An agricultural machine includes a cutting mechanism and first and second conditioning elements driven by a transmission comprising a primary box including a first output connected to the cutting mechanism, a second output connected to the first conditioning element and a third output, connected with one another by primary transmission means, the transmission including a secondary box including an input connected to the third output and an output connected to the second conditioning element, connected with one another by secondary transmission means, the transmission comprising a lubrication device for the primary box with a pump and a primary distribution system for a lubricant towards the primary transmission means. The lubrication device comprises a secondary distribution system distributing the lubricant from the pump towards the secondary transmission means, and a return system for the lubricant from the secondary box towards the pump.

A adjustable assist device for and method for using the assist device for exiting a zero turn lawn mower or adjusting a cutting deck height of a zero turn lawn mower having an operator deck and an operator seat proximate the operator deck wherein the adjustable assist device is attached and extends upwardly from the deck and is positioned forward of the operator seat and comprises a hand hold section for gripping to aid an operator in reaching a standing position on the operator deck. The adjustable assist device can change its height based on changing the pivot between the device and the deck.

An agricultural header includes: a header frame; at least one cutter carried by the header frame and configured to cut crop material; and a transport assembly coupled to the header frame and including: a gauge wheel arm pivotably coupled to the header frame and pivotable between a transport position and a working position; and a dolly coupled to the gauge wheel arm and including a pair of dolly wheel mounts configured to mount a pair of wheels thereto. The dolly is coupled to the gauge wheel arm such that the dolly is carried by the gauge wheel arm between the transport position and the working position and is swivelable about a swivel axis extending through the gauge wheel arm when the gauge wheel arm is in the transport position.

Techniques are described herein for using artificial intelligence to predict crop yields based on observational crop data. A method includes: obtaining a first digital image of at least one plant; segmenting the first digital image of the at least one plant to identify at least one seedpod in the first digital image; for each of the at least one seedpod in the first digital image: determining a color of the seedpod; determining a number of seeds in the seedpod; inferring, using one or more machine learning models, a moisture content of the seedpod based on the color of the seedpod; and estimating, based on the moisture content of the seedpod and the number of seeds in the seedpod, a weight of the seedpod; and predicting a crop yield based on the moisture content and the weight of each of the at least one seedpod.

A method for stabilizing a grain mound covering tarp including steps of assembling a matrix of flexible tubes over the tarp and filling the matrix of flexible tubes with water; wherein the matrix assembling step provides a multiplicity of collapsible tubes forming a quadrilateral grid; wherein the matrix assembling step further provides a plurality of T joints and a plurality of + joints interconnecting the collapsible tubes; wherein the collapsible tube providing steps include a pair of cam connector halves attached to the ends of each collapsible tube; wherein the T joint providing steps include a triple of cam connector halves attached to each T joint; and wherein the + joint providing steps include a quadruple of cam connector halves attached to each + joint.

A method for stabilizing a grain mound covering tarp including steps of assembling a matrix of flexible tubes over the tarp and filling the matrix of flexible tubes with water; wherein the matrix assembling step provides a multiplicity of collapsible tubes forming a quadrilateral grid; wherein the matrix assembling step further provides a plurality of T joints and a plurality of + joints interconnecting the collapsible tubes; wherein the collapsible tube providing steps include a pair of cam connector halves attached to the ends of each collapsible tube; wherein the T joint providing steps include a triple of cam connector halves attached to each T joint; and wherein the + joint providing steps include a quadruple of cam connector halves attached to each + joint.

A lawncare apparatus includes a main body, multiple wheels supporting the main body, a cutting blade disposed in the main body, a motor driving the cutting blade, and an operating arm connected to the first end of the main body. The distance in the horizontal direction between the axial central line of the cylindrical gripping portion of the operating arm and the axes of the elongated handle of the main body along the length direction is less than 5 cm. Because of the structure mate relationship between the operating arm and the cylindrical gripping portion, the operator feels more comfortable during the transporting process, the volume of lawncare apparatus during transporting is reduced and the convenience of transporting is improved.

A method of real-time plant selection and removal from a plant field including capturing a first image of a first section of the plant field, segmenting the first image into regions indicative of individual plants within the first section, selecting the optimal plants for retention from the first image based on the first image and the previously thinned plant field sections, sending instructions to the plant removal mechanism for removal of the plants corresponding to the unselected regions of the first image from the second section before the machine passes the unselected regions, and repeating the aforementioned steps for a second section of the plant field adjacent the first section in the direction of machine travel.

A method of real-time plant selection and removal from a plant field including capturing a first image of a first section of the plant field, segmenting the first image into regions indicative of individual plants within the first section, selecting the optimal plants for retention from the first image based on the first image and the previously thinned plant field sections, sending instructions to the plant removal mechanism for removal of the plants corresponding to the unselected regions of the first image from the second section before the machine passes the unselected regions, and repeating the aforementioned steps for a second section of the plant field adjacent the first section in the direction of machine travel.

A compression roll housing for an agricultural machine, having a side panel provided with at least one elongated aperture for receiving a shaft of a compression roll and allowing movement of the shaft within the aperture. The housing is provided with a cover plate which rotates about an axis parallel to the shaft and is provided with an indentation to partially surround the shaft. Movement of the shaft, such as along a longitudinal axis of the aperture, causes the plate to rotate to provide a cover across the aperture to prevent the escape of any material from the housing.