Abstract: A method can include receiving data for a field site by an edge framework gateway at the field site, where the data correspond to equipment operations at the field site and where the data include imagery data acquired by one or more cameras at the field site; performing image recognition on the imagery data to recognize gauges and to recognize content displayed on the gauges via execution of a machine learning model on the edge framework gateway; and issuing an instruction based at least in part on the recognized content displayed on the gauges.

Abstract: A method can include receiving data for a downhole pump operation that utilizes equipment that includes a pump; analyzing the data utilizing a local edge framework that executes a trained machine learning model to identify an operational condition of the downhole pump operation associated with a risk of a reduction in operational lifetime of the pump; and issuing an instruction to the equipment that addresses the operational condition.

Abstract: A method can include receiving data for a field site by an edge framework gateway at the field site, where the data correspond to equipment operations at the field site and where the data include imagery data acquired by one or more cameras at the field site; performing image recognition on the imagery data to recognize gauges and to recognize content displayed on the gauges via execution of a machine learning model on the edge framework gateway; and issuing an instruction based at least in part on the recognized content displayed on the gauges.