Self learning software for automatic performance optimization and diagnostics in response to system and equipment degradation, or in response to dynamic changes in variables external to component or system, such as; weather, temperature, environment, other independent variables, achieved through localized and cloud based learning from operational data from individual and large populations of operating equipment in the field of energy efficiency, water conservation, building operation, predictive maintenance, condition based service, and operating cost management, including for the following equipment: air handler units, chillers, pumps, cooling towers, heat pumps, boilers, heat exchangers, fans, humidification, enthalpy wheels, ground source loops, filtration systems, solar thermal arrays, lighting, domestic water boosters, circulators, computer room air conditioners, other equipment found in commercial buildings, light industrial applications, data centers, municipal pumping stations, and residential applications

Self learning online non-downloadable software for automatic performance optimization and diagnostics in response to system and equipment degradation, or in response to dynamic changes in variables external to component or system, such as weather, temperature, environment, other independent variables, achieved through localized and cloud based learning from operational data from individual and large populations of operating equipment in the field of energy efficiency, water conservation, building operation, predictive maintenance, condition based service, and operating cost management, all for commercial and residential HVAC and lighting equipment, namely, air handler units, chillers, pumps, cooling towers, heat pumps, boilers, heat exchangers, fans, humidifiers, enthalpy wheels, ground source loops, filtration systems, solar thermal arrays, lighting equipment, domestic water boosters, circulators, computer room air conditioners, light industrial applications, data centers, and municipal pumping stations