A
software platform in communication with networked distributed energy resource
energy storage apparatus, configured to deliver various specific applications related to offset demand monitoring, methods of
virtual power plant and
orchestration, load shaping services, methods of reducing demand at aggregated level, prioritizing computer programs related to virtual energy
pool, energy cloud controllers methods,
charge discharge orchestration plans of electric vehicles, distributed
energy resources,
machine learning predictive algorithms, value optimizing algorithms, autonomous sensing event awareness,
mode selection methods, capacity reservation monitoring,
virtual power plant methods, advanced DER-ES apparatus features,
energy management system for governing resources and methods, aggregated energy cloud methods, load shaping methods, marginal cost cycle-life degradation, load shaping API, forward event schedule,
on demand request, and load service state request methods. Various rules, constraints of predictive algorithms for
signal inputs to determine incremental storage cycles, cycle life degradation marginal cost, iterative and forward event schedule development, and load control.