Energy Management System

Home assistant home battery simulator - allows you to model how much energy you would save with a home battery

An open source, Python-based software platform for energy storage simulation and analysis developed by Sandia National Laboratories.

An open source playground energy storage environment to explore reinforcement learning and model predictive control.

Final Project for AA 222: Engineering Design Optimization: Multi-Objective Optimization for Sizing and Control of Microgrid Energy Storage

OpenTerrace: A fast, flexible and extendable Python framework for packed bed thermal energy storage simulations

QuESt Planning is a long-term power system capacity expansion planning model that identifies cost-optimal energy storage, generation, and transmission investments and evaluates a broad range of energy storage technologies.

Professional Battery RUL Prediction System with Advanced Machine Learning - Predicting Remaining Useful Life (RUL) and State of Performance (SOP) of lithium-ion batteries using LSTM, Transformer, and Ensemble models with 95%+ accuracy. Features real-time analytics dashboard, REST API, and production-ready deployment.

Energy storage, PV(renewable) generation, Grid Optimization

🔋 Home Assistant integration for local control of Marstek battery energy storage systems

Final Project for AA 228: Decision-Making under Uncertainty: Decision-Making Towards a Multi-Use Framework for Grid-Scale Energy Storage

Microgrid Value Stream Optimization Linear Program

A deep learning framework for estimating battery State of Charge (SoC) using ultrasonic waveforms and waveform images. This repository includes spectrogram/image generation, multimodal neural network models, and evaluation tools developed at WMG in collaboration with Imperial College London.

PyLESA: A Python modelling tool for planning-level Local, integrated, and smart Energy Systems Analysis. To cite this software publication: https://www.sciencedirect.com/science/article/pii/S2352711021000443

Local MQTT Bridge for Marstek Venus A Battery Systems - Real-time monitoring with UDP JSON-RPC polling and secure remote access

Home Assistant Community Integration for Dyness Battery Storage

Interface for coupled simulation of geological energy storage and power plant model

Hierarchical MPC platform for grid-connected BESS: economic scheduling, real-time dispatch, and state estimation

Models for India Power Markets

DIY LiFePO₄ 12V battery bank study: ~397Ah delivered in load test; 94+ days of pack-level monitoring of mixed-brand parallel topology (“architectural immunity” hypothesis). Includes raw data, analysis scripts, and replication protocol.