0% Complete
فارسی
Home
/
چهاردهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Inner and Outer Bearing Fault Diagnosis of electrical Motors Using a Proposed Algorithm and Vibration Signals
Authors :
Vahid Safari Dehnavi
1
Masoud Shafiee
2
1- دانشگاه صنعتی امیرکبیر
2- دانشگاه صنعتی امیرکبیر
Keywords :
Bearing faults،vibration signals،classification
Abstract :
This paper presents an approach for detecting bearing faults by using vibration signals. The proposed approach encompasses a classification algorithm incorporating preprocessing, window selection, feature selection and extraction, classification methods, and validation. This algorithm regards the Statistical features and harmonics of fault-related frequencies obtained from vibration signals as indicators of faults. The application of this approach is demonstrated in three cases: inner-race, outer-race, and inner and outer-race bearing fault detection. Inner and outer bearing faults have been investigated in three different cases of 0.3, 1, and 3 millimeters, and the proposed algorithm has detected each of these cases separately. The impact of window length on classification accuracy is investigated in this study, considering various feature sets. Additionally, a new feature set is introduced to enhance accuracy. Furthermore, a comparative assessment of different classification algorithms is conducted. The experimental findings indicate that the proposed method is capable of effectively identifying bearing faults and their status, thereby enhancing the accuracy of fault diagnosis.
Papers List
List of archived papers
طراحی نرم افزاری مبتنی بر واقعیت افزوده با کاربرد فروش عینک
مینا علیانژاد - نسترن زنجانی - زهرا عسکری نژاد امیری
پیشبینی بازار فارکس با استفاده از نمودار شمعی و شبکهی عصبی GRU
محمدرضا نوروزی - مریم مومنی
Designing an AI-assisted toolbox for fitness activity recognition based on deep CNN
Ali Bidaran - Dr Saeed Sharifian
Simulanteus Load Balancing of Servers and Controllers in SDN-based IoMT
Somaye Imanpour - Ahmadreza Montazerolghaem - Saeed Afahari
بررسی امنیت وفقی در اینترنت وسایل نقلیه
سیده یگانه غیور باغبانی - دکتر سعید جلیلی سیده یگانه غیور باغبانی - سعید جلیلی -
Distributed coordination protocol for event data exchange in IoT monitoring applications
Behnam Khazael - Hadi Tabatabaee Malazi
A Nano-based High-Speed QCA circuit for Information Security with Image Masking
Saeid Seyedi - Hatam Abdoli
Fast Online Character Recognition Using a Novel Local-Global Feature Extraction Method
Ayoub Parvizi - Dr Mohammad Kazemifard - Ziba Imani
مکانیابی خطاهای کاربردها و خدمات نرمافزاری با کمک تولید داده آزمون با نامتغیرهای محتمل
محمد نصرتی مقدم - حسن حقیقی - مجتبی وحیدی اصل
طبقه بندی روش های شناسایی داده های تکراری در جهت تسهیل فرایند پاکسازی داده ها
مهدی جعفری - احمد عبدالله زاده بار فروش
more
Samin Hamayesh - Version 42.5.2