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 11 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
- This repository contains code for estimating the State of Charge (SoC) of LG HG2 batteries using Fully Connected Network (FCN), Convoluti…☆79Jan 22, 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☆74Mar 6, 2025Updated last year
- Full Keras Transformer neural network (encoder and decoder) for SOC estimation (time-series prediction)☆19Jan 15, 2023Updated 3 years ago
- ☆22May 26, 2025Updated last year
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- RUL-Mamba: Mamba-Based Remaining Useful Life Prediction for Lithium-Ion Batteries☆51Apr 14, 2026Updated 4 months ago
- DIPformer: A Deep Invert Patching Transformer for Battery State of Health Estimation☆19Jun 27, 2024Updated 2 years ago
- 锂离子电池寿命预测项目☆17Nov 21, 2025Updated 9 months ago
- ☆12Dec 3, 2024Updated last year
- [IJBHI 2024] This is the official implementation of CAMANet: Class Activation Map Guided Attention Network for Radiology Report Generati…☆11May 14, 2025Updated 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☆185Jul 28, 2026Updated last month
- UDS on CAN bootloader with tool ES581☆13Oct 19, 2021Updated 4 years ago
- Physics-Informed Neural Networks (PINNs) for single particle battery model (SPM) parameter identification and state estimation☆18Feb 12, 2026Updated 6 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Double-Prong ConvLSTM for Spatiotemporal Occupancy Prediction in Dynamic Environments☆18Aug 12, 2021Updated 5 years ago
- ☆15Jan 24, 2025Updated last year
- Professional Battery RUL Prediction System with Advanced Machine Learning - Predicting Remaining Useful Life (RUL) and State of Performan…☆16Jul 21, 2025Updated last year
- Compilation and summary of research articles utilizing the XJTU battery dataset, including detailed records of results for easy compariso…☆63Apr 15, 2026Updated 4 months ago
- 周立功USB CAN python UDS 上位机☆15Dec 12, 2020Updated 5 years ago
- Proper attribution is mandatory when using or sharing the data or code; please name the data source as "Wenzhou Randomized Battery Data" …☆19Jul 25, 2026Updated last month
- 车机投屏+反控手机☆17Dec 4, 2023Updated 2 years ago
- The project analyzes battery cycling data to predict degradation patterns and performance metrics using both deep learning (LSTM) and tra…☆22Apr 14, 2025Updated last year
- A novel approach for Remaining Useful Life (RUL) prediction, combining meta-learning, knowledge discovery, and Physics-Informed Neural Ne…☆25Apr 21, 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.
- LFP cell ECM parameterization using second order RC model.☆16Dec 24, 2022Updated 3 years ago
- [ICDE 2025] Official implementation of "Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Kno…☆29Jun 27, 2025Updated last year
- 基于1.8寸esp32s3圆屏 通过ble连接obd2适配器 显示 时速/转数/水温 等信息☆20Feb 23, 2025Updated last year
- Implementation of PhysGNN (Accepted at NeurIPS2022)☆28Nov 3, 2022Updated 3 years ago
- ☆22Sep 24, 2021Updated 4 years ago
- Use GRU,LSTM,CNN to predict the RUL in C-MAPSS dataset☆33Dec 5, 2023Updated 2 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 4 months ago
- This is the official implementation of "Deep Fuzzy Physics-Informed Neural Networks for Forward and Inverse PDE Problems" (Neural Network…☆30Oct 14, 2025Updated 10 months ago
- 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.
- part code of paper entitled "battery-constrained federated edge learning in uav-enabled iot for b5g/6g networks"☆28Aug 2, 2021Updated 5 years ago
- Data for Enhanced SOC Estimation for LFP Batteries: A Synergistic Approach Using Coulomb Counting Reset, Machine Learning, and Relaxation☆20Jan 9, 2025Updated last year
- frame video prediction algorithm used pytorch on moving minist☆22Sep 30, 2022Updated 3 years ago
- ☆20Jun 16, 2021Updated 5 years ago
- 2022-2 Capstone design, SOH Estimation Using Combined CNN-LSTM Model☆26Jul 26, 2024Updated 2 years ago
- Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful Life☆17May 4, 2026Updated 3 months ago
- Code for the paper: neuralCAD-Edit: An Expert Benchmark for Multimodal Instructed 3D CAD Editing☆35Apr 22, 2026Updated 4 months ago