A priori geo-referenced vegetative index data is obtained for a worksite, along with field data that is collected by a sensor on a work machine that is performing an operation at the worksite. A predictive model is generated, while the machine is performing the operation, based on the geo-referenced vegetative index data and the field data. A model quality metric is generated for the predictive model and is used to determine whether the predictive model is a qualified predicative model. If so, a control system controls a subsystem of the work machine, using the qualified predictive model, and a position of the work machine, to perform the operation.

An automatic uniform distribution apparatus for the threshed material from the combine harvester comprises a tangential flow threshing and separating device, a shaking plate threshed material detecting device, a shaking plate, a shaking plate flow guiding mechanism, an axial flow threshing and separating device, a chaff screw conveyor, a return plate, a return plate flow guiding mechanism, a return plate threshed material detecting device, a vibrating sieve, and an on-line detection controller. Force sensors are provided at lateral positions below discharge ports of the shaking plate and the return plate to measure flow rates of the threshed material in lateral regions of the shaking plate and the return plate.

A graphical user interface (60) for a combine harvester (10) includes, in a first portion (62) of the user interface, a graphical representation (66, 70) of an amount of material passing through a threshing system (22) at multiple positions along a longitudinal direction of the combine harvester, and a graphical representation (68, 72) of an amount of material passing through a cleaning system (42) at multiple positions along the longitudinal direction of the combine harvester. The user interface further includes, in a second portion (64) of the user interface, a graphical representation (74, 78) of an amount of material passing through the threshing system (22) at a plurality of locations along a lateral axis of the combine harvester, and a graphical representation (76, 80) of an amount of material passing through the cleaning system (42) at a plurality of locations along the lateral axis of the combine harvester.

An agricultural apparatus including an agricultural vehicle and a number of work units suitable for cutting standing crop, including a front work unit and two lateral work units located behind and to the sides of the front work unit, each of the work units deposit cut crop as a swath. Each of the lateral work units include a conveyor to deposit cut crop. A plurality of sensors determine the speed of the agricultural apparatus and the speed of operation of each of the conveyors. A control unit receives inputs from the sensors, compares the inputs to a predetermined set of values for a desired vehicle speed and a speed of operation of the conveyors, and as indicated by the comparison, adjusts the speed of operation of at least one conveyor.

A combine harvester includes a load-bearing undercarriage movable via a drivable device engaged in the ground, a threshing and separating device attached to the load-bearing undercarriage, and a feeder house attached to the load-bearing undercarriage. The feeder house includes an endless traction mechanism which circulates about a vertically movable lower deflection roller and a drivable upper deflection roller. A harvesting attachment is coupled to the feeder house for receiving or cutting off harvested crops which are lying or standing upright on a field and which are able to be supplied via the feeder house to the threshing and separating device. An actuator is actuated by an external force arranged for adjusting the vertical position of the lower deflection roller and is connected to a control device which is coupled to a sensor for determining a throughput by a transmission of a signal.

Methods and systems for monitoring a throughput of a crop cut from a field. The system may include, and the method may be performed at least in part using, a combine harvester including a feeder box, a main body, a threshing mechanism, and an organic material throughput sensor provided within the feeder box. The system may also include a data management system. The organic material throughput sensor senses organic material throughput data including at least one of a volume of the organic material, and a weight of the organic material, and the data management system outputs an organic material throughput map or other information based on the organic material throughput data. Using the organic material throughput data or the organic material throughput map, a producer or other operator can make a more informed planting or treatment decision for a field.

An accumulator contents detection system for a harvester includes an accumulator, a plurality of metering rollers, and at least one sensor. The accumulator accumulates crop material. The plurality of metering rollers receives crop material from the accumulator. The plurality of metering rollers includes a drive metering roller. The at least one sensor detects a load transmitted to the drive metering roller.

A dynamic event detection system detects dynamic events, based on a sensor signal, on a mobile harvester. A dynamic event correction system identifies a correction magnitude, corresponding to the detected dynamic event, and a correction timing. The dynamic event correction system applies a correction, using the correction magnitude and correction timing, to a performance metric value generated from a performance metric sensor.

A merger system for an agricultural vehicle includes: at least one frame mount configured to couple to a chassis; a movable merger frame coupled to the at least one frame mount; a conveyor supported by the merger frame and configured to convey crop material; at least one load sensor associated with the at least one frame mount and configured to output load signals corresponding to a mass of the merger frame; and a controller operatively coupled to the at least one load sensor. The controller is configured to: determine a mass of crop material conveyed by the conveyor based at least partially on the mass of the merger frame; determine a crop yield based at least partially on the determined mass of crop material; and output a yield signal corresponding to the determined crop yield.

An agricultural harvester includes: a chassis; a threshing and separation system including at least one concave carried by the chassis, the threshing and separation system being configured to thresh and separate a flow of crop material; and a controller carried by the chassis. The controller is configured to: operably couple to a moisture sensor disposed upstream of the threshing and separation system, relative to the flow of crop material; determine a moisture level of crop material headed for the threshing and separation system; and output an adjustment signal to at least one component of the agricultural harvester to adjust performance of the threshing and separation system based at least partially on the determined moisture level.