Patent ID: 11971018
Assignee: MOIXA ENERGY HOLDINGS LIMITED
Field: Electrical machinery, apparatus, energy (Electrical engineering)
Classification: CPC F  G  H  Y | IPC F  G  H

Claim 0:
1. An energy provisioning system, comprising:
a DC network;
one or more solar panels;
one or more DC/DC voltage regulators connected to the DC network;
an energy storage connected to the DC network, wherein the energy storage is charged by the one or more solar panels;
wherein the DC network is connected to a module comprising an inverter or an AC/DC converter;
one or more load sensors configured to perform load measurement; and
a microcontroller configured to, based at least in part on the load measurement performed by the one or more load sensors, manage power contribution from one or more of the energy storage, the one or more solar panels, or an AC mains supply, wherein the managing of the power contribution comprises to:
determine that a specific end-device has a specific load signal, wherein the specific load signal has one of the following: a low load signal, a medium load signal, or a high load signal;
remove the specific load signal from an overall signal from the load measurement;
determine unique signatures for specific end-devices on the DC network based on magnitude changes over time of the overall signal with the specific load signal removed; wherein the unique signatures are determined using a model, wherein the model implements a neural network technique; and

dynamically control the specific end-devices based on learnt behavior from the unique signatures.