predictive-maintenance

There are 33 repositories under predictive-maintenance topic.

h1st-ai / h1st
Power Tools for AI Engineers With Deadlines
data-science explainability home-automation time-series collaboration cybersecurity cold-start autonomous-vehicles automl avionics human-in-the-loop predictive-maintenance ensemble-machine-learning datascience-environment industrial-iot trustworthy-datascience energy-optimization hacktoberfest
Language:Jupyter Notebook 791
umbertogriffo / Predictive-Maintenance-using-LSTM
Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.
deep-learning deep-neural-networks deep-learning-algorithms prediction-model predictive-maintenance lstm lstm-neural-networks timeseries keras keras-tensorflow keras-neural-networks keras-models
Language:Python 596
firmai / datagene
DataGene - Identify How Similar TS Datasets Are to One Another (by @firmai)
dataset-generation synthetic-data synthesizers synthetic-dataset-generation distance-measures decomposition encoding finance data-structures predictive-maintenance model-checking testing-framework similarity-measures similarity-score dataset-similarity transformation-recipes data-transformations distance-calculations
Language:Jupyter Notebook 191
jiaxiang-cheng / PyTorch-Transformer-for-RUL-Prediction
Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.
transformer pytorch pytorch-implementation remaining-useful-life cmapss turbofan-engine prediction predictive-maintenance
Language:Python 187
archd3sai / Predictive-Maintenance-of-Aircraft-Engine
In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.
rul-prediction predictive-maintenance regression classification lstm-neural-networks exponential-degradation similarity-based-model cnn-keras feature-importance
Language:Jupyter Notebook 123
kpeters / exploring-nasas-turbofan-dataset
collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset
predictive-maintenance turbofan-engine nasa cmapss
Language:Jupyter Notebook 112
ashishpatel26 / Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy
Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy
predictive maintenance predictive-maintenance machine learning microsoft-cortana cortana-intelligence-gallery case-study
Language:Jupyter Notebook 109
lestercardoz11 / fault-detection-for-predictive-maintenance-in-industry-4.0
This research project will illustrate the use of machine learning and deep learning for predictive analysis in industry 4.0.
machine-learning predictive-maintenance ball-bearing python jupyter-notebook random-forest artificial-neural-networks autoencoder lstm-autoencoder kmeans isolation-forest svm gaussian-distribution principal-component-analysis
Language:Jupyter Notebook 109
Charlie5DH / PredictiveMaintenance-and-Vibration-Resources
Papers and datasets for Vibration Analysis
dataset data-science kaggle machine-learning documentation vibration predictive-maintenance predictive-analysis
Language:Jupyter Notebook 96
kokikwbt / predictive-maintenance
Datasets for Predictive Maintenance
ai-engineering industry-4 machine-learning predictive-maintenance remaining-useful-life anomaly condition-based-maintenance survival-analysis anomaly-detection time-series time-series-analysis forecasting automation phm prognosis-and-health-management run-to-failure-models run-to-failure event-to-event time-to-event degradation
Language:Jupyter Notebook 82
awslabs / aws-fleet-predictive-maintenance
Predictive Maintenance for Vehicle Fleets
predictive maintenance vehicles fleets predictive-maintenance deep-learning sagemaker sagemaker-example aws-sagemaker automobile
Language:Jupyter Notebook 62
mohyunho / N-CMAPSS_DL
N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)
cmapss n-cmapss predictive-maintenance remaining-useful-life-prediction remaining-useful-life turbofan-engine rul-prediction c-mapss deep-learning new-cmapss machine-learning ncmapss prognostics
Language:Jupyter Notebook 62
Western-OC2-Lab / Vibration-Based-Fault-Diagnosis-with-Low-Delay
Python codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay, IEEE Trans. on Instrumentation and Measurement, Aug. 2022. Techniques used: Wavelet Packet Transform (WPT) & Fast Fourier Transform (FFT). Application: vibration-based fault diagnosis.
fourier-transform industrial-automation industry-4 predictive-maintenance signal-decomposition signal-processing smart-manufacturing wavelet-analysis fault-detection fault-diagnosis vibration-analysis
Language:Jupyter Notebook 47
imrahulr / Pred-Maintenance-Siemens
Predictive Maintenance System for Digital Factory Automation
predictive-maintenance remaining-useful-life deep-learning lstm time-series-forecasting kalman-filtering autoencoder rotary-engine lightgbm xgboost svm-classifier python3 siemens
Language:Jupyter Notebook 42
btp-ai-sustainability-bootcamp
SAP-samples / btp-ai-sustainability-bootcamp
This github repository contains the sample code and exercises of btp-ai-sustainability-bootcamp, which showcases how to build Intelligence and Sustainability into Your Solutions on SAP Business Technology Platform with SAP AI Core and SAP Analytics Cloud for Planning.
sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sac-planning deep-learning condition-monitoring computer-vision sustainability defect-detection image-segmentation predictive-maintenance sound-classification machine-learning
Language:Jupyter Notebook 41
limingwu8 / Predictive-Maintenance
time-series prediction for predictive maintenance
predictive-maintenance lstm-model time-series-prediction health-index
Language:Python 40
dependable-cps / FDIA-PdM
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
remaining-useful-life false-data-injection iot-sensors sensor-fusion lstm cnn gru deep-learning neural-network turbofan-engine regression linear-regression cyber-attack predictive-analytics predictive-maintenance rul-prediction industry-4 cyber-physical-attacks cybersecurity iot-security
Language:Python 39
Yi-Chen-Lin2019 / Predictive-maintenance-with-machine-learning
This project is about predictive maintenance with machine learning. It's a final project of my Computer Science AP degree.
machine-learning predictive-maintenance python automated-machine-learning anomaly-detection remaining-useful-life failure-detection industry-4 ball-bearing battery svm svm-classifier tpot classification regression classification-algorithm regression-algorithms crisp-dm
Language:Jupyter Notebook 35
mohyunho / NAS_transformer
Evolutionary Neural Architecture Search on Transformers for RUL Prediction
cmapss evolutionary-algorithms evolutionary-computation neural-architecture-search ngboost predictive-maintenance prognostics prognostics-health-management remaining-useful-life-prediction rul-prediction transformer-architecture transformers
Language:Python 31
baggepinnen / MatrixProfile.jl
Time-series analysis using the Matrix profile in Julia
anomaly-detection change-point-detection clustering data-mining dsp matrix-profile motif-analysis motif-discovery outlier-detection predictive-maintenance signal-processing similarity-search time-series time-series-analysis
Language:Julia 29
France1 / predictive-maintenance-pytorch
Deep Learning applied to predictive maintenance use cases
multi-task lstm condition-monitoring pytorch classification sensors fault-types predictive-maintenance time-series-analysis attention-mechanism
Language:Jupyter Notebook 29
aws-samples / amazon-sagemaker-predictive-maintenance-deployed-at-edge
This workshop will familiarize you with some of the key steps towards building an end-to-end predictive maintenance system leveraging Amazon SageMaker, Amazon Polly and the AWS IoT suite.
machine-learning predictive-maintenance predictive-modeling workshop workshop-materials iot sagemaker greengrass sagemaker-neo sagemaker-deployment iot-cloud polly
Language:Jupyter Notebook 27
arakat-community / arakat
ARAKAT - Big Data Analysis and Business Intelligence Application Development Platform
big-data-analytics business-intelligence data-pipelines predictive-maintenance docker docker-swarm cloud-native-applications distributed-systems
Language:Python 26
lucianolorenti / ceruleo
CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
predictive-maintenance time-series remaining-useful-life remaining-useful-life-prediction
Language:Python 26
abiodun-ayodeji / Predictive-Maintenance
This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.
predictive-maintenance remaining-useful-life failure-prediction
Language:Jupyter Notebook 25
xxl4tomxu98 / NASA-Jet-Engine-Maintenance
ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
fault-detection-classification predictive-maintenance remaining-useful-life-prediction predictive-logistics condition-based-maintenance prognostics-health-management realtime-predictive-analytics anomaly-detection fault-detection embeded-systems health-management failure-modes survival-analysis degradation-population-distribution component-failure-distribution censored-data churn-analytics time-to-event time-varying-covariates reliability-analysis
Language:Jupyter Notebook 24
uslumt / Battery_SoC_Estimation
Battery State Of Charge(SoC) Estimation Using Stochastic Methods & Machine Learning.
battery machine-learning predictive-maintenance stochastic-processes
Language:Jupyter Notebook 22
HROlive / Applications-of-AI-for-Predictive-Maintenance
Nvidia DLI workshop on AI-based predictive maintenance techniques to identify anomalies and failures in time-series data, estimate the remaining useful life of the corresponding parts, and map anomalies to failure conditions.
deep-learning keras lstm machine-learning numpy pandas predictive-maintenance python rapids time-series
Language:Jupyter Notebook 21
mohyunho / ENAS-PdM
Evolutionary Neural Architecture Search for Remaining Useful Life Prediction
evolutionary-algorithm lstm cnn-lstm neural-architecture-search remaining-useful-life cmapss rul-prediction rul c-mapss predictive-maintenance enas
Language:Python 21
delta1epsilon / turbofan-remaining-life-prediction
Remaining Useful Life (RUL) prediction for Turbofan Engines
prognostics rul-prediction nasa-data predictive-maintenance remaining-useful-life-prediction remaining-useful-life
Language:Jupyter Notebook 20
ericlrf / rul
remaining useful life, residual useful life, remaining life estimation, survival analysis, degradation models, run-to-failure models, condition-based maintenance, CBM, predictive maintenance, PdM, prognostics health management, PHM
remaining-useful-life remaining-life-estimation residual-useful-life survival-analysis degradation-models run-to-failure-models predictive-maintenance pdm prognostics-health-management phm rul rul-prediction prognostics condition-monitoring failure-prediction condition-based-maintenance cbm
Language:Jupyter Notebook 18
LongxingTan / python-profeld
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
survival-analysis time-to-event weibull-distribution time-to-failure remaining-useful-life predictive-maintenance data-science machine-learning profeld tensorflow
Language:Python 17
maechler / ml4iiot
A framework to implement Machine Learning methods for time series data.
autoencoder predictive-maintenance keras dbscan mad moving-average docker ims-bearing-data-set fft
Language:Python 17
nicolasfguillaume / Strategic-Business-Analytics-with-R
Foundations of Strategic Business Analytics - ESSEC Business school via Coursera.org
r strategic-business-analytics hr scoring hierarchical-clustering dplyr survival-analysis predictive-maintenance
16
somjit101 / Predictive-Maintenance-Industrial-IOT
Illustrating a typical Predictive Maintenance use case in an Industrial IoT Scenario. By using Statistical Modelling and Data Visualization we attempt to performance Failure Analysis and Prediction of crucial industrial equipments like Boilers, Pumps, Motors etc. so that necessary actions can be taken by the management for their repair, servicing and optimal performance.
csv-files decision-trees eda failure-prediction feature-selection iot ipython-notebook predictive-maintenance python sensors
Language:Jupyter Notebook 16
judithspd / predictive-maintenance
Baseline study on the development of predictive maintenance techniques using open data. Two problems are discussed: classifying a vibration signal as healthy or faulty and on the other hand, given a signal predicting time to failure based on early anomaly detection.
predictive-maintenance anomaly-detection spectral-analysis python data-science machine-learning
Language:Jupyter Notebook 15

predictive-maintenance

h1st-ai / h1st

umbertogriffo / Predictive-Maintenance-using-LSTM

firmai / datagene

jiaxiang-cheng / PyTorch-Transformer-for-RUL-Prediction

archd3sai / Predictive-Maintenance-of-Aircraft-Engine

kpeters / exploring-nasas-turbofan-dataset

ashishpatel26 / Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy

lestercardoz11 / fault-detection-for-predictive-maintenance-in-industry-4.0

Charlie5DH / PredictiveMaintenance-and-Vibration-Resources

kokikwbt / predictive-maintenance

awslabs / aws-fleet-predictive-maintenance

mohyunho / N-CMAPSS_DL

Western-OC2-Lab / Vibration-Based-Fault-Diagnosis-with-Low-Delay

imrahulr / Pred-Maintenance-Siemens

SAP-samples / btp-ai-sustainability-bootcamp

limingwu8 / Predictive-Maintenance

dependable-cps / FDIA-PdM

Yi-Chen-Lin2019 / Predictive-maintenance-with-machine-learning

mohyunho / NAS_transformer

baggepinnen / MatrixProfile.jl

France1 / predictive-maintenance-pytorch

aws-samples / amazon-sagemaker-predictive-maintenance-deployed-at-edge

arakat-community / arakat

lucianolorenti / ceruleo

abiodun-ayodeji / Predictive-Maintenance

xxl4tomxu98 / NASA-Jet-Engine-Maintenance

uslumt / Battery_SoC_Estimation

HROlive / Applications-of-AI-for-Predictive-Maintenance

mohyunho / ENAS-PdM

delta1epsilon / turbofan-remaining-life-prediction

ericlrf / rul

LongxingTan / python-profeld

maechler / ml4iiot

nicolasfguillaume / Strategic-Business-Analytics-with-R

somjit101 / Predictive-Maintenance-Industrial-IOT

judithspd / predictive-maintenance