Prediction of diesel generator performance and emissions using minimal sensor data and analysis of advanced machine learning techniques

Marqusee, 2020, Appl Energy, 268, 10.1016/j.apenergy.2020.114918 Jeong, 2019, Nucl Eng Technol, 51, 10.1016/j.net.2019.03.012 Baidya, 2019, J Clean Prod, 225, 10.1016/j.jclepro.2019.03.340 The Economic Times. Diesel generators will be the backbone of the building and construction industry in the coming years. (Accessed 30 April 2019) 2019. Siddique, 2020, Energy, 201, 10.1016/j.energy.2020.117601 Oladokun, 2015, Renew Sustain Energy Rev, 52, 10.1016/j.rser.2015.07.028 Stejskal T, Svetlík J, Demeč P, Dovica M, Štofa M, Kováč J. The Effectiveness of a Three-Temperature Heat Pump System 2018. https://doi.org/10.20944/preprints201810.0501.v1. Mazloomi, 2012, Renew Sustain Energy Rev, 16 Environment Agency. Preliminary detailed assessment of management systems for General Nuclear System Limited's UK HPR1000 design - AR01. 2021. Aydın, 2020, Fuel, 270, 10.1016/j.fuel.2020.117492 Dierickx, 2021, Fuel Commun, 7, 10.1016/j.jfueco.2021.100010 Hyundai Heavy Industries. GAS & DUAL FUEL POWER PLANT 2022. Khatri, 2020, Int J Hydrogen Energy, 45, 10.1016/j.ijhydene.2019.12.167 MAN Energy Solutions. MAN L23/30DF and L28/32DF. 2021. Biofuels Central. mtu Gensets Engines from Rolls-royce Approved for Sustainable HVO Biofuel. (Accessed 12 May 2022) 2022. MWM. MWM Hydrogen Power: Use of Hydrogen as Clean Fuel for MWM Gas Engines and Cogeneration Power Plants. (Accessed 28 March 2022) 2022. Rolls-Royce. Rolls-Royce launches mtu hydrogen solutions for power generation (Accessed 15 October 2021). 2021. Romero, 2016, SAE Tech. Pap. Offshore Energy. Wärtsilä develops 1st dedicated methanol fuel supply system. (Accessed 17 March 2022) 2022. EPA. Nonroad Compression-Ignition Engines: Exhaust Emission Standards. 2016. EPA. Federal Marine Compression-Ignition (CI) Engines: Exhaust Emission Standards. 2020. EPA. Highway and Nonroad, Locomotive, and Marine (NRLM) Diesel Fuel Sulfur Standards. 2016. ABS. ADVISORY ON NOx TIER III COMPLIANCE. 2020. Gebremariam, 2018, Review. Energy Convers Manag, 168 Reed J. Can Green Hydrogen Be a Cost Competitive Transportation Fuel by 2030? 2022. Prussi, 2021, J Clean Prod, 291, 10.1016/j.jclepro.2021.125849 Lakhfif, 2016, Int J Appl Eng Res, 11, 9393 Shahid, 2022, Expert Syst Appl, 192, 10.1016/j.eswa.2021.116233 Liu, 2022, 2022 Castresana, 2022, Fuel, 319, 10.1016/j.fuel.2022.123873 Yüksel, 2022, Trans Marit Sci, 11, 79, 10.7225/toms.v11.n01.w08 Nguegnang, 2021, Int. Conf. Electr. Comput. Energy Technol. ICECET, 2021 Bonire, 2021, Sci African, 12 Song, 2022, Conf. Intell. Comput. Signal Process., 980 Wu, 2019, J Electron Sci Technol, 17, 10.1016/j.jnlest.2020.100007 Ahmad, 2022, Cluster Comput, 25, 3733, 10.1007/s10586-022-03598-z Zou, 2005, J R Stat Soc Ser B Stat Methodol, 67 Smola, 2004, Stat Comput, 14, 10.1023/B:STCO.0000035301.49549.88 Chang, 2011, ACM Trans Intell Syst Technol, 2, 10.1145/1961189.1961199 Géron A. Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow. “O'Reilly Media, Inc.”; 2022. Breiman, 2001, Mach Learn, 45, 5, 10.1023/A:1010933404324 Géron A. Hands-on machine learning with Scikit-Learn and TensorFlow : concepts, tools, and techniques to build intelligent systems. 2019. Chen T, Guestrin C. XGBoost: A scalable tree boosting system. Proc. ACM SIGKDD Int. Conf. Knowl. Discov. Data Min., vol. 13-17- August-2016, 2016. https://doi.org/10.1145/2939672.2939785. Ke, 2017, Adv. Neural Inf. Process. Syst., 2017- December Al Daoud, 2019, Int J Comput Inf Eng, 13 Dorogush, 2018, ArXiv Prepr ArXiv181011363 Ramachandran P, Zoph B, Le Q V. Searching for activation functions. ArXiv Prepr ArXiv171005941 2017. https://doi.org/10.48550/arXiv.1710.05941. Ruder, 2016, ArXiv Prepr ArXiv160904747 Jain, 1996, Computer (Long Beach Calif), 29 Wu, 2021, Comput Electron Agric, 184, 10.1016/j.compag.2021.106039 Liashchynskyi, 2019, ArXiv Prepr ArXiv191206059 Bergstra, 2012, J Mach Learn Res, 13 Li, 2018, J Mach Learn Res, 18 Frazier, 2018, ArXiv Prepr ArXiv180702811 Wang, 2018, ArXiv Prepr ArXiv180101596 Di Francescomarino, 2018, Inf Syst, 74, 10.1016/j.is.2018.01.003 Chen, 2017, Biostat Epidemiol, 1 Vrajitoru, 2000, Implications in Information Retrieval Hassanat, 2019, Inf, 10 Renaud, 2010, J Stat Plan Inference, 140, 10.1016/j.jspi.2010.01.008 Lundberg, 2017, Adv. Neural Inf. Process. Syst., 2017- December Shapley, 1953, Contrib to Theory Games, 2, 343 Al-Najjar, 2022, Gondwana Res Mohanty, 2016, J Ocean Eng Sci, 1, 10.1016/j.joes.2016.06.005 Anh Tran, 2021, J Ocean Eng Sci, 6, 10.1016/j.joes.2021.02.005 Xia, 2020, J Commer Biotechnol, 25 Tong, 2022, J Commer Biotechnol, 27, 10.5912/jcb1054 Jin, 2022, J Commer Biotechnol, 27, 10.5912/jcb1071 Venkatesh, 2021, Int J Commun Comput Technol, 10, 1 Baballe, 2022, Rev Comput Eng Res, 9, 10.18488/76.v9i1.2984