For better estimation of aero-engine RUL, we concatenate 1-D CNN and LSTM in a parallel structure.
☆15Aug 28, 2020Updated 6 years ago
Alternatives and similar repositories for RUL-estimation-based-on-FCN-LSTM
Users that are interested in RUL-estimation-based-on-FCN-LSTM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Companion repository for the paper "Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision"…☆28Jan 27, 2022Updated 4 years ago
- 数据挖掘方法在航空发动机故障诊断中的应用研究（ANN）;Research on Application of Data Mining Method in Aero-engine Fault Diagnosis（ANN）☆17Sep 16, 2020Updated 5 years ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆63May 23, 2024Updated 2 years ago
- Source code of the paper "A stacked DCNN to predict the RUL of a turbofan engine", third place ranked in the PHM21 data challenge.☆85Apr 2, 2023Updated 3 years ago
- PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Pa…☆187Jul 5, 2021Updated 5 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- given run to failure measurements of various sensors on a sample of similar jet engines, estimate the remaining useful life (RUL) of a ne…☆68Aug 28, 2019Updated 7 years ago
- Remaining Useful Life prediction of machinery using a novel data wrangling method and CNN-LSTM network for prediction☆28Jan 31, 2020Updated 6 years ago
- ☆28Jan 13, 2021Updated 5 years ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆35Oct 16, 2021Updated 4 years ago
- Using deep learning techniques like 1D and 2D CNNs, LSTM to detect damage in a structure with hinges/joints after an earthquake.☆17May 7, 2021Updated 5 years ago
- ☆13Jan 24, 2024Updated 2 years ago
- ☆25Sep 2, 2021Updated 5 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆141Nov 6, 2020Updated 5 years ago
- This notebook presents a pipeline to process raw data files of battery cycling and the prediction of their useful life before the degrada…☆14Apr 20, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆60Mar 24, 2023Updated 3 years ago
- collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset☆151Jan 24, 2021Updated 5 years ago
- ☆15May 28, 2022Updated 4 years ago
- Bayesian Neural Networks to predict RUL on N-CMAPSS☆24Sep 26, 2022Updated 3 years ago
- 使用LSTM预测回归问题，使用注意力机制自动提取特征的重要程度。Using LSTM to predict regression problems, Attention mechanism is used to automatically extract the impor…☆18Aug 30, 2020Updated 6 years ago
- Remaining useful life prediction for turbofan engine data (C-MAPSS)☆37Feb 14, 2020Updated 6 years ago
- Battery Remaining Useful Life (RUL) Prediction based on dataset https://www.kaggle.com/datasets/ignaciovinuales/battery-remaining-useful-…☆13Jul 20, 2023Updated 3 years ago
- 几种RUL预测模型实验☆13Aug 3, 2020Updated 6 years ago
- Prediction of Remaining Useful Life(RUL) for Aircraft Engine Using Neural Network Models☆13Dec 7, 2018Updated 7 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- 基于Android和微信小程序端的简单猫狗图像分类☆11May 8, 2018Updated 8 years ago
- Aerosol Optical Depth Statistical Analysis☆11Jun 1, 2016Updated 10 years ago
- Future fashion trends predictor and current trends analyzer. Submission by Team IRG4.☆20Aug 9, 2020Updated 6 years ago
- Predict remaining useful life of a machine from it's historical data using CNN and LSTM☆34May 6, 2019Updated 7 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆222Apr 6, 2024Updated 2 years ago
- Deep learning, classification on the WISDM dataset☆17Oct 11, 2022Updated 3 years ago
- ☆33Nov 7, 2025Updated 10 months ago
- One model for RUL and fault prognostic prediction on XJTU bearing dataset☆105Aug 13, 2019Updated 7 years ago
- Matching A-train Calipso/Cloudsat products with AVHRR/VIIRS/MODIS readiances and products☆11Aug 18, 2026Updated 2 weeks ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- This repository contain a set of Python and Shell files to extract Aerosol Optical Depth data from VIIRS, MODIS, and AERONET data set.☆10Oct 24, 2016Updated 9 years ago
- This repository contains parts of code for the publication "Ensembles of Probabilistic LSTM Predictors and Correctors for Bearing Prognos…☆13Jul 19, 2022Updated 4 years ago
- Create reliability diagrams to quantify ML calibration.☆10Feb 1, 2022Updated 4 years ago
- Robot obstacle avoidance with reinforcement learning☆35Oct 22, 2020Updated 5 years ago
- ☆14Feb 20, 2018Updated 8 years ago
- Finding lifetime a bearing using IOT data and Remaining Utility Life (RUL)☆17Jul 3, 2018Updated 8 years ago
- CONCEPT is a dataset of lamb-wave measured in composite structures in healthy and damaged states. This experiment was conducted at the SH…☆28Apr 16, 2025Updated last year