Industrial and Manufacturing Engineering, Renewable Energy, Sustainability and the Environment, Energy, Environmental Science
3
Scopus Publications
17
Scholar Citations
2
Scholar h-index
Scopus Publications
Machine Learning Based Energy Consumption Modeling of Machining Process-approach for Sustainability Gunjan Agarwal, Himanshu Gupta, Maneesh Tewari Evergreen, 2025 According to U.S. Energy Information Administration (EIA) energy consumption and carbon emission are projected to increase globally.In metal manufacturing there is continuous increase in energy demand and carbon emission.Machining is one of them which is widely used in discrete manufacturing sector.The performance of the machining process depends upon cutting parameters.These parameters are selected based on various criteria like minimum cost, maximum production rate, maximum material removal rate, and minimum energy consumption.For this, experiments have been conducted and based on collected data of input parameters cutting speed ,feed and depth of cut and corresponding energy consumption, modeling has been done.In the present work algorithms related to machine learning have been applied to the experimental data for modeling to predict energy consumption The performance of algorithms has been compared using mean squared error (MSE), mean absolute error (MAE) and R 2 value.The four favorable algorithms have been compared in terms of accuracy with the experimental data.Among the models tested, the Lasso Regression with Cross-Validation performed the best with lowest mean squared error (MSE) 158.9, mean absolute error (MAE) 8.37 and highest R 2 value 0.991.
Operational Sustainability of Manufacturing Systems GA M K Khare 2025.0
Machine Learning Based Energy Consumption Modeling of Machining Process-approach for Sustainability G Agarwal, H Gupta, M Tewari Transdiscilinary Research and Education Center for Green Technologies … , 2025 2025.0
Design and fabrication of Material Separation machine for Sustainable Development KK Ankit Kumar Singhal, *Mohit Kumar Singh Senger, Gunjan Agarwal International Journal of Materials, Manufacturing and Sustainable … , 2023 2023.0
Multi-objective Optimization of Cutting Parameters in Turning Process for Minimization of Carbon Emission and Processing Time G Agarwal, MK Khare, AK Singhal, R Prakash Advancement in Materials, Manufacturing and Energy Engineering, Vol. I … , 2021 2021.0
Multiobjective optimisation of cutting parameters in machining–a sustainable approach G Agarwal, MK Khare Materials Today: Proceedings 46, 5535-5543 , 2021 2021.0 Citations: 9
Energy Consumption in Machining Process-A Sustainable Manufacturing Approach MKK Gunjan Agarwal International Conference on Artificial Intelligence and Applications (IEEE … , 2019 2019.0
An Approach to Resolve Conflict between Energy Conservation and Conventional Machining Criteria for Selection of Cutting parameters. MKK Gunjan Agarwal Renewable Energy, Conservation & Efficient use of electricity by IEI Roorkee … , 2016 2016.0
Zero Waste Philosophy GA M K Khare Published in Conference NCETEST-14, at COER , 2014 2014.0
Material and energy wastes minimization in a machining system: A review G Agrawal, MK Khare J. Mater. Environ. Sci 4 (2), 251-256 , 2013 2013.0 Citations: 8
A Review of bagasse based Cogeneration in India SKG Gunjan Agarwal, H C. Thakur State of Art Technologies in Mechanical Engineering at Pantnagar in October … , 2007 2007.0
“Temperature Distribution in Bite Region in Hot Strip Rolling “ OPK Gunjan Agarwal All India Seminar on Advances in Industrial Engineering & Productivity … , 1995 1995.0
Modification of Cost Equation for Optimization of Cutting Parameters in Turning in view of Energy Conservation G Agarwal, MK Khare
MOST CITED SCHOLAR PUBLICATIONS
Multiobjective optimisation of cutting parameters in machining–a sustainable approach G Agarwal, MK Khare Materials Today: Proceedings 46, 5535-5543 , 2021 2021.0 Citations: 9
Material and energy wastes minimization in a machining system: A review G Agrawal, MK Khare J. Mater. Environ. Sci 4 (2), 251-256 , 2013 2013.0 Citations: 8
Operational Sustainability of Manufacturing Systems GA M K Khare 2025.0
Machine Learning Based Energy Consumption Modeling of Machining Process-approach for Sustainability G Agarwal, H Gupta, M Tewari Transdiscilinary Research and Education Center for Green Technologies … , 2025 2025.0
Design and fabrication of Material Separation machine for Sustainable Development KK Ankit Kumar Singhal, *Mohit Kumar Singh Senger, Gunjan Agarwal International Journal of Materials, Manufacturing and Sustainable … , 2023 2023.0
Multi-objective Optimization of Cutting Parameters in Turning Process for Minimization of Carbon Emission and Processing Time G Agarwal, MK Khare, AK Singhal, R Prakash Advancement in Materials, Manufacturing and Energy Engineering, Vol. I … , 2021 2021.0
Energy Consumption in Machining Process-A Sustainable Manufacturing Approach MKK Gunjan Agarwal International Conference on Artificial Intelligence and Applications (IEEE … , 2019 2019.0
An Approach to Resolve Conflict between Energy Conservation and Conventional Machining Criteria for Selection of Cutting parameters. MKK Gunjan Agarwal Renewable Energy, Conservation & Efficient use of electricity by IEI Roorkee … , 2016 2016.0
Zero Waste Philosophy GA M K Khare Published in Conference NCETEST-14, at COER , 2014 2014.0
A Review of bagasse based Cogeneration in India SKG Gunjan Agarwal, H C. Thakur State of Art Technologies in Mechanical Engineering at Pantnagar in October … , 2007 2007.0
“Temperature Distribution in Bite Region in Hot Strip Rolling “ OPK Gunjan Agarwal All India Seminar on Advances in Industrial Engineering & Productivity … , 1995 1995.0
Modification of Cost Equation for Optimization of Cutting Parameters in Turning in view of Energy Conservation G Agarwal, MK Khare
