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Ashif Perwez

Chongqing University

Shazheng Str 174, Shapingba District

Shazheng street, Shapingba district

Chongqing 400044, 400030

China

  • Chongqing University

SCHOLARLY PAPERS

2

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14

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Scholarly Papers (2)

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1.

Second-Law Thermodynamic Performance Comparison of Flat, Dimpled, and Dimpled–Protruded PV/T Systems Using Machine Learning

Number of pages: 30 Posted: 13 May 2026
Ashif Perwez, Muhammad Yaqub, Yang Yang, Xun Zhu and Qiang Liao
Chongqing University, Central South University, Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems, Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems and Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems
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exergy analysis, Entropy generation, artificial neural network, SHAP analysis, Multi-Objective Optimisation

2.

Thermo-Exergetic Performance Analysis and Multi-Objective Optimisation of Dimpled–Protruded PV/T Systems Using Physics-Guided Machine Learning

Number of pages: 44 Posted: 10 Jul 2026
Ashif Perwez, Muhammad Yaqub, Yang Yang, Xun Zhu and Qiang Liao
Chongqing University, Central South University, Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems, Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems and Chongqing University - MOE Key Laboratory of Low-grade Energy Utilization Technologies and Systems
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Photovoltaic/thermal (PV/T) system, Exergy efficiency, Thermo-exergetic analysis, Dimpled-protruded channel, machine learning, NSGA-II optimisation