dependable-cps/FDIA-PdM

False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics

Language: Python - Size: 10.9 MB - Last synced: about 5 hours ago - Pushed: over 3 years ago - Stars: 40 - Forks: 22

skeptlk/ecm

Reverse engineering EGT Margin for P&W engines (ECM)

Language: Jupyter Notebook - Size: 26.8 MB - Last synced: about 7 hours ago - Pushed: about 17 hours ago - Stars: 0 - Forks: 0

areenberg/MDPSolver

A fast solver for Markov Decision Processes

Language: Python - Size: 22.1 MB - Last synced: about 24 hours ago - Pushed: 1 day ago - Stars: 3 - Forks: 0

ThenoobMario/Acoustic_analysis_cutting_tool

[IEEEHTC2023] Repo to analyse and predict cutting tool wear using acoustic signals.

Language: Python - Size: 731 KB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 0 - Forks: 0

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.

Language: Jupyter Notebook - Size: 795 KB - Last synced: 12 days ago - Pushed: 12 days ago - Stars: 47 - Forks: 13

linomp/pdm-game

The Predictive Maintenance Game (🛠️ WIP)

Language: Python - Size: 4.45 MB - Last synced: 13 days ago - Pushed: 14 days ago - Stars: 1 - Forks: 0

lucianolorenti/ceruleo

CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds

Language: Python - Size: 83.6 MB - Last synced: 7 days ago - Pushed: 14 days ago - Stars: 26 - Forks: 7

TsLu1s/Atlantic

Atlantic - Automated Data Preprocessing Framework for Supervised Machine Learning

Language: Python - Size: 1.85 MB - Last synced: 21 days ago - Pushed: 4 months ago - Stars: 11 - Forks: 2

riccardoprosdocimi/ml-predictive-maintenance

This repository contains code and documentation for a machine learning project focused on predictive maintenance in industrial machinery. The project explores the development of a comprehensive predictive maintenance system using various machine learning techniques.

Language: Jupyter Notebook - Size: 3.7 MB - Last synced: 26 days ago - Pushed: 26 days ago - Stars: 0 - Forks: 1

ML-PSE/Machine_Learning_for_PM_and_PdM

Code repository for the book 'Machine Learning in Python for Process and Equipment Condition Monitoring, and Predictive Maintenance'

Language: Jupyter Notebook - Size: 12.7 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 4 - Forks: 1

nicolasfguillaume/Strategic-Business-Analytics-with-R

Foundations of Strategic Business Analytics - ESSEC Business school via Coursera.org

Size: 276 KB - Last synced: 29 days ago - Pushed: about 8 years ago - Stars: 16 - Forks: 28

thecml/ball-bearing-survival

Implementation of Predicting Survival Time of Ball Bearings in the Presence of Censoring (AAAI Fall Symposium 2023)

Language: Python - Size: 1.41 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 2 - Forks: 0

abiodun-ayodeji/Predictive-Maintenance

This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.

Language: Jupyter Notebook - Size: 951 KB - Last synced: 5 days ago - Pushed: 5 days ago - Stars: 25 - Forks: 5

awslabs/aws-fleet-predictive-maintenance

Predictive Maintenance for Vehicle Fleets

Language: Jupyter Notebook - Size: 898 KB - Last synced: 19 days ago - Pushed: over 1 year ago - Stars: 61 - Forks: 32

SAP-archive/pdms-extensibility-python-example 📦

Sample code as a template for developing custom machine learning algorithms to be used with SAP Predictive Maintenance and Service.

Language: Python - Size: 785 KB - Last synced: about 1 month ago - Pushed: over 2 years ago - Stars: 3 - Forks: 2

Charlie5DH/PredictiveMaintenance-and-Vibration-Resources

Papers and datasets for Vibration Analysis

Language: Jupyter Notebook - Size: 13.7 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 90 - Forks: 21

h1st-ai/h1st

Power Tools for AI Engineers With Deadlines

Language: Jupyter Notebook - Size: 15.2 MB - Last synced: 15 days ago - Pushed: 10 months ago - Stars: 791 - Forks: 96

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.

Language: Jupyter Notebook - Size: 10.8 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 20 - Forks: 7

adityapotdar23/Predictive-Maintenance

Developed at the IEEE CS SPIT Aeravat 1.0 AI Hackathon

Language: JavaScript - Size: 2.69 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

tayciryahmed/predictive-maintenance

🖥 Approaching predictive maintenance and engine failure detection, based on open datasets.

Language: Jupyter Notebook - Size: 4.64 MB - Last synced: 2 months ago - Pushed: over 6 years ago - Stars: 8 - Forks: 10

D3mianGianoz/master-thesis-zensor

based on the Erasmus traineeship+ at zensor.be

Language: TeX - Size: 123 MB - Last synced: 2 months ago - Pushed: about 2 years ago - Stars: 1 - Forks: 0

firmai/datagene

DataGene - Identify How Similar TS Datasets Are to One Another (by @firmai)

Language: Jupyter Notebook - Size: 1.12 MB - Last synced: 13 days ago - Pushed: over 2 years ago - Stars: 191 - Forks: 22

caglarmert/awesome-predictive-maintenance

Curated list of predictive maintenance research and repositories.

Size: 54.7 KB - Last synced: 5 days ago - Pushed: almost 5 years ago - Stars: 15 - Forks: 6

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.

Language: Jupyter Notebook - Size: 431 MB - Last synced: about 1 month ago - Pushed: 6 months ago - Stars: 39 - Forks: 26

omkar3060/Predictive-Analytics-for-Motor-Care-Unifying-Insights-with-a-Single-Model

Language: Python - Size: 18.4 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

umbertogriffo/Predictive-Maintenance-using-LSTM

Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.

Language: Python - Size: 8.02 MB - Last synced: 3 months ago - Pushed: 4 months ago - Stars: 569 - Forks: 233

hubtru/Impala

Expandable Isotropic Multimodal Patch Learning Neural Architecture for the Nano-modal (9) time-series and images data.

Size: 1.07 GB - Last synced: 17 days ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

praj2408/Predictive-Maintenance

Predictive maintenance can help companies minimize downtime, reduce repair costs, and improve operational efficiency. Developing a web application for predictive maintenance can provide users with real-time insights into equipment performance, enabling proactive maintenance, and reducing unplanned downtime.

Language: Jupyter Notebook - Size: 28 MB - Last synced: about 1 month ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

siddinho/reliability_engineering_predictive_maintenance

This repository contains code for predictive maintenance and reliability engineering for predicting lifetime of a machine.

Language: Jupyter Notebook - Size: 484 KB - Last synced: 3 months ago - Pushed: about 2 years ago - Stars: 0 - Forks: 0

ashishpatel26/Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy

Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy

Language: Jupyter Notebook - Size: 30.6 MB - Last synced: 3 months ago - Pushed: about 6 years ago - Stars: 106 - Forks: 84

kaymen99/AI-for-energy-sector

Application of machine/deep learning models & algorithms in the energy sector

Language: Jupyter Notebook - Size: 27.5 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 2 - Forks: 0

efthimisfytsilis/AeroPHM-RUL-Estimation

Remaining Useful Life (RUL) prediction of Multi-Stiffener composite Panels from Single-Stiffener Panels histories using SVR and LSTM

Language: Jupyter Notebook - Size: 5.3 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

lucadellalib/bdl-rul-svgd

Bayesian deep learning for remaining useful life estimation via Stein variational gradient descent

Language: Python - Size: 11.6 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 1 - Forks: 0

arakat-community/arakat 📦

ARAKAT - Big Data Analysis and Business Intelligence Application Development Platform

Language: Python - Size: 31.6 MB - Last synced: 3 months ago - Pushed: almost 3 years ago - Stars: 26 - Forks: 21

jorge-martinez-gil/root-cause-analysis

Root Cause Analysis in the Industrial Domain using Knowledge Graphs: A Case Study on Power Transformers

Language: Python - Size: 16.6 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

FeuerwehrHackathon2024/PredictiveMaintenance

Wartungen für Feuerwehrfahrzeuge frühzeitig vorhersagen

Size: 7.81 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

AhmedNasser1601/Predictive-Maintenance

Identifying patterns or combinations of features that lead to machine failures, And accurately predict failures without knowing the specific mode of failure.

Language: Jupyter Notebook - Size: 10 MB - Last synced: 7 days ago - Pushed: 5 months ago - Stars: 0 - Forks: 0

thanujaashok/PredictiveMaintenance

This project performs a comprehensive statistical analysis of a pharmaceutical equipment dataset to draw insights into its behavior across operational conditions, guiding proactive maintenance decisions.

Language: Jupyter Notebook - Size: 422 KB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 0 - Forks: 0

LeoMullier/hdd-lifetime-estimation

Estimating life expectancy for users' hard drive disks thanks to Python scripts and a statistic analysis based on BackBlaze open data and our Weibull curve model

Language: Python - Size: 54.7 KB - Last synced: 5 months ago - Pushed: 11 months ago - Stars: 1 - Forks: 0

xxl4tomxu98/NASA-Jet-Engine-Maintenance

ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification

Language: Jupyter Notebook - Size: 220 MB - Last synced: 4 months ago - Pushed: 6 months ago - Stars: 20 - Forks: 3

befawzy/Decision-transformers

Master Thesis Project

Language: Python - Size: 313 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 0 - Forks: 0

LucaSpadoni/Predictive-Maintenance-for-Early-Anomaly-Detection Fork of michele-abruzzese/predictive_maintenance

Specific analysis of the data collected by machine sensors for the development of a Machine Learning application, which exploits the correlations discovered in the dataset to provide a sufficiently valid and correct prediction regarding a probable failure of a machine.

Language: Jupyter Notebook - Size: 1.89 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 0 - Forks: 0

Dave-Codes/Predictive-Maintenance

Using a dataset of remote sensed features of an air production unit on a metro transit train to predict machinery high stress | failure.

Language: Jupyter Notebook - Size: 16.1 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 0 - Forks: 0

SarathSahadevan/Pred-maintenance

Language: Python - Size: 538 KB - Last synced: 6 months ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

JuanEcheagaray75/tec_research_predictive_maintenance

Language: Jupyter Notebook - Size: 33.4 MB - Last synced: 6 months ago - Pushed: 7 months ago - Stars: 0 - Forks: 0

Mirlenko/Propulsion_Plants_Maintenance_Prediction

Gas Turbine and Compressor Decay State Coefficients Prediction

Language: Jupyter Notebook - Size: 1.34 MB - Last synced: 6 months ago - Pushed: over 3 years ago - Stars: 2 - Forks: 0

nicoboou/rl-predictive-maintenance

Reinforcement Learning applied on predictive maintenance & machine replacement usecase

Language: Jupyter Notebook - Size: 313 KB - Last synced: 15 days ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

kocharalampidis/Predictive_Maintenance

Size: 23.5 MB - Last synced: 6 months ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

aaryadevg/Metro_PdM_Research

Failure prediction for APU’s on a Metro System Research project source code

Language: Jupyter Notebook - Size: 8.14 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 1 - Forks: 0

baggepinnen/MatrixProfile.jl

Time-series analysis using the Matrix profile in Julia

Language: Julia - Size: 223 KB - Last synced: 6 days ago - Pushed: 7 months ago - Stars: 29 - Forks: 6

StatikElektrik/microservices

Microservices for PTAI web platform

Language: Python - Size: 10.7 KB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 0 - Forks: 0

amirsadafi/Predictive-Maintenance-LSTM

Predictive maintenance study for Complex case study, we've obtained failure causes by operational error and more deeply by design mistakes.

Language: Jupyter Notebook - Size: 22.9 MB - Last synced: 7 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

France1/predictive-maintenance-pytorch

Deep Learning applied to predictive maintenance use cases

Language: Jupyter Notebook - Size: 1.75 MB - Last synced: 7 months ago - Pushed: about 4 years ago - Stars: 26 - Forks: 6

thehapyone/Predictive-Maintenance-Project

In this project, high dimensional noisy data collected from thousands of trucks during the course of 4 years was compressed using Artificial Neural Networks (ANN). This compressed meaningful information was used for performing predictive maintenance on turbochargers. Our novel deep learning ANN architecture, compressed vehicle data by over 87% while still improving fault forecasting prediction by 23% and even with extreme data size reduction of 99.7% we still see a significant performance improvement of 6.31%.

Language: Jupyter Notebook - Size: 122 MB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 4 - Forks: 1

HarshGupta-DS/Predictive-Maintainence-using-Data-Analysis-and-Time-Series-Forecasting

Predictive Maintenance avoids the drawbacks of Preventive Maintenance (under utilization of a part's life) and Reactive Maintenance (unscheduled downtime). Based on the health of an equipment in the past, future point of failure can be predicted in Predictive Maintenance. Thus, replacement of parts can be scheduled just before the actual failure.

Language: Jupyter Notebook - Size: 657 KB - Last synced: 7 months ago - Pushed: about 2 years ago - Stars: 6 - Forks: 0

kokikwbt/predictive-maintenance

Datasets for Predictive Maintenance

Language: Jupyter Notebook - Size: 201 MB - Last synced: 7 months ago - Pushed: 9 months ago - Stars: 61 - Forks: 16

Edoar-do/AI4I-Predictive-Maintenance

Machine Learning end-to-end project for explainable predictive maintenance

Language: Python - Size: 8.81 MB - Last synced: 8 months ago - Pushed: almost 2 years ago - Stars: 4 - Forks: 0

Western-OC2-Lab/Similarity-Based-Predictive-Maintenance-Framework-for-Rotating-Machinery

Python code “Jupyter notebooks” for the paper entitled " Similarity-Based Predictive Maintenance Framework for Rotating Machinery" has been presented in the Fifth International Conference on Communications, Signal Processing, and their Applications (ICCSPA’22), Cairo, Egypt, 27-29 December 2022. Techniques used: statistical analysis, FFT, and STFT.

Language: Jupyter Notebook - Size: 1.06 MB - Last synced: 4 months ago - Pushed: over 1 year ago - Stars: 5 - Forks: 1

Mouser-Electronics/WE_SensorFeatherWing_ArduinoPortenta

Find out how to measure motor vibrations using the Sensor Featherwing and create a Machine Learning algorithm on the Portenta board to detect anomalies.

Language: C - Size: 2.94 MB - Last synced: 8 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

Infineon/pred-main-xmc4700-kit

This repository contains the Amazon FreeRTOS software package for the XENSIV™ predictive maintenance evaluation kit EVAL_XMC47_PREDMAIN_AA.

Language: C - Size: 69.4 MB - Last synced: 2 months ago - Pushed: almost 3 years ago - Stars: 2 - Forks: 3

abdoush/SurvPRD

Discovering Premature Replacements in Predictive Maintenance Time-to-Event Data

Language: Jupyter Notebook - Size: 1.02 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0

cryozeus/prognostics_thesis

A repository containing all data and project files pertaining to my Thesis.

Language: Jupyter Notebook - Size: 13.9 MB - Last synced: 9 months ago - Pushed: about 3 years ago - Stars: 1 - Forks: 1

jomit/AMLWorkshop

Industry Machine Learning Hackfest Material

Language: Jupyter Notebook - Size: 1.79 MB - Last synced: about 1 month ago - Pushed: almost 4 years ago - Stars: 10 - Forks: 7

imrahulr/Pred-Maintenance-Siemens

Predictive Maintenance System for Digital Factory Automation

Language: Jupyter Notebook - Size: 16.1 MB - Last synced: 7 months ago - Pushed: almost 5 years ago - Stars: 41 - Forks: 10

linomp/pdm-experiments

Scripts to experiment with predictive maintenance & related methods

Language: Python - Size: 3.27 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0

JinendraSontakke/Predictive-Maintainance

Language: Jupyter Notebook - Size: 30.2 MB - Last synced: 10 months ago - Pushed: almost 2 years ago - Stars: 1 - Forks: 0

dprescriptivemaintenance40/Predictive-Maintenance

Data>>Configuration>>Train>>Model>>Prediction>>RCA>>RCM>>Prescriptive.

Language: TypeScript - Size: 130 MB - Last synced: 10 months ago - Pushed: almost 2 years ago - Stars: 2 - Forks: 0

RushikeshKothawade07/predictive-maintenance-ML

The project is a machine predictive maintenance application that uses machine learning (Random Forest) to classify whether a machine will experience failure or not based on various input parameters.

Language: Jupyter Notebook - Size: 918 KB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 1 - Forks: 0

christian-vorhemus/azure-percept-iot-edge

This repository contains code to train and use an audio classifier for acoustic predictive maintenance running as an Azure IoT Edge module on an Azure Percept device.

Language: Python - Size: 4.87 MB - Last synced: 10 months ago - Pushed: about 2 years ago - Stars: 1 - Forks: 0

Vedakeerthi/Predictive_Maintenance

Predictive Maintenance have been done on the NASA's Turbofans to predict the Remaining useful life of the engines based upon the input from several sensors.

Language: Jupyter Notebook - Size: 26.2 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

dpowon9/Research_Internship

This research is conducted as part of the NSBE Aerospace SIG internship program. It is focused on investigating The Feasibility of Implementing Predictive maintenance on Rotorcraft Health and Usage Monitoring Systems.

Language: Python - Size: 16.5 MB - Last synced: 9 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

empolis/grafana Fork of grafana/grafana

This repo is a fork of https://github.com/grafana/grafana as used by Empolis Information Management GmbH as part of Empolis Service Express Industrial Analytics.

Language: TypeScript - Size: 433 MB - Last synced: 11 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

delta1epsilon/turbofan-remaining-life-prediction

Remaining Useful Life (RUL) prediction for Turbofan Engines

Language: Jupyter Notebook - Size: 23.4 MB - Last synced: 10 months ago - Pushed: over 2 years ago - Stars: 11 - Forks: 5

Asad1287/Reliability_Analyzer

Reliability Analyzer provides a easy to use app for system reliability, availability, maintainability and related analyses that allows you to model the most complex systems and processes using reliability block diagrams (RBDs), fault tree analysis (FTA), or Markov diagrams

Language: Python - Size: 85 KB - Last synced: 4 months ago - Pushed: over 1 year ago - Stars: 4 - Forks: 0

aestebant/MultiInstance-iDT-for-PdM

Multi-Instance based incremental Decision Trees for Time-series classification in industrial equipment.

Language: Jupyter Notebook - Size: 150 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 1

RBM-D-Xundullah/ENS-2Y-4P-Predictive-Maintenance-in-Photovoltaic-Systems-Using-Ensemble-ML-Empirical-Analysis

The research utilizes a 99.9kW PV system dataset, with a diverse set of features such as DC voltage, DC current, instantaneous power genera- tion, power factor, and frequency. Ensemble machine learning algorithms including RandomForest, XGBoost, CatBoost, and LightGBM were deployed to forecast the regular maintenance needs of the PV system.

Language: Jupyter Notebook - Size: 120 MB - Last synced: 11 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

iremustek/Predictive-Maintenance-Analysis

The project aims to enhance aircraft engine maintenance operations and planning using statistical learning and machine learning methods.

Language: Jupyter Notebook - Size: 593 KB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

badalyaz/device-lifetime-estimation

Device Lifetime Estimation using Conv1D-based model.

Language: Jupyter Notebook - Size: 6.35 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

badalyaz/device-failure-prediction

Device Failure prediction with predictive maintenance techniques.

Language: Jupyter Notebook - Size: 5.72 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

franperic/siemens

Predictive Maintenance @ HackZurich

Language: Python - Size: 536 KB - Last synced: about 1 month ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

mohyunho/NAS_transformer

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

Language: Python - Size: 15.4 MB - Last synced: 12 months ago - Pushed: about 1 year ago - Stars: 13 - Forks: 3

Asad1287/AutoML-for-Predictive-Maintenance

Scalable framework for Predictive Maintenance applications

Language: Python - Size: 5.04 MB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 1 - Forks: 0

izanorshahril/MA_CapstoneProject_Predictive_Maintenance

An online report and also archive for MA Capstone Project Predictive Maintenance

Size: 40.2 MB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 0 - Forks: 1

mandeebot/Predictive-Maintainance

This repo attempts to utilise two powerful ensemble models, Random forest and Gradient Boosting to Predict the failure patterns of wind energy machinery

Language: Jupyter Notebook - Size: 11.8 MB - Last synced: 4 months ago - Pushed: over 2 years ago - Stars: 2 - Forks: 1

damaf/PHMC-MLAR

Partially Hidden Markov Chain Multivariate Linear AutoRegressive model

Language: Python - Size: 141 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 1

jegun19/predictive_maintenance

This repository contains codes for implementing time-series forecasting with deep learning models for predictive maintenance

Language: Jupyter Notebook - Size: 199 KB - Last synced: 11 months ago - Pushed: over 2 years ago - Stars: 3 - Forks: 0

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.

Language: Jupyter Notebook - Size: 2.84 MB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 26 - Forks: 20

rvdinter/predictive-maintenance-on-cable-joints

A project for predictive maintenance of cable joints within Alliander's electricity grid. This project is executed by Sioux Technologies with supervision from Wageningen University for Alliander.

Language: Jupyter Notebook - Size: 43.8 MB - Last synced: 4 months ago - Pushed: about 1 year ago - Stars: 1 - Forks: 1

mohyunho/N-CMAPSS_DL

N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)

Language: Jupyter Notebook - Size: 3.02 MB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 30 - Forks: 3

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.

Language: Jupyter Notebook - Size: 23.1 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 80 - Forks: 33

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.

Language: Jupyter Notebook - Size: 2.2 MB - Last synced: 11 months ago - Pushed: about 2 years ago - Stars: 13 - Forks: 1

ieee820/Predictive-Maintenance Fork of nagdevAmruthnath/Predictive-Maintenance

A notebook tutorial series for performing predictive maintenance using machine learning

Size: 1.59 MB - Last synced: about 1 year ago - Pushed: about 4 years ago - Stars: 2 - Forks: 0

iber-uio/DT8059

Machine Learning for Predictive Maintenance course @ Halmstad University

Size: 0 Bytes - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

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.

Language: Jupyter Notebook - Size: 56.7 MB - Last synced: 12 months ago - Pushed: almost 3 years ago - Stars: 9 - Forks: 4

AjiteshMahalingam/Predictive-Maintenance-of-Aircraft-engine-using-LSTM-networks

LSTM network is used to predict the RUL of turbofan engines.

Language: Jupyter Notebook - Size: 3.79 MB - Last synced: 9 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

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.

Language: Python - Size: 11.9 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 92 - Forks: 25

maechler/ml4iiot

A framework to implement Machine Learning methods for time series data.

Language: Python - Size: 360 KB - Last synced: about 1 month ago - Pushed: about 1 year ago - Stars: 16 - Forks: 1

sensemore/SMWiredPy

SMWiredPy is python library for Sensemore vibration/accelerometer sensors

Language: Python - Size: 167 KB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 3 - Forks: 1

AnshumanFauzdar/predictive-maintenance

Industrial Predictive Maintenance using Sony Spresense and edgeML

Language: Python - Size: 1.53 MB - Last synced: 27 days ago - Pushed: about 2 months ago - Stars: 3 - Forks: 2

limingwu8/Predictive-Maintenance

time-series prediction for predictive maintenance

Language: Python - Size: 205 MB - Last synced: about 1 year ago - Pushed: over 5 years ago - Stars: 36 - Forks: 24