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- Title
Optimizing soybean biofuel blends for sustainable urban medium-duty commercial vehicles in India: an AI-driven approach.
- Authors
Rajak, Upendra; Chaurasiya, Prem Kumar; Verma, Tikendra Nath; Dasore, Abhishek; Ağbulut, Ümit; Meshram, Kundan; Saleel, CAhamed; Saboor, Shaik; Cuce, Erdem; Mian, Zhibao
- Abstract
This article presents the outcomes of a research study focused on optimizing the performance of soybean biofuel blends derived from soybean seeds specifically for urban medium-duty commercial vehicles. The study took into consideration elements such as production capacity, economics and assumed engine characteristics. For the purpose of predicting performance, combustion and emission characteristics, an artificial intelligence approach that has been trained using experimental data is used. At full load, the brake thermal efficiency (BTE) dropped as engine speed increased for biofuel and diesel fuel mixes, but brake-specific fuel consumption (BSFC) increased. The BSFC increased by 11.9% when diesel compared to using biofuel with diesel blends. The mixes cut both maximum cylinder pressure and NO x emissions. The biofuel-diesel fuel proved more successful, with maximum reduction of 9.8% and 22.2 at rpm, respectively. The biofuel and diesel blend significantly improved carbon dioxide ( CO 2 ) and smoke emissions. The biofuel blends offer significant advantages by decreeing exhaust pollutants and enhancing engine performance.
- Subjects
INDIA; BIOMASS energy; COMMERCIAL vehicles; DIESEL fuels; ENERGY consumption; SOYBEAN; THERMAL efficiency; URBAN plants
- Publication
Environmental Science & Pollution Research, 2024, Vol 31, Issue 22, p32449
- ISSN
0944-1344
- Publication type
Article
- DOI
10.1007/s11356-024-33210-3