Predication emission of an intelligent marine diesel engine based on modeling of BP neural networks
文献类型：会议论文
| 作者 | Wang,Mingyv ; Zhang,Shaojun ; Zhang,Jundong ; Ma,Qiang |
| 出版日期 | 2010 |
| 会议日期 | 2010-08-10 |
| 会议地点 | . |
| 关键词 | Atmospheric Pressure Diesel Engines Exhaust Systems (Engine) Marine Engines Measurement Errors Network Performance Speech Recognition |
| 通讯作者 | Wang,M. |
| 英文摘要 | Predicate the emission of the marine diesel using the artificial neural networks (ANNs) has never been reported. The aim of this study is to establish a new approach for prediction of the marine diesel engine emissions based on ANNs. The marine engine exhaust emissions were measured for different engine loads conditions according to the IMO technical code. According to the results, the network performance is sufficient for all emission outputs. In the network, engine speed (N), engine load (L), fuel flow rate (FFR), air mass flow rate (AMR), scavenge air pressure( SAR), maximum injection pressure (MIP), electronic parameters and environmental conditions were taken as the input parameters, and the values of emissions were used as the output parameters. The R2 values of the modeling were 0.98, and the mean % errors were smaller. However, filter smoke number (FSN) higher mean errors were obtained due to the complexity of the burning process and the measurement errors. Finally, ANNs modeling was successfully trained by experimental data, and then the model was used to predict engine emission values. The result showed that the values produced by ANNs were parallel to the experimental results. © 2010 IEEE. |
| 产权排序 | (1) Marine Engineering College, Dalian Maritime University, 1 Linghai Road, 116026 Dalian, China; (2) Ocean School, Yantai University, 32 Qingquan Road, 264005 Yantai, China; (3) Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, 17 Chunhui Road, Laishan District, 264005, Yantai, China; (4) Marine College, Shandong Jiaotong University, 115 Xinwei Road, 264200 Weihai, China |
| 会议录 | Proceedings - 2010 6th International Conference on Natural Computation, ICNC 2010
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| 会议录出版者 | IEEE Computer Society, 445 Hoes Lane - P.O.Box 1331, Piscataway, NJ 08855-1331, United States |
| 学科主题 | 管理学 |
| 语种 | 英语 |
| URL标识 | 查看原文 |
| ISBN号 | ISBN-13:9781424459612 |
| 源URL | [http://ir.yic.ac.cn/handle/133337/4782]  |
| 专题 | 烟台海岸带研究所_中科院烟台海岸带研究所知识产出 |
| 推荐引用方式 GB/T 7714 | Wang,Mingyv,Zhang,Shaojun,Zhang,Jundong,et al. Predication emission of an intelligent marine diesel engine based on modeling of BP neural networks[C]. 见:. .. 2010-08-10. |
入库方式： OAI收割
来源：烟台海岸带研究所
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