Home Assistant integration for Marstek energy storage systems using local API
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Updated
Nov 7, 2025 - Python
Home Assistant integration for Marstek energy storage systems using local API
Pure Battery Analytics is the best battery analytics and optimization application for Windows laptops on the Microsoft store. Pure Battery is a top application with over a million downloads and an average global rating if 4.76/5 rating. This is a repository for Pure Battery Analytics. Both the System Tray Add-on & Main Application.
SustainDC is a set of Python environments for Data Center simulation and control using Heterogeneous Multi Agent Reinforcement Learning. Includes customizable environments for workload scheduling, cooling optimization, and battery management, with integration into Gymnasium.
A method for predicting the State of Charge (SOC), the State of Energy (SOE), and ultimately the range prediction using a sequence of neural network models. The technique predicts the range of the vehicle by taking into account the state of the battery, the state of the vehicle, the driving style, and the road conditions. The system is deployed …
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⚡ Monitor UPS power metrics and battery status on your Raspberry Pi for reliable energy management and alerts for critical thresholds.
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This data science / physics report explores machine learning approaches for electric vehicle optimization. It covers battery management, range prediction, charging station placement and energy efficiency. It highlights AI-driven solutions for predictive maintenance, energy scheduling, and enhancing EV performance to support wider adoption.
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