کنفرانس بین المللی ماشین و محرکه های الکتریکی

لطفا منتظر بمانید ...

صفحه اصلی / The 3rd International Conference on Electrical Machines and Drives

CNN-Based Location Detection of Static Eccentricity in 5-X Resolver

نویسندگان :

Mahdi Emadaleslami¹ Farid Tootoonchian²

1- Tarbiat Modares University 2- دانشگاه علم و صنعت ایران

کلمات کلیدی :

Resolver،Static Eccentricity

چکیده :

According to the significant effects of faulty resolver condition and rotor angle error on Permanent Magnet Synchronous Motor (PMSM) drive system stability, the diagnosis of the fault occurrence and, more critically, the fault location is crucial. Among the resolver’s faults, static eccentricity has more probability and severity. So, the following study focuses on proposing a Convolutional Neural Networks (CNN)-based static eccentricity location diagnosis under stator slots. Accordingly, using Finite Element Analysis (FEA), various locations and severity of static eccentricity are generated. The Fast Fourier Transform (FFT) and Frequency Occurrence Plot (FOP) are regarded as the data preprocessing stages, applying on resolver signal voltages. Then, in the training stage, various CNNs are trained to obtain a highly accurate network. The feasibility of the suggested CNN in fault location diagnosis is shown by the confusion matrix, accuracy metric, and F1-score criterion.

لیست مقالات

لیست مقالات بایگانی شده

Dynamic Load Emulation for Evaluating EVs Machines Based on Sliding Mode Control

Mohammadreza Adib - Abolfazl Vahedi

Design and Implementation of an NARMA-L2 Controller for Dynamic Wireless Power Transfer in Electric Vehicles

Javad Shariatzadeh - Seyed Ehsan Abdollahi - Sayyed Asghar Gholamian - Jafar Adabi - Seyed Reza Abdollahi

3-D Thermal Modeling and Simulation of Wide Band Gap Semiconductor Devices Based CSI-fed PMSM Integrated Motor Drive System

Hossein Azizi moghaddam - Reza Mirzahosseini

Analysis of a Toothed Consequent-Pole Flux Reversal Motor with Assisting Permanent Magnets

Mohammad Reza Sarshar - Jamshid Kavianpour - Mohammad Amin Jalali Kondelaji - Mojtaba Mirsalim - Amir Khorsandi

Design of PM-Assissteded Rotor Alongside Pole Shoes in Reluctance Magnetic Gear for Torque Enhancement

Alireza Sohrabzadeh - Alireza Jaferian-Fini - Hossein Torkaman - Hamid Ebrahimi

A Novel Hairpin Winding Layout for High-Speed PMSM to Improve Performance and Safety in Electric Aircraft Applications

Mohammad Sepehr Zamani - Aghil Ghaheri - Ebrahim Afjei

A Comparison study of Offline Stator Resistance Estimation Methods Based on Signal Injection via Voltage Source Inverter

Mohsen Zeynali - Ali Mosallanejad - Hamidreza Pairodin nabi

A Survey of Friction and Windage Losses Determination Methods of Induction Motors

Moslem Geravandi - Hassan Moradi

Design, Optimization, and Electromagnetic Analysis of Axial Flux PM BLDC Motors for Electric Vehicle Applications

Moslem Geravandi - Mohammad Hossein Mousavi - Hassan Moradi

End Winding Eddy Current Loss Calculation of Large Synchronous Generators Considering Circulating Currents

Moein Farhadian - Fazel Pourmirzaei Deylami - Hamed Tahanian

بیشتر

ثمین همایش، سامانه مدیریت همایش ها و جشنواره ها - نگارش 44.11.0