Utility usage prediction and optimization
AssigneeInternational Business Machines Corporation
InventorSrinath Madasu
Life of this patent
Estimating the term…
Abstract
Techniques are provided for utility usage prediction and optimization. In one embodiment, the techniques involve receiving user data, receiving utility data, generating, via a trained physics-informed neural network (PINN), a utility usage prediction based on the utility data, generating a utility plan based on the user data and the utility usage prediction, wherein the utility plan includes limits or restrictions of a utility usage, and controlling the utility usage based on the utility plan.
Claims20
A method comprising:
- receiving user data;
- receiving utility data;
- generating, via a trained physics-informed neural network (PINN), a utility usage prediction based on the utility data;
- generating a utility plan based on the user data and the utility usage prediction, wherein the utility plan includes limits or restrictions of a utility usage;
- and
- controlling the utility usage based on the utility plan.
A system, comprising:
- a processor;
- and
- memory or storage comprising an algorithm or computer instructions, which when executed by the processor, performs an operation comprising:
- receiving user data;
- receiving utility data;
- generating, via a trained physics-informed neural network (PINN), a utility usage prediction based on the utility data;
- generating a utility plan based on the user data and the utility usage prediction, wherein the utility plan includes limits or restrictions of a utility usage;
- and
- controlling the utility usage based on the utility plan.
A computer-readable storage medium having a computer-readable program code embodied therewith, the computer-readable program code executable by one or more computer processors to perform an operation comprising:
- receiving user data;
- receiving utility data;
- generating, via a trained physics-informed neural network (PINN), a utility usage prediction based on the utility data;
- generating a utility plan based on the user data and the utility usage prediction, wherein the utility plan includes limits or restrictions of a utility usage;
- and
- controlling the utility usage based on the utility plan.
Dependencies are inferred from the claim text.