Monitoring bale shape
A method and system for monitoring a bale shape. The method includes receiving a series of bale images from a camera, identifying the bale in the bale images, determining at least one bale shape parameter of the identified bale, and providing an electronic signal representative of the bale shape parameter. The bale images include a view of at least an outlet of a bale chamber of an agricultural baler, of a bale being ejected from the outlet, and of a field travelled by the agricultural baler during the ejection of the bale. The at least one bale shape parameter of the identified bale is then determined based on at least one of the bale images. The identifying of the bale may, at least partly, be performed using trained neural networks and other artificial intelligence algorithms.
1. A method for monitoring bale shape, the method comprising steps of:
receiving a series of bale images from a camera, the bale images comprising:
a view of at least an outlet of a bale chamber of an agricultural baler;
a view of a bale being ejected from the outlet; and
a view of a field travelled by the agricultural baler during the ejection of the bale from the outlet,
identifying the bale in the bale images;
based on at least one of the bale images, determining at least one bale shape parameter of the identified bale;
providing an electronic signal representative of the at least one bale shape parameter; and
fitting the identified bale to a quadrilateral bounding box to determine the at least one shape parameter.
2. The method for monitoring bale shape according to claim 1 , wherein the identifying of the bale in the bale images comprises distinguishing the bale from the field based on an observed difference in displacement relative to the agricultural baler and between different bale images of the series.
3. The method for monitoring bale shape according to claim 1 , wherein the at least one bale shape parameter comprises a bale length of the identified bale.
4. The method for monitoring bale shape according to claim 1 , wherein the at least one bale shape parameter comprises a bale rectangularity of the identified bale.
5. The method for monitoring bale shape according to claim 4 , wherein the fitting of the identified bale to the quadrilateral bounding box is to determine the bale rectangularity.
6. The method for monitoring bale shape according to claim 5 , wherein the bale images further comprise a view of a reference part of the agricultural baler, and wherein at least one lateral edge of the quadrilateral bounding box is aligned with the reference part.
7. The method for monitoring bale shape according to claim 1 , wherein the bale shape parameter represents a bale volume of the identified bale.
8. The method for monitoring bale shape according to claim 1 , further comprising identifying a movable top door of the bale chamber and, based on at least one of the bale images, determining a position of the top door relative to a reference point on the agricultural baler.
9. The method for monitoring bale shape according to claim 1 , further comprising determining, based on at least two of the bale images, an extent of movement of the bale relative to the agricultural baler.
10. The method for monitoring bale shape according to claim 1 , wherein the identifying the bale in the bale images comprises identifying the bale in the bale images using trained neural networks or other artificial intelligence algorithms.
11. A system for monitoring bale shape in an agricultural baler, the system comprising:
a camera for capturing a series of bale images, the bale image comprising:
a view of at least an outlet of a bale chamber of the agricultural baler,
a view of a bale being ejected from the outlet, and
a view of a field travelled by the agricultural baler during the ejection of the bale from the outlet; and
a controller operatively coupled to the camera, wherein the controller is configured to:
receive the series of bale images from the camera,
identify the bale in the bale images,
determine at least one bale shape parameter of the identified bale based on at least one of the bale images,
provide an electronic signal representative of the at least one bale shape parameter, and
fit the identified bale to a quadrilateral bounding box for determining the at least one bale shape parameter.
12. An agricultural baler comprising:
a bale chamber for forming a bale therein, the bale chamber comprising an outlet for ejection of the bale from the bale chamber;
a camera positioned to capture a series of bale images, the bale images comprising:
a view of the outlet;
a view of the bale while being ejected from the outlet; and
a view of a field travelled by the agricultural baler during the ejection of the bale from the outlet;
a controller operatively coupled to the camera, wherein the controller is configured for:
receiving the series of bale images from the camera;
identifying the bale in the bale images;
based on at least one of the bale images, determining at least one bale shape parameter of the identified bale;
providing an electronic signal representative of the at least one bale shape parameter; and
fitting the identified bale to a quadrilateral bounding box for determining the at least one bale shape parameter.
13. The agricultural baler as claimed in claim 12 , wherein the agricultural baler is a large square baler.