本项目实现了一个 CNN + BiLSTM 混合深度学习模型，用于 时间序列预测与回归任务（如电池充电曲线建模、健康状态估计等）。 数据处理：滑动窗口切片 + 归一化，自动生成训练/验证/测试集。 模型结构： CNN 提取局部特征 BiLSTM 捕捉双向时序依赖 全连接层输出预测结果 训练特性：早停机制、梯度裁剪、最佳模型权重保存 结果输出：支持 RMSE/MAE 评估，保存预测结果对比表格与可视化图表 该框架可作为 时间序列建模的基础模板，便于快速复现与扩展到不同场景。
☆30Sep 5, 2025Updated 10 months ago
Alternatives and similar repositories for CNN-LSTM_Battery_SOC_prediction
Users that are interested in CNN-LSTM_Battery_SOC_prediction are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆16Jan 15, 2024Updated 2 years ago
- 这是我关于使用深度学习方法去评估锂电池健康状态（SOH）的一点点工作，对象是NASA的锂电池容量衰退数据集，分析了加入锂电池运行的可监测数据对SOH的影响☆72Mar 6, 2025Updated last year
- This project leverages AI and machine learning to optimize electric vehicle battery performance and longevity. It includes accurate estim…☆35Oct 9, 2024Updated last year
- A Novel Patch-Based Transformer for Accurate Remaining Useful Life Prediction of Lithium-Ion Batteries☆43Mar 17, 2026Updated 4 months ago
- RUL-Mamba: Mamba-Based Remaining Useful Life Prediction for Lithium-Ion Batteries☆49Apr 14, 2026Updated 3 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- DIPformer: A Deep Invert Patching Transformer for Battery State of Health Estimation☆19Jun 27, 2024Updated 2 years ago
- ☆12Dec 3, 2024Updated last year
- 通用Bootloader上位机，通过修改底层驱动支持不同硬件☆13Dec 4, 2023Updated 2 years ago
- A code library for reading and preprocessing public battery dataset☆179Oct 16, 2025Updated 9 months ago
- 基于数据驱动的锂电池SOH估计和RUL预测☆19Nov 4, 2023Updated 2 years ago
- Physics-Informed Neural Networks (PINNs) for single particle battery model (SPM) parameter identification and state estimation☆19Feb 12, 2026Updated 5 months ago
- Double-Prong ConvLSTM for Spatiotemporal Occupancy Prediction in Dynamic Environments☆18Aug 12, 2021Updated 4 years ago
- Professional Battery RUL Prediction System with Advanced Machine Learning - Predicting Remaining Useful Life (RUL) and State of Performan…☆16Jul 21, 2025Updated last year
- The project analyzes battery cycling data to predict degradation patterns and performance metrics using both deep learning (LSTM) and tra…☆20Apr 14, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Compilation and summary of research articles utilizing the XJTU battery dataset, including detailed records of results for easy compariso…☆62Apr 15, 2026Updated 3 months ago
- Proper attribution is mandatory when using or sharing the data or code; please name the data source as "Wenzhou Randomized Battery Data" …☆19Jun 26, 2026Updated 3 weeks ago
- A novel approach for Remaining Useful Life (RUL) prediction, combining meta-learning, knowledge discovery, and Physics-Informed Neural Ne…☆25Apr 21, 2025Updated last year
- MCP server for MATLAB Simulink — let LLMs take control of and understand Simulink.☆20May 15, 2026Updated 2 months ago
- Battery data processing.☆29Mar 24, 2023Updated 3 years ago
- Battery Cycle Life Prediction. vloong 电池寿命预测精度排名第二方案.☆29Aug 2, 2022Updated 3 years ago
- Deep learning of lithium-ion battery SOH using the DeTransformer model learns the aging characteristics of the battery and then makes pre…☆68Feb 6, 2024Updated 2 years ago
- 使用改进的GAN去生成数据，并使用生成的数据去训练LSTM网络，从而提高预测电池SOH的准确率☆76May 15, 2022Updated 4 years ago
- UDS Decoder zur vereinfachten Umrechnung von Diagnoseabfragen☆23Jan 9, 2026Updated 6 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- LFP cell ECM parameterization using second order RC model.☆16Dec 24, 2022Updated 3 years ago
- ☆22Sep 24, 2021Updated 4 years ago
- DuerOS☆19Jun 30, 2023Updated 3 years ago
- The PyTorch implementation of Temperature Adaptive Transfer Network for Cross-Domain State of Charge Estimation of Li-ion Batteries at D…☆25Apr 16, 2023Updated 3 years ago
- This is the official implementation of "CoPINN: Cognitive Physics-informed Neural Network" (ICML 2025, Spotlight)☆27Apr 12, 2026Updated 3 months ago
- LiFePo4(LFP) Battery State of Charge (SOC) estimation from BMS raw data☆37Dec 20, 2023Updated 2 years ago
- part code of paper entitled "battery-constrained federated edge learning in uav-enabled iot for b5g/6g networks"☆27Aug 2, 2021Updated 4 years ago
- Data for Enhanced SOC Estimation for LFP Batteries: A Synergistic Approach Using Coulomb Counting Reset, Machine Learning, and Relaxation☆19Jan 9, 2025Updated last year
- In this repository, we focus on video frame prediction the task of predicting future frames given a set of past frames. We present an Adv…☆28Jul 25, 2021Updated 4 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- frame video prediction algorithm used pytorch on moving minist☆22Sep 30, 2022Updated 3 years ago
- 2022-2 Capstone design, SOH Estimation Using Combined CNN-LSTM Model☆26Jul 26, 2024Updated last year
- Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful Life☆15May 4, 2026Updated 2 months ago
- 基于机器学习方法的锂离子电池剩余寿命预测☆50Feb 23, 2025Updated last year
- A physics-informed neural network for battery SOH estimation☆469Oct 16, 2024Updated last year
- CAN通信工具集 - DBC文件处理全套解决方案 CAN Communication Toolkit - Comprehensive DBC File Processing Solution 🚀 核心功能 / Core Features: CAN通信协议支持 / CAN…☆20Jun 7, 2026Updated last month
- Quantize yolov7 using pytorch_quantization.🚀🚀🚀☆12Oct 20, 2023Updated 2 years ago