Abstract: A system and method for data collection and aggregation using a distributed network of communications enabled sensors connected to another primary network to achieve a secondary out-of-band monitoring perspective, for example, in power grids. The data collection system includes an aggregation and processing server configured to collect data from a variety of sensors adjacent to the monitored network each sensor includes secondary power such that it can continue data transmission even during power grid outages. The data collection system includes a method for secure real-time data ingest, machine learning enabled analysis, risk assessment, and anomaly detection on a broad geographic scale irrespective of isolated network boundaries.

Abstract: The invention relates to an air control element for an agricultural vehicle which has an internal combustion engine and an exhaust after-treatment device to discharge and clean the exhaust stream. The air control element cools a component of the exhaust after-treatment device.

Abstract: An agricultural machine includes a dispensing system configured to dispense an agricultural fluid; a pump fluidly coupled to the dispensing system; and an arrangement configured to provide the agricultural fluid to the dispensing system. The arrangement includes at least one first reservoir configured to store the agricultural fluid, the at least one first reservoir being fluidly coupled to the pump; a second reservoir configured to store the agricultural fluid, the second reservoir being fluidly coupled to the pump; and a throttling device in fluid communication with the second reservoir and the pump. The throttling device is configured to throttle a flow of the agricultural fluid from the second reservoir.

Abstract: An agricultural machine includes a dispensing system configured to dispense an agricultural fluid; a pump fluidly coupled to the dispensing system; and an arrangement configured to provide the agricultural fluid to the dispensing system. The arrangement includes at least one first reservoir configured to store the agricultural fluid, the at least one first reservoir being fluidly coupled to the pump; a second reservoir configured to store the agricultural fluid, the second reservoir being fluidly coupled to the pump; and a throttling device in fluid communication with the second reservoir and the pump. The throttling device is configured to throttle a flow of the agricultural fluid from the second reservoir.