Invention Grant
- Patent Title: BESS aided renewable energy supply using deep reinforcement learning for 5G and beyond
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Application No.: US17370644Application Date: 2021-07-08
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Publication No.: US11431170B1Publication Date: 2022-08-30
- Inventor: Deke Guo , Lailong Luo , Hao Yuan , Guoming Tang , Long Zheng , Yahui Wu
- Applicant: Deke Guo
- Applicant Address: CN Hunan
- Assignee: Deke Guo
- Current Assignee: Deke Guo
- Current Assignee Address: CN Hunan
- Agency: Dragon Sun Law Firm, PC
- Agent Jinggao Li, Esq.; Nathaniel Perkins
- Main IPC: H02J3/00
- IPC: H02J3/00 ; H02J3/32 ; G06N3/04

Abstract:
A battery energy storage system (BESS) including: a battery storage configured to store surplus renewable energy; a controller coupled to the battery storage and configured to control charging operations and discharging operations of the battery storage; a generation meter coupled to the controller and configured to measure renewable energy; a renewable energy generator coupled to the generation meter and configured to generate renewable energy; and a standard meter coupled to the controller and configured to measure energy provided by a power grid; wherein the controller is configured to manage energy expenditure of the BESS according to the following steps: initializing a replay buffer configured to store state transition samples; initializing a main net configured to generate a current Q-value; initializing a target net configured to generate a target Q-value; obtaining an environment state of the BESS; and selecting an action based on an ϵ-greedy policy.
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