zshicode / MambaLithiumLinks
MambaLithium: Selective state space model for remaining-useful-life, state-of-health, and state-of-charge estimation of lithium-ion batteries
☆130Updated last year
Alternatives and similar repositories for MambaLithium
Users that are interested in MambaLithium are comparing it to the libraries listed below
Sorting:
- This research provides a prognostic framework for off-line SOH estimation of Li-ion battery. With a CNN-Transformer architecture, this pr…☆109Updated 2 years ago
- Attention-based CNN-BiLSTM for SOH prediction of lithium-ion batteries☆147Updated 2 years ago
- TFDSUNet: Time-Frequency Dual-Stream Uncertainty Network for Battery SOH/SOC Prediction☆51Updated 2 years ago
- The project focused on "Battery Remaining Useful Life (RUL) Prediction using a Data-Driven Approach with a Hybrid Deep Model combining Co…☆106Updated last year
- A code library for reading and preprocessing public battery dataset☆143Updated 3 months ago
- A code library and benchmark study on SOH estimation of lithium-ion battery☆174Updated 2 years ago
- Rul prediction of lithium-ion batteries based on MMMe model，Details can be found in the paper “A MLP-Mixer and Mixture of Expert Model fo…☆25Updated 2 years ago
- This paper summarizes a deep learning-based approach with an LSTM trained on the widely used Oxford battery degradation dataset and the h…☆69Updated last year
- Deep learning of lithium-ion battery SOH using the DeTransformer model learns the aging characteristics of the battery and then makes pre…☆62Updated 2 years ago
- ☆57Updated last year
- ☆48Updated 2 years ago
- An Informer-LSTM model for State-of-Charge Estimation of Lithium-Ion Batteries☆142Updated 2 years ago
- Comparison of various transfer learning models with the hybridization of an FCNN for battery RUL prediction☆47Updated 3 years ago
- The PyTorch implementation of Temperature Adaptive Transfer Network for Cross-Domain State of Charge Estimation of Li-ion Batteries at D…☆23Updated 2 years ago
- This repository is for the peer review of the paper 'From Lab to Real World: Battery State of Health Evaluation with Open-Source Electric…☆56Updated 11 months ago
- Code for paper "An end-to-end neural network framework for SOH estimation and RUL prediction of lithium battery"☆122Updated 4 years ago
- Code for paper: Voltage relaxation-based state-of-health estimation of lithium-ion batteries using convolutional neural networks and tran…☆32Updated 2 years ago
- State of Health (SoH) and Remaining Useful Life (RUL) prediction for Li-ion batteries based on Physics-Informed Neural Networks (PINN).☆268Updated last year
- Decentralized Deep Learning Approach for Lithium-Ion Batteries State of Health Forecasting Using Federated Learning.☆23Updated 2 years ago
- ☆73Updated 6 years ago
- A Deep Neural Network based model to predict the Remaining Useful Life cycles of battery and on the basis of State of Health of the batte…☆15Updated 2 years ago
- ☆14Updated 3 years ago
- Battery remaining useful life prediction using CNN-LSTM on multi-channel charge profile data.☆16Updated 2 years ago
- This repository is transfered from the personal account of Dr. Zhognwei Deng (Michael Teng)☆92Updated 10 months ago
- RUL-Mamba: Mamba-Based Remaining Useful Life Prediction for Lithium-Ion Batteries☆28Updated 10 months ago
- This study pioneers E-LSTM and CNN-LSTM deep learning models for precise Lithium-Ion Battery State of Health (SOH) prediction. Using MIT'…☆25Updated last year
- 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☆74Updated 3 years ago
- Code for Remaining Useful Life Prediction of Lithium-ion Batteries using Spatio-temporal Multimodal Attention Networks☆30Updated last year
- ☆22Updated 2 years ago
- Long Short-Term Memory for Estimating State of Charge of Lithium Polymer Battery☆37Updated 4 years ago