کنفرانس بین المللی ماشین و محرکه های الکتریکی

صفحه اصلی / The 4th International Conference on Electrical Machines and Drives

A Brief Review on the Application of Machine Learning for Transient Stability Prediction of Synchronous Generators to Proposing a Comparative Framework

نویسندگان :

Ali Abdalredha¹ Alireza Sobbouhi² ابوالفضل واحدی³

1- دانشگاه علم و صنعت ایران 2- دانشگاه شهید بهشتی 3- دانشگاه علم

کلمات کلیدی :

Data processing،Machine learning،Stability prediction،Transient stability

چکیده :

The accuracy and speed of real-time transient stability assessment (TSA) in power systems presents a significant challenge. Traditional methods often fall short in providing reliable and interpretable results. This paper proposes a novel framework utilizing machine learning techniques, including Decision Tree (DT), k-Nearest Neighbors (KNN), Support Vector Machine (SVM), and Logistic Regression (LR), to enhance the accuracy and reliability of TSA. This framework makes machine learning models more interpretable and useful in real-world scenarios by standardizing the test system, distributing the quantity of training and testing cases, choosing input data specifications carefully, and presenting TSA results with accuracy and remaining prediction time until instability. The promise of this approach for real-time applications in complex power networks is highlighted by the inclusion of real-world issues, such as noisy and missing data, and the emphasis on measures beyond correctness.

لیست مقالات

لیست مقالات بایگانی شده

Real-time temperature estimation of permanent magnets in a PMSM using a hybrid ANN and Lumped-Parameters Thermal Network

Mohammadreza Bagheri - Alireza Shokripour - Teymoor Ghanbari - Ebrahim Farjah

Torque Fluctuation Minimization in PMa-SynRM Using Enhanced Field-Oriented Control by Genetic Algorithm Optimized Current Harmonic Injection

Hossein Dehghan-Niri - Ahmadreza Karami-Shahnani - Karim Abbaszadeh - Reza Nasiri-Zarandi - Mohammad Sedigh Toulabi

Use of Embedded Permanent Magnets in the Design and Analysis of Switched Reluctance Motors for Torque Optimization

Matin Rahimi - Seyed Hamid Shahalami - Esmaeil Fallah Choolabi

A Comprehensive Review on Advancements in Additive Manufacturing for Active Parts of Electrical Machines

Aryan Khazaei - Mohsen Arabkhazaeli - Hamidreza Dalirnateri - Ebrahim Afjei

Detail Design and Analysis of a Phase Shift Full Bridge Converter with ZVS in wide range for Electrical Vehicles Application

Alireza Saeedi - Karim Abbaszadeh - Mohammadreza Toulabi - Erfan Rezapanah

ارائه یک ساختار جدید سیم‌پیچ جهت کاربرد شارژر بی‌سیم خودروی برقی

سید محمود موسوی - عباس غایب‌لو

Groundbreaking Application of the Corona-Virus Search Optimizer Algorithm for Resilient Speed Control and Stability Assessment of Direct Current Motors Under Uncertain Conditions

Peyman Zare - Amir Mohammadian - SeyedJalal SeyedShenava - Babak Mohamadi

Neural Network and Fractional-Order Control of Permanent Magnet Synchronous Machine (PMSM)

Aliyu Sabo - Theophilus Ebuka Odoh - Noor Izzri Abdul Wahab - Hossein Shahinzadeh - Ahmad Hafezimagham - Gevork B Gharehpetian

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

Mohammadreza Adib - Abolfazl Vahedi

3D FE modeling and calculation of electromagnetic torque and eddy current loss in the end region of large synchronous generators

Moein Farhadian - Farshad KIANI - AmirAbbas Vahaj - Hamed Tahanian

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0