prognostics

There are 1 repository under prognostics topic.

hustcxl / Rotating-machine-fault-data-set
Open rotating mechanical fault datasets (开源旋转机械故障数据集整理)
rolling-element-bearings condition-monitoring prognostics fault-data femto-st mfpt rotating-machinery-fault-diagnosis
837
nasa / prog_models
The NASA Prognostic Model Package is a Python framework focused on defining and building models for prognostics (computation of remaining useful life) of engineering systems, and provides a set of prognostics models for select components developed within this framework, suitable for use in prognostics applications for these components.
simulation modeling prognostics prognostic-models prognostics-health-management
121
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
nasa / prog_algs
The Prognostic Algorithm Package is a python framework for model-based prognostics (computation of remaining useful life) of engineering systems, and provides a set of algorithms for state estimation and prediction, including uncertainty propagation. The algorithms take as inputs prognostic models (from NASA's Prognostics Model Package), and perform estimation and prediction functions. The library allows the rapid development of prognostics solutions for given models of components and systems. Different algorithms can be easily swapped to do comparative studies and evaluations of different algorithms to select the best for the application at hand.
prognostics prognostics-health-management integrated-system-health-management
53
nasa / progpy
The NASA Prognostic Python Packages is a Python framework focused on defining and building models and algorit for prognostics (computation of remaining useful life) of engineering systems, and provides a set of models and algorithms for select components developed within this framework, suitable for use in prognostic applications.
integrated-system-health-management modeling modeling-and-simulation prognostic-models prognostics prognostics-health-management simulation
Language:Python 34
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
dependable-cps / AdversarialAttack-PHM
adversarial-attacks adversarial-machine-learning adversarial-examples deep-learning prognostics turbofan-engine cnn lstm gru cybersecurity iot sensors time-series regression-models time-series-forecasting remaining-useful-life phm-models industry-4 industrial-iot
Language:Python 24
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
MOO_ELM
mohyunho / MOO_ELM
Multi-Objective Optimization of ELM for RUL Prediction
remaining-useful-life-prediction extreme-learning-machine machine-learning deep-learning predictive-maintenance rul-prediction c-mapss n-cmapss turbofan-engine prognostics multi-objective-optimization evolutionary-algorithms
Language:Python 14
katulu-io / uniwear-dataset
Tidy multi-material machine tool wear dataset for prognostics and health monitoring.
industrial opendata predictive-maintenance prognostics tool-wear dataset machine-learning milling condition-monitoring
Language:Jupyter Notebook 9
nasa / prog_server
The NASA Prognostics As-A-Service (PaaS) Sandbox is a simplified implementation of a Software Oriented Architecture (SOA) for performing prognostics (estimation of time until events and future system states) of engineering systems. The PaaS Sandbox is a wrapper around the Prognostics Algorithms Package and Prognostics Models Package, allowing one or more users to access the features of these packages through a REST API. The package is intended to be used as a research tool to prototype and benchmark Prognostics As-A-Service (PaaS) architectures and work on the challenges facing such architectures, including Generality, Communication, Security, Environmental Complexity, Utility, and Trust.
prognostics prognostics-health-management prognostics-as-a-service
Language:Python 7
John-zf / MDAS_for_Prognostics_of_Machinery
machine-learning mullti-source domain-adaptation prognostics
Language:Python 4
MasterSkepticista / Livingstone-2
Repackaged NASA Livingstone-2 Oliver and L2 engine in Java and C++
nasa livingstone modelling simulation prognostics diagnostics-system
Language:Java 4
PravalPattam / DrGPT
A Prognosis Webpage that leverages the power of Chat-gpt 3.5.
chatgpt-api prognostics
Language:HTML 3
anasoubaha / DataAnalysis_Myocardial_Infarction
Statistical data analysis of the myocardial infarction for life or death prognosis using PCA method
sas data-analysis statistics prognostics myocardial-infarction pca-analysis
Language:SAS 1
cryozeus / prognostics_thesis
A repository containing all data and project files pertaining to my Thesis.
prognostics predictive-modeling predictive-maintenance rnn
Language:Jupyter Notebook 1
lross2k / prognostics-cmaps
modeling prognostics rlang
Language:R

prognostics

hustcxl / Rotating-machine-fault-data-set

nasa / prog_models

mohyunho / N-CMAPSS_DL

nasa / prog_algs

nasa / progpy

mohyunho / NAS_transformer

dependable-cps / AdversarialAttack-PHM

delta1epsilon / turbofan-remaining-life-prediction

ericlrf / rul

mohyunho / MOO_ELM

katulu-io / uniwear-dataset

nasa / prog_server

John-zf / MDAS_for_Prognostics_of_Machinery

MasterSkepticista / Livingstone-2

PravalPattam / DrGPT

anasoubaha / DataAnalysis_Myocardial_Infarction

cryozeus / prognostics_thesis

lross2k / prognostics-cmaps