Abstract: A crop prediction system performs various machine learning operations to predict crop production and to identify a set of farming operations that, if performed, optimize crop production. The crop prediction system uses crop prediction models trained using various machine learning operations based on geographic and agronomic information. Responsive to receiving a request from a grower, the crop prediction system can access information representation of a portion of land corresponding to the request, such as the location of the land and corresponding weather conditions and soil composition. The crop prediction system applies one or more crop prediction models to the access information to predict a crop production and identify an optimized set of farming operations for the grower to perform.

Abstract: An online agricultural system manages and optimizes interactions of entities within the system to enable the execution of transaction and the transportation of crop products. The online agricultural system accesses historic and environmental data describing factors that may impact crop product transactions and/or transportation to determine market prices for crop products and crop product transportation. Responsive to receiving a request from an entity, the online agricultural system determines an optimal transaction for the entity, such as a price for selling a crop product, an available crop product for purchase, or a transportation opportunity to transport a crop product.

Abstract: The covering includes, in order from exposed surface to underside, a tufted primary, a VAE precoat, a first layer of PVC, a fiberglass woven material, preferably a leno weave fiberglass material, embedded in the first layer of PVC and a final layer of PVC forming the underside of the covering. Dimensional stability is achieved with the woven or the leno weave fiberglass material utilizing minimal quantities of PVC, while providing adequate curl and drape properties to the covering.

Abstract: A remote control system for a vehicle includes a controller at the vehicle, and at least one remote device for wireless communication with the controller. The remote device may include a portable handheld housing, to be carried by a user when away from the vehicle, and a display, such as a Liquid Crystal Display (LCD), mounted on the portable housing for displaying a selected vehicle style image from among a plurality of different selectable vehicle style images. For example, the different selectable vehicle style images may include a sedan style image, a pickup truck style image, and a van style image. The LCD may include a common image portion for all of the different selectable vehicle style images, and at least one other defining image portion selectively operated together with the common image portion to display the selected vehicle style image.