partially unthreshed ears may, e.g., be counted per image, per group of, e.g., 10 or 100 images, or over a predetermined time span. Instead of an amount, a percentage of unthreshed and/or partially threshed grain ears may be determined.
[0038] Based on, e.g., a number or percentage of (partially) unthreshed ears, the controller may decide that the amount of lost grain is too high and more aggressive threshing is needed. This may, e.g., be done by reducing the clearance between the threshing rotor 40 and the concave 42. Other inputs, like user preferences, crop type and power consumption may also be taken into account when deciding if more aggressive threshing is needed.
[0039] Another physical property of the grain ears that may be derived from the obtained images is the length or diameter of the detected grain ears. When the threshing system 24 is too aggressive, it does not only separate the grain kernels from the ears, but it may break the grain kernels too, as well as the ears. In addition thereto, more aggressive threshing leads to higher power consumption and more wear to the machine. When possible, it thus is desirable to reduce the threshing intensity. According to embodiments of the invention, overaggressive threshing can be detected by analyzing the length of the detected grain ears. The operational settings of the threshing system 24 may then be controlled in dependence of, e.g., a length distribution of the detected grain ears. The length or length distribution of the detected grain ears may be compared to a known common length or length distribution of the particular crop or crop variety that is being harvested. Alternatively, the grain ear length or length distribution may be compared to predetermined user defined values or data retrieved from a previous harvest or a different part of the same field. Measurements of the diameter of the detected grain ears may be used as an input for adjusting the concave opening, i.e. the diameter of the perforations in the threshing concave 42, to ensure that threshed or unthreshed grain ears will not enter the cleaning below the threshing concave 42.
[0040] A further relevant physical property of the detected grain ears that may be derived from the obtained images is the color of the grain ears. Not all different types of grain ears are equally prone to breaking. E.g. the cobs of corn varieties with white cobs tend to break much easier than corn varieties with red cobs. The control system may thus be configured to take into account the color of the grain ears when deciding how to react to a certain amount of detected broken cobs. Green bean pods may indicate that the pods have not yet been threshed. Even though the actual beans may not be detectable in the obtained image, the detected color of the bean pods may serve as an indication that the threshing intensity needs to be increased.
[0041] It is noted that broken grain ears and unthreshed ears may occur simultaneously. The controller 110 may use multiple inputs and sophisticated algorithms to decide whether to increase or decrease the threshing intensity. The threshing intensity can be adapted in a number of different ways, all with slightly different effects on the threshing process. For example, threshing intensity can be increased by increasing the rotational speed of the threshing rotor 40 or threshing drum, by reducing the concave clearance or by adjusting a configuration and/or orientation of rotor vanes, threshing elements on the threshing rotor 40, or an adjustable grating in the threshing concave 42. Also, the ground speed of the harvester 10 affects the threshing process and the threshing intensity by determining the amount of crop that is fed through the threshing system in a given time span. When the threshing intensity needs to be adjusted, the controller 110 will determine the most appropriate way to do so, based on not only the derived physical properties of the detected grain ears, but also based on information from other control systems of the harvester 10. In some situations, it may be preferred to adjust the threshing system 24, while keeping the threshing intensity at substantially the same level. For example, the concave openings may be partially closed to avoid broken ears to enter the cleaning system. While partially closing the concave openings would normally increase the threshing intensity, this could be compensated by slightly increasing the gap between the rotor 40 and the concave 42.
[0042]
[0043]
[0044] In many combines 10, such as those shown in
[0045]
[0046] In
[0047] It is however noted that, with the camera 80 in this position, it will be very difficult to detect any unthreshed ears when the combine harvester 10 is in chopping mode. This may not be considered a big problem if for the crops and crop varieties for which the current invention is expected to be most useful, the chopper 72 is generally not used.
[0048] However, the system described with reference to