کنفرانس بین المللی ماشین و محرکه های الکتریکی

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

A Comparative Study on the Performance of Battery Impedance Models in State-of-Charge Estimation

نویسندگان :

Mohammad Mahdi Gholami¹ Alireza Rezazadeh²

1- Shahid Beheshti University Tehran, Iran 2- Shahid Beheshti University Tehran, Iran

کلمات کلیدی :

Batteries،machine learning،battery modeling،battery state estimation

چکیده :

Lithium-ion battery (LIB) modeling can enhance accurate state estimation, whether through model-based or data-driven methods. This article explores the performance of various integer- and fractional-order Equivalent Circuit Models (ECMs), parameterized using Electrochemical Impedance Spectroscopy (EIS), with a focus on State-of-Charge (SoC) estimation accuracy. In this investigation, the parameters of various ECMs are employed as features in machine learning-based SoC estimation, and the results are compared in terms of estimation accuracy. Advantages and disadvantages of the utilized models are discussed and compared, considering all implementation factors, and the overall best model is concluded.

لیست مقالات

لیست مقالات بایگانی شده

An Optimal Design and Analysis of Pole Shaping in HTS Coaxial Magnetic Gear

Mostafa Madanchi Zaj - Seyed Ahmadreza Afsari Kashani

Diagnosis of Broken Rotor Bars in Induction Machines Using a Current Signature-Based Adaptive Extended Kalman Filter

Saeed Hajnayeb - Seyyed Meysam Seyyed Barzegar - Mohammad Hoseintabar Marzebali - Javad Keighobadi

Finite Element Analysis of a New High Torque Density Inter-Modular Permanent Magnet Motor with Flux Barriers in the Stator

Mohammad Afrank - Mohammad Amirkhani - Ehsan Farmahini Farahani - Mojtaba Mirsalim

Open-Circuit Fault Diagnosis of Fault-Tolerant DAB Converter for Improving Smart Transformers Reliability using 1-D CNN

Peyman Sheikh Ghomi - Milad Babalou - Hossein Torkaman

A New Methodology for Design Optimization of Interior Permanent Magnet Motors for Electric Vehicle Applications

Farshad KIANI - Hamed Tahanian

Sensorless Drive of SynRM using Sliding Mode Observer based on Maximum Torque per Ampere Control Approach

Hadi Ghorbani - Roozbeh Asad - Farzad Bodaghi

Effect of Slot and Pole Combination on the Efficiency of a Permanent Magnet BLDC Motor

Ali Zibarzani - Zahra Nasiri Gheidari

Introducing New Three Phase Fractional Slot Windings With Low Space Harmonic Contents

Seyed Mahdiar Taghavi Araghi - Arash Kiyoumarsi - Behzad Mirzaeian Dehkordi

ارائه و تحلیل یک پیکربندی بهبودیافته برای ترانسفورمر حالت جامد تک مرحله‌ای برای کاربرد در شبکه‌های توزیع مدرن

حامد مجرد - حسین شایقی - فرزاد صداقتی - سیدجلال سیدشنوا - رضا مهاجری

Determination of the Permissible Range for Surface Resistance of the Outer Corona Protection Systems in High Voltage Electric Machines

Hamed Tahanian - Zeinab Sadat Sheikholeslami - Moein Farhadian - AmirAbbas Vahaj - Farshad Kiani

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 44.5.0