A device may receive sensor data from a sensor device located on a particular farm. The device may identify an alert, associated with the particular farm, based on the sensor data and using a model. The model may be created based on imagery data and numeric data relating to a group of farms. The device may determine, using the model, a recommended course of action to address the alert, and provide, to a user device associated with the particular farm, the recommended course of action.

A device may receive sensor data from a sensor device located on a particular farm. The device may identify an alert, associated with the particular farm, based on the sensor data and using a model. The model may be created based on imagery data and numeric data relating to a group of farms. The device may determine, using the model, a recommended course of action to address the alert, and provide, to a user device associated with the particular farm, the recommended course of action.

A cutting longitudinal swaths grain harvesting and baling combine, includes a grain cutting and conveying system, a threshing and separation system, a grain cleaning apparatus, a grain collection and holding system, a straw compression and baling apparatus, a chassis travelling system, and a driving system; when the combine is harvesting grain in fields, the stalks are cut and conveyed to the threshing and separation system by the grain cutting and conveying system; the threshed and separated straw is compressed and baled by the straw compression and baling apparatus; the threshed and separated grain is cleaned by the grain cleaning apparatus; and the cleaned grain is conveyed by the grain collection and holding system to a grain storage bin. The combine can achieve harvesting of grain such as rice and wheat as well as compression and baling of threshed straw, having advantages of high working efficiency, stable performance, a simple process, and being time and labor saving.

A cutting longitudinal swaths grain harvesting and baling combine, includes a grain cutting and conveying system, a threshing and separation system, a grain cleaning apparatus, a grain collection and holding system, a straw compression and baling apparatus, a chassis travelling system, and a driving system; when the combine is harvesting grain in fields, the stalks are cut and conveyed to the threshing and separation system by the grain cutting and conveying system; the threshed and separated straw is compressed and baled by the straw compression and baling apparatus; the threshed and separated grain is cleaned by the grain cleaning apparatus; and the cleaned grain is conveyed by the grain collection and holding system to a grain storage bin. The combine can achieve harvesting of grain such as rice and wheat as well as compression and baling of threshed straw, having advantages of high working efficiency, stable performance, a simple process, and being time and labor saving.

An agricultural harvester includes a frame; a threshing and separating system carried by the frame; a cleaning system carried by the frame; a mounting surface carried by the frame; and a residue system including a chopper carried by the frame and supplied with crop material from the threshing and separating system and/or the cleaning system. The chopper includes a chopper frame mounted to the mounting surface and having at least one shaft opening formed through; a chopper shaft held in the at least one shaft opening that is configured to rotate and is carried by the frame independently of the chopper frame; at least one rotating knife carried by the chopper shaft; and at least one stationary knife held in the chopper frame.

An agricultural harvester includes a frame; a threshing and separating system carried by the frame; a cleaning system carried by the frame; a mounting surface carried by the frame; and a residue system including a chopper carried by the frame and supplied with crop material from the threshing and separating system and/or the cleaning system. The chopper includes a chopper frame mounted to the mounting surface and having at least one shaft opening formed through; a chopper shaft held in the at least one shaft opening that is configured to rotate and is carried by the frame independently of the chopper frame; at least one rotating knife carried by the chopper shaft; and at least one stationary knife held in the chopper frame.

A routing processor implements a multi-stage prescriptive routing model engine based on harvest input data relating to the harvesting of crops at a plurality of locations by a plurality of combines and based on a harvest characteristic representing an attribute of the crops to be harvested by the combines. The multi-stage prescriptive routing model engine generates a combine routing program prescribing the movement of each combine between the locations and includes a demand stage configured to identify combine harvesting demand as a function of the harvest input data and the harvest characteristic and a scheduling stage configured to generate the combine routing program as a function of the harvesting demand.

A sugarcane harvester includes a basecutter assembly for cutting sugarcane stalks from sugarcane plants; a stalk-supporting mechanism for supporting the stalks of the sugarcane plants as they are being cut by the basecutters; a chopping section for chopping the sugarcane stalks into billets; and a discharge assembly for discharging the billets to a storage vehicle.

An agricultural work machine, such as a self-propelled harvester, is provided. The agricultural work machine includes a crop gathering machine which has a crop cutting device, a crop collecting device and/or a crop feeding device, and at least one crop conveyor, and comprising an image processing system, a data output unit, and at least one sensor system assigned to the crop gathering machine for recording a crop flow in the crop gathering machine. The sensor system is coupled to the image processing system for transferring images. The image processing system processes a selection of available images, such as by pre-processing the images to be transferred in a first step, in a further step determining an optical flow and corresponding vector fields from the pre-processed images, and in a subsequent step deriving and assessing speed trends of the crop flow from the corresponding vector fields.

A control system for an agricultural vehicle includes a first transceiver configured to receive a first signal from a second transceiver of a target vehicle. The first signal is indicative of a first determined position and a first determined velocity of the target vehicle. The control system also includes a controller communicatively coupled to the first transceiver. The controller is configured to automatically control the agricultural vehicle by determining a target position and a target velocity of the agricultural vehicle based at least in part on the first determined position and the first determined velocity of the target vehicle, instructing an automated steering control system and an automated speed control system to direct the agricultural vehicle toward the target position, and instructing the automated steering control system and the automated speed control system to substantially maintain the target position and the target velocity upon substantially reaching the target position.