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Enhancing Random Forest Model Accuracy using GridSearchCV Optimization for Predicting Multi-Cylinder Engine Performance with Hydrogen-Enriched Natural Gas Blends

DOI : 10.5614/j.eng.technol.sci.2025.57.5.9
Prasanna S Sutar (1), Ravi Sekhar (2), Shailesh B Sonawane (3), Debjyoti Bandyopadhyay (4), Sandeep D Rairikar (5), Sukrut S Thipse (6), Hiranmayee Ganorkar (7), Aryan V. Kadam (8)
(1) Research Scholar, Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Pashan-Sus Road, Pune, 412115, Maharashtra, India ,
(2) Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Pashan-Sus Road, Pune, 412115, Maharashtra, India ,
(3) The Automotive Research Association of India (ARAI), Vetal Hill, Off-Paud Road, Pune 411038, Maharashtra, , India ,
(4) The Automotive Research Association of India (ARAI), Vetal Hill, Off-Paud Road, Pune 411038, Maharashtra, , India ,
(5) The Automotive Research Association of India (ARAI), Vetal Hill, Off-Paud Road, Pune 411038, Maharashtra, , India ,
(6) The Automotive Research Association of India (ARAI), Vetal Hill, Off-Paud Road, Pune 411038, Maharashtra, , India ,
(7) Technovuus, ARAI, Vetal Hill, Off-Paud Road, Pune 411038, Maharashtra, , India ,
(8) San Jose State University, San Jose, California, , United States
688-712
Abstract : 632
PDF : 498
DOI: https://doi.org/10.5614/j.eng.technol.sci.2025.57.5.9

Adaptive Ensemble Learning for Enhancing Building Energy Consumption Prediction: Insights from COVID-19 Pandemic Energy Consumption Dynamics

DOI : 10.5614/j.eng.technol.sci.2025.57.2.2
Putu Handre Kertha Utama (1), Edi Leksono (2), Irsyad Nashirul Haq (3), Rachmadi Indrapraja (4), Rezky Mahesa Nanda (5), Koko Friansa (6), Reza Fauzi Iskandar (7), Justin Pradipta (8)
(1) Engineering Physics, Institut Teknologi Bandung, Indonesia ,
(2) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia ,
(3) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia ,
(4) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia ,
(5) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia ,
(6) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia ,
(7) Engineering Physics, School of Industrial Engineering, Telkom University, Jalan Telekomunikasi No.1, Bandung 40257, Indonesia ,
(8) Engineering Physics, Faculty of Industrial Technology, Institut Teknologi Bandung, Jalan Ganesha 10, Bandung 40132, Indonesia
161-174
Abstract : 1714
PDF : 622
DOI: https://doi.org/10.5614/j.eng.technol.sci.2025.57.2.2

Experimental Investigation and Prediction of Combustion Parameters using Machine Learning in Ethanol - Gasoline Blended Engines

DOI : 10.5614/j.eng.technol.sci.2025.57.1.3
Shailesh Sonawane (1), Ravi Sekhar (2), Arundhati Warke (3), Sukrut Thipse (4), Sandeep Rairikar (5), Chetan Varma (6)
(1) Symbiosis Institute of Technology (SIT) Pune Campus, Symbiosis International (Deemed University) (SIU), Pune, 412115, Maharashtra, India, India ,
(2) Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Pune, 412115, Maharashtra, India ,
(3) Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Pune, 412115, Maharashtra, India ,
(4) Automotive Research Association of India (ARAI), Pune, Maharashtra, India ,
(5) Automotive Research Association of India (ARAI), Pune, Maharashtra, India ,
(6) Automotive Research Association of India (ARAI), Pune, Maharashtra, India
27-47
Abstract : 1136
PDF : 1068
DOI: https://doi.org/10.5614/j.eng.technol.sci.2025.57.1.3

A Comparative Study of Advanced Machine Learning and Deep Learning Models for Municipal Solid Waste Forecasting: A Case Study of Surat, India

DOI : 10.5614/j.eng.technol.sci.2026.58.5.1
Abhijit R. Rathod (1), Vinodkumar M. Patel (2)
(1) Gujarat Technological University, GTU Campus, Nr. Visat Three Road, Visat-Gandhinagar Road, Chandkheda, Ahmedabad-382424, Gujarat, , India ,
(2) Shantilal Shah Engineering College, New Sidsar Campus, Vartej, Sidsar, Bhavnagar - 364060, Gujarat, India
613-629
Abstract : 822
PDF : 235
DOI: https://doi.org/10.5614/j.eng.technol.sci.2026.58.5.1

Coolant Bleed Flow Modeling and Prediction for Aircraft Engines Based on TSO-RF Algorithm

DOI : 10.5614/j.eng.technol.sci.2026.58.4.6
Enlai Zhang (1), Jiaqiang Jiang (2), Zijuan Ren (3)
(1) School of Mechanical and Automotive Engineering, Xiamen University of Technology, No.600 Ligong Road, Jimei District, Xiamen, Fujian Province, 361024, China ,
(2) School of Mechanical and Automotive Engineering, Xiamen University of Technology, No.600 Ligong Road, Jimei District, Xiamen, Fujian Province, 361024, China ,
(3) School of Mechanical and Automotive Engineering, Xiamen University of Technology, No.600 Ligong Road, Jimei District, Xiamen, Fujian Province, 361024, China
540-554
Abstract : 283
PDF : 95
DOI: https://doi.org/10.5614/j.eng.technol.sci.2026.58.4.6
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