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Yiibiao's Projects

n-cmapss_dl icon n-cmapss_dl

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

nas_convelm icon nas_convelm

Evolutionary optimization of convolutional ELM for remaining useful life prediction

nas_transformer icon nas_transformer

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

predictive-maintenance-for-aircraft-engines icon predictive-maintenance-for-aircraft-engines

A predictive maintenance model for aircraft engines using machine learning and data analysis techniques. Training data of 10,000 engines acquired from NASA's Prognostics Center of Excellence.

predictive-maintenance-practice icon predictive-maintenance-practice

This is a Machine Learning Practice Case of Predictive Maintenance by Python with NASA's Turbofan Engine Degradation Simulation Data Set.

predictive_maintenance icon 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.

predictive_maintenance_nasa_turbofanengine icon predictive_maintenance_nasa_turbofanengine

The goal is to predict the remaining useful life (RUL) of each engine in the test dataset. RUL is equivalent of number of flights remained for the engine after the last data point in the test dataset.

tfed icon tfed

Predictive Maintenance with Turbofan Engine Degradation Data from NASA

turbine-engine---predictive-maintenance icon turbine-engine---predictive-maintenance

Predictive maintenance project for turbine engines. The dataset was provided by NASA. Using a simple dense neural network the state of a current engine, from a maintenance severity standpoint, can be assessed using the large number of sensor readings.

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