Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi

Andaç Batur Çolak; Cuma Kılınç

doi:10.2339/politeknik.1947626

TR EN

Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi

Abstract

Bu makale, özellikle elektrikli araçlar ve enerji depolama sistemleri gibi yüksek enerji yoğunluklu uygulamalarda, bataryaların etkili termal yönetiminin temel gereksinimlerini incelemektedir. Batarya paketlerinde ısı dağılımını ve sıcaklık homojenliğini iyileştirmek için sıvı soğutma kanallarında üçlü periyodik minimal yüzey gözenekli yapı kullanan benzersiz bir yöntem tanıtılmıştır. Deneysel doğrulama ve yapay sinir ağları aracılığıyla optimizasyon, batarya sistemi içindeki maksimum sıcaklık ve sıcaklık farkı gibi kritik ölçütlere odaklanarak termal performansı değerlendirmek ve geliştirmek için kullanılmıştır. Yapay sinir ağı modelleri, 1.29E-05 ve 9.87E-06 gibi düşük ortalama kare hata değerleri ve 0.99999'luk korelasyon katsayısı değeri ile ideal bir tahmin doğruluğu sergileyerek modelin güvenilirliğini göstermiştir. Bu çalışma, yenilikçi bir yapısal tasarımı makine öğrenimiyle birleştirerek önceki girişimleri geliştirmekte ve soğutma verimliliğini yapısal bütünlükle uyumlu hale getiren, dayanıklı ve veriye dayalı bir çözüm sunmayı hedeflemektedir. Çalışmanın yeniliği, yüksek doğruluk ve minimum kaynak talebiyle pil sıcaklık yönetim sistemlerinde iyileştirilmiş tahmine dayalı kontrol için bir temel oluşturan çift deneysel makine öğrenimi yaklaşımında yatmaktadır.

Keywords

Machine Learning-Based Modeling and Performance Analysis of a Novel Battery Thermal Management System with a Ternary Periodic Minimal Surface Porous Structured Liquid Cooling Channel

Abstract

This article examines the fundamental requirements for effective thermal management of batteries, particularly in high-energy-density applications such as electric vehicles and energy storage systems. A unique method is introduced that utilizes a triple-periodical minimal surface pore structure in liquid cooling channels to improve heat dissipation and temperature homogeneity in battery packs. Experimental validation and optimization via artificial neural networks are used to evaluate and improve thermal performance, focusing on critical metrics such as maximum temperature and temperature difference within the battery system. Artificial neural network models demonstrated model reliability, exhibiting ideal prediction accuracy with low mean square error values of 1.29E-05 and 9.87E-06, and a correlation coefficient of 0.99999. This work builds upon previous attempts by combining an innovative structural design with machine learning, aiming to provide a robust and data-driven solution that aligns cooling efficiency with structural integrity. The novelty of the study lies in its dual experimental machine learning approach, which provides a foundation for improved predictive control in battery temperature management systems with high accuracy and minimal resource requirements.

Keywords

References

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Details

Primary Language

Turkish

Subjects

Numerical Methods in Mechanical Engineering

Journal Section

Research Article

Authors

Andaç Batur Çolak ^*
0000-0001-9297-8134
Türkiye

Cuma Kılınç This is me
0000-0002-6258-617X
Türkiye

Publication Date

September 16, 2026

Submission Date

May 9, 2026

Acceptance Date

May 26, 2026

Published in Issue

Year 2026 Volume: 29 Number: 5

DOI

https://doi.org/10.2339/politeknik.1947626

IZ

https://izlik.org/JA54FD76MG

Cite

RIS / Bibtex

APA

Çolak, A. B., & Kılınç, C. (2026). Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi. Politeknik Dergisi, 29(5), 1-12. https://doi.org/10.2339/politeknik.1947626

AMA

1.Çolak AB, Kılınç C. Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi. Politeknik Dergisi. 2026;29(5):1-12. doi:10.2339/politeknik.1947626

Chicago

Çolak, Andaç Batur, and Cuma Kılınç. 2026. “Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi Ve Performans Analizi”. Politeknik Dergisi 29 (5): 1-12. https://doi.org/10.2339/politeknik.1947626.

EndNote

Çolak AB, Kılınç C (September 1, 2026) Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi. Politeknik Dergisi 29 5 1–12.

IEEE

[1]A. B. Çolak and C. Kılınç, “Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi”, Politeknik Dergisi, vol. 29, no. 5, pp. 1–12, Sept. 2026, doi: 10.2339/politeknik.1947626.

ISNAD

Çolak, Andaç Batur - Kılınç, Cuma. “Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi Ve Performans Analizi”. Politeknik Dergisi 29/5 (September 1, 2026): 1-12. https://doi.org/10.2339/politeknik.1947626.

JAMA

1.Çolak AB, Kılınç C. Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi. Politeknik Dergisi. 2026;29:1–12.

MLA

Çolak, Andaç Batur, and Cuma Kılınç. “Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi Ve Performans Analizi”. Politeknik Dergisi, vol. 29, no. 5, Sept. 2026, pp. 1-12, doi:10.2339/politeknik.1947626.

Vancouver

1.Andaç Batur Çolak, Cuma Kılınç. Üçlü Periyodik Minimal Yüzey Gözenekli Yapılı Sıvı Soğutma Kanalına Sahip Yenilikçi Bir Batarya Termal Yönetim Sisteminin Makine Öğrenmesi Tabanlı Modellenmesi ve Performans Analizi. Politeknik Dergisi. 2026 Sep. 1;29(5):1-12. doi:10.2339/politeknik.1947626

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