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Jishnu Ayyangatu Kuzhiyil

University of Warwick

SCHOLARLY PAPERS

4

DOWNLOADS

382

TOTAL CITATIONS

1

Scholarly Papers (4)

1.

Lithium-Ion Battery Degradation Modelling Using Universal Differential Equations: Development of a Cost-Effective Parameterisation Methodology

Number of pages: 28 Posted: 06 Sep 2024
University of Warwick, University of Warwick, University of Warwick and University of Warwick
Downloads 116 (613,149)

Abstract:

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Universal Differential Equations, Scientific Machine Learning, Battery degradation modelling, Calendar ageing

2.

Enhancing Physics-Based Modelling of Battery Cyclic Ageing Using Scientific Machine Learning

Number of pages: 30 Posted: 29 Apr 2025
University of Warwick, University of Warwick, University of Warwick, University of Warwick and University of Warwick
Downloads 110 (645,052)

Abstract:

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Universal Differential Equations, Scientific Machine Learning, Physics informed machine learning, Battery degradation modelling, Cyclic ageing

3.

Neural Equivalent Circuit Models: Universal Differential Equations for Battery Modelling

Number of pages: 25 Posted: 08 Mar 2024
Jishnu Ayyangatu Kuzhiyil, Theodoros Damoulas and Widanalage Dhammika Widanage
University of Warwick, University of Warwick and University of Warwick
Downloads 107 (659,652)
Citation 1

Abstract:

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Universal Differential Equations, Scientific Machine Learning, Battery Modelling, ECM

4.

Physics-Informed Machine Learning for Battery Heat Generation Estimation and Temperature Prediction with Minimal Experimentation

Number of pages: 16 Posted: 05 Mar 2026 Last Revised: 11 Jun 2026
University of Warwick, University of Warwick, University of Warwick, University of Warwick and University of Warwick
Downloads 49 (1,157,785)

Abstract:

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Battery Heat Generation, Battery Modelling, Battery Thermal Management, Thermal Modelling, Temperature prediction