Adaptable self-powered sensor node and methods of operation providing real-time monitoring and management of node operation. The adaptable self-powered sensor node incorporates an adaptable generator and a radio transmitter to operate remotely without the need for power or communication wiring. Data analysis capabilities provide for maximizing information extracted from sensors and analysis and providing control or reporting information utilizing a strategy to minimize energy usage while reducing information entropy.