在现代化石燃料发动机中,创新的AI分析和对丰富清洁燃料的实验研究
Mohammed Al Awadh1,2, Mohammad Imtiyaz Gulbarga3
1Department of Industrial Engineering, College of Engineering, King Khalid University, P.O. Box 394, Abha, 61421, Saudi Arabia. mohalawadh@kku.edu.sa.
与气混合的Duckweed生物油显示出作为内燃机清洁燃料的前景. 这种富含的燃料提高了发动机效率,并大大减少了碳化合物和一氧化碳等有害排放.
科学领域:
- 工程 工程师 工程师 工程师
- 可再生能源可再生能源是可再生能源.
- 燃烧科学 燃烧科学
背景情况:
- 对化石燃料耗尽和排放的日益担忧推动了对清洁能源解决方案的需求.
- 是一种关键的清洁燃料,与生物质相结合,可提供废物管理和燃料安全方面的好处.
- 水生植物油 (草生物油) 是燃料生产的可持续生物质来源.
研究的目的:
- 为了研究反应性控制压缩点火 (RCCI) 发动机的性能,使用草生物油和混合物.
- 评估这些新型缩燃料的效率和排放特性.
- 用人工神经网络 (ANN) 建模和桑基图来验证实验发现.
主要方法:
- 从草中生产生物油.
- 将草生物油与气混合在一起.
- 在反应控制式压缩点火 (RCCI) 发动机中测试燃料混合物.
- 使用人工神经网络 (ANN) 进行结果验证.
- 采用桑基图表进行能量分布分析.
主要成果:
- 与柴油相比,H40混合物 (40%的) 实现了1%更高的制动热效率 (BTE).
- 碳化合物 (HC) 减少了40%,一氧化碳 (CO) 减少了27%,烟雾减少了14%,氧化物 (NOx) 减少了6%.
- ANN验证显示高精度,低RMSE (0.9965-0.9996) 和MPAE在4%以内.
结论:
- 富含的草生物油是内燃机可行的替代燃料.
- 这种燃料组合可以提高发动机性能,并大幅减少有害排放.
- 该研究证实了可持续生物油与相结合的潜力,可用于更清洁的能源应用.
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