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migushu's Projects

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数据探索性分析与预处理 包括1、数据摘要 。 2、数据的可视化 。 3、数据缺失的处理

aircraft-engine-rul-prediction icon aircraft-engine-rul-prediction

Objective of this project is to built a sequential neural network which can predict the remaining useful life of an engine based on historical sensor data. For this regression problem, I employed keras Long-short-term-memory (LSTM) model with 'relu' activation function and 'rmsprop' optimizer to predict time-to-event.

autoencoder icon autoencoder

个人练习,自编码器及其变形(理论+实践)

bearing-fault-prediction icon bearing-fault-prediction

轴承有3种故障:外圈故障,内圈故障,滚珠故障,外加正常的工作状态。如表1所示,结合轴承的3种直径(直径1,直径2,直径3),轴承的工作状态有10类

bearlstm icon bearlstm

with LSTM method to solve bearing fault diagnosis classification

catgrasp icon catgrasp

[ICRA 2022] CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from Simulation

convrnn_for_rul_estimation icon convrnn_for_rul_estimation

Code used in Thesis "Convolutional Recurrent Neural Networks for Remaining Useful Life Prediction in Mechanical Systems".

deep-learning-in-phm icon deep-learning-in-phm

Deep learning in PHM,Deep learning in fault diagnosis,Deep learning in remaining useful life prediction

electric-vehicle-battery-range-prediction icon electric-vehicle-battery-range-prediction

Predict remaining useful lifetime of an electric car accurately to help drive owner satisfaction and future purchases. This solution comprises analyzing the vast quantity of telemetry data over time and building a Machine Learning model to predict the remaining useful life(RUL) of an electric vehicles EVs at each point in time of the operation of said vehicle. The customer is the largest automotive manufacturing company in India, by market share. The customer designs, builds, and delivers electric vehicles (EVs).

femto icon femto

Spark - Bearing RUL Predictions

flash-linux0.11-talk icon flash-linux0.11-talk

你管这破玩意叫操作系统源码 — 像小说一样品读 Linux 0.11 核心代码

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