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mazikuii's Projects

bearing-grease-age-prediction icon bearing-grease-age-prediction

This work presents a multi-feature fusion neural network (MSFN) comprised of two inception layer-type multiple channel networks (MCN) for both inner-sensor and cross-sensor feature fusion and a deep residual neural network (ResNet) for accurate grease life prediction and bearings health monitoring.

bearingrul icon bearingrul

Using LSTM to predict bearings' remaining useful life

condition-based-maintenance icon condition-based-maintenance

This work proposes a joint-probabilistic model between the remaining life and inspection observations, which is then used to perform prognostics on currently installed assets. At every new observation, the forward-looking belief on the asset's remaining life is Bayesian updated, granting dynamic estimations on its failure probability. Consequently,

differentialequations.jl icon differentialequations.jl

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

gear-calculation icon gear-calculation

A python code to calculate gear geometric quantities according to MAAG book, predicts gear efficiency (power loss) and rolling bearing power losses (modified SKF model).

iso-281 icon iso-281

Bearing Dynamic Load Rating and Life calculations

pinn_wind_bearing icon pinn_wind_bearing

Python scripts for wind turbine main bearing fatigue life estimation with physics-informed neural networks

predictive-analytics icon predictive-analytics

This notebook is intended to illustrate conditioning monitoring of industrial machinery by walking through a real life dataset of bearing vibration data.

projectrul icon projectrul

to prediction the remain useful life of bearing based on 2012 PHM data

quartic icon quartic

Solving algebric equation of 4th order. Fast and efficient. C++ implementation.

reduction-gear-system icon reduction-gear-system

Reduction gear system developed based on orbital drive mechanism. Development was intended to find an alternative of harmonic drive.

rul_prediction_svm icon rul_prediction_svm

Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research Paper : https://doi.org/10.1016/j.isatra.2019.08.058

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