Abstract: A method comprises identifying an area of worksite at which an operation is to be performed, identifying a historical rate of work metric, obtaining a model, identifying a number of work machines that are to perform the operation, identifying a crop type corresponding to the operation to be performed, identifying an ETC metric based on the area of the worksite, the historical rate of work metric, the number of work machines, the crop type, and the model. The method further comprises identifying, once the operation is initiated, a first weight metric, a second weight metric, a live estimate metric indicative of a first time until the work will be completed in the operation, and identifying an ETR metric, indicative of a second time until the work will be completed in the operation, based on the first weight metric, the ETC metric, the second weight metric, and the live estimate metric.

Abstract: An agricultural system includes one or more processors and memory storing instructions, executable by the one or more processors. The instructions, when executed by the one or more processors, cause the one or more processors to perform steps comprising: obtaining historical yield data corresponding to one or more previous harvesting operations at a worksite; obtaining current yield data detected during a current harvesting operation at a worksite; obtaining worksite data indicative of one or more characteristics corresponding to the worksite; generating a predictive yield value corresponding to the worksite based on historical yield data, the current yield data, and the worksite data; generating an operation plan corresponding to an agricultural work machine based on the predictive yield value; and controlling the agricultural work machine based on the operation plan.

Abstract: A computer implemented method includes identifying an estimated time until full (ETF) metric indicative of an estimated time it will take until a tank of an agricultural harvester is full, at least to a threshold level, based at least on a yield flow rate metric, a tank capacity metric, a tank fill level metric, a crop moisture metric, an error correction metric, a crop type metric, a temperature metric, a humidity metric, one or more historical yield flow rate metrics and a model; and generating one or more control signals based on the ETF metric. The computer implemented method can further include identifying an estimated full location (EFL) metric, indicative of an estimated location at the worksite at which the tank of the agricultural harvester will be full, at least to the threshold level, based at least on a path metric, a travel speed metric, and the ETF metric.

Abstract: During an initialization period of a machine learning model, an electronic data processor is configured to estimate an initial depletion estimate of time period until empty for a material in the tank or container of a machine based on summing initial weighted inputs to the machine learning model in accordance with an initial equation set being applicable to the initialization period that is defined by an initial sub-operation period. After the initialization period of the machine learning model, an electronic data processor is configured to estimate a revised depletion time, where the revised depletion time comprises a time duration until empty or near empty.

Abstract: A method comprises identifying an area of worksite at which an operation is to be performed, identifying a historical rate of work metric, obtaining a model, identifying a number of work machines that are to perform the operation, identifying a crop type corresponding to the operation to be performed, identifying an ETC metric based on the area of the worksite, the historical rate of work metric, the number of work machines, the crop type, and the model. The method further comprises identifying, once the operation is initiated, a first weight metric, a second weight metric, a live estimate metric indicative of a first time until the work will be completed in the operation, and identifying an ETR metric, indicative of a second time until the work will be completed in the operation, based on the first weight metric, the ETC metric, the second weight metric, and the live estimate metric.