Multi-objective optimization of a hydrogen-fueled Wankel rotary engine based on machine learning and genetic algorithm

Citations

Cited by:

1. Wang, Chongyao & Wang, Xin & Wang, Huaiyu & Xu, Yonghong & Ge, Yunshan & Tan, Jianwei & Hao, Lijun & Wang, Yachao & Zhang, Mengzhu & Li, Ruonan, 2024. "Co-optimizing NOx emission and power output of a natural gas engine-ORC combined system through neural networks and genetic algorithms," Energy, Elsevier, vol. 289(C).
2. Wang, Bin & Xie, Fangxi & Li, Xiaoping & Jiang, Beiping & Su, Yan & Wang, Zhongshu & Liu, Yuhao & Liang, Zhendong, 2025. "Optical and simulation investigation of effect of jet-wall interaction on combustion performance of methanol pre-chamber turbulent jet ignition system," Applied Energy, Elsevier, vol. 385(C).
3. Yang, Xiyu & Yang, Fangliang & Li, Nan & Zhang, Liang & Lei, Jian & Shi, Cheng & Bai, Yun & Dong, Quan, 2024. "Study on prediction of gas injection mass fluctuation for hydrogen-diesel co-direct injection system: A prediction algorithm driven by model and perception iterative," Energy, Elsevier, vol. 308(C).
4. Xu, Yuchen & Sun, Min & Chen, Guisheng & Xiao, Renxin & Gong, Hang & Yang, Jie & Yang, Sen, 2025. "Multi-objective optimization of variable altitude high-dimensional compression-ignition aviation piston engine based on Kriging model and NSGA-III," Energy, Elsevier, vol. 320(C).
5. Liming Di & Zhuogang Sun & Fuxiang Zhi & Tao Wan & Qixin Yang, 2023. "Assessment of an Optimal Design Method for a High-Energy Ultrasonic Igniter Based on Multi-Objective Robustness Optimization," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
6. Shi, Ting & Wang, Huaiyu & Yang, Wenming & Peng, Xueyuan, 2024. "Mathematical modeling and optimization of gas foil bearings-rotor system in hydrogen fuel cell vehicles," Energy, Elsevier, vol. 290(C).
7. Wang, Huaiyu & Wang, Xin & Ge, Yunshan & Wang, Shuofeng & Yang, Jinxin & Ji, Changwei, 2025. "Analyzing the impact of hydrogen direct injection parameters on flow field and combustion characteristics in Wankel rotary engines," Energy, Elsevier, vol. 319(C).
8. Zhang, Yulin & Su, Yan & Li, Xiaoping & Xie, Fangxi & Yu, Hao & Shen, Bo & Lang, Maochun, 2025. "Study and prediction on macroscopic characteristics of free spray of typical alcohol fuels through experimentation and the artificial neural network," Energy, Elsevier, vol. 316(C).
9. Liang, Zhendong & Xie, Fangxi & Li, Qian & Su, Yan & Wang, Zhongshu & Dou, Huili & Li, Xiaoping, 2024. "Co-optimization and prediction of high-efficiency combustion and zero-carbon emission at part load in the hydrogen direct injection engine based on VVT, split injection and ANN," Energy, Elsevier, vol. 308(C).
10. Hai, Tao & Hussein Kadir, Dler & Ghanbari, Afshin, 2023. "Modeling the emission characteristics of the hydrogen-enriched natural gas engines by multi-output least-squares support vector regression: Comprehensive statistical and operating analyses," Energy, Elsevier, vol. 276(C).
11. Ao, Xuefei & Gan, Huibing & Xin, Mingjiang & Cong, Yujin & Lu, Daoyi & Guo, Ankang & Wang, Huaiyu, 2024. "Numerical investigation on the effects of pilot fuel and natural gas injection pressures on methane slip in a large marine dual-fuel engine," Energy, Elsevier, vol. 312(C).
12. Yao, Dasuo & Qin, Jing & Pei, Yiqiang & Wang, Yingbo & Wang, Tongjin, 2024. "Comprehensive influence of rotary speed and intake closing timing on the combustion process of the elliptical rotary engine," Energy, Elsevier, vol. 313(C).
13. Farhan, Muhammad & Shahid, Muhammad Ihsan & Rao, Anas & Chen, Tianhao & Salam, Hamza Ahmad & Xin, Li & Xiao, Qiuhong & Ma, Fanhua, 2025. "Experimental and predictive analysis of knock inducing factors for HCNG-fueled spark ignition engines," Energy, Elsevier, vol. 322(C).
14. Yuan, Hao & Goyal, Harsh & Islam, Reza & Giles, Karl & Howson, Simeon & Lewis, Andrew & Parsons, Dom & Esposito, Stefania & Akehurst, Sam & Jones, Peter & McAllister, Matthew & Littlefair, Bryn & Lu, , 2024. "Thermodynamics-based data-driven combustion modelling for modern spark-ignition engines," Energy, Elsevier, vol. 313(C).
15. Farhan, Muhammad & Chen, Tianhao & Rao, Anas & Shahid, Muhammad Ihsan & Liu, Yongzheng & Ma, Fanhua, 2024. "Comparative knock analysis of HCNG fueled spark ignition engine using different heat transfer models and prediction of knock intensity by artificial neural network fitting tool," Energy, Elsevier, vol. 304(C).
16. Yang, Jinxin & Wang, Huaiyu & Ji, Changwei & Chang, Ke & Wang, Shuofeng, 2023. "Investigation of intake closing timing on the flow field and combustion process in a small-scaled Wankel rotary engine under various engine speeds designed for the UAV application," Energy, Elsevier, vol. 273(C).
17. Farhan, Muhammad & Chen, Tianhao & Rao, Anas & Shahid, Muhammad Ihsan & Xiao, Qiuhong & Liu, Yongzheng & Ma, Fanhua, 2024. "Performance, emissions and combustion analysis of hydrogen-enriched compressed natural gas spark ignition engine by optimized Gaussian process regression and neural network at low speed on different l," Energy, Elsevier, vol. 302(C).
18. Shi, Cheng & Lei, Jian & Tian, Guohong & Ma, Zedong & Yang, Xiyu & Zhu, Jian, 2025. "Numerical investigation on recess geometry amelioration of an ammonia-hydrogen zero-carbon Wankel engine," Renewable Energy, Elsevier, vol. 242(C).
19. Meng, Qinglong & Wei, Ying'an & Fan, Jingjing & Li, Yanbo & Zhao, Fan & Lei, Yu & Sun, Hang & Jiang, Le & Yu, Lingli, 2024. "Peak regulation strategies for ground source heat pump demand response of based on load forecasting: A case study of rural building in China," Renewable Energy, Elsevier, vol. 224(C).
20. Tian, Jie & Xiong, Yong & Liu, Zhenge & Wang, Lu & Wang, Yongqi & Yin, Wei & Cheng, Yong & Zhao, Qingwu, 2024. "Experimental study on the discharge characteristics of high-voltage nanosecond pulsed discharges and its effect on the ignition and combustion processes," Applied Energy, Elsevier, vol. 374(C).
21. Rao, Anas & Li, Wei & Abbasi, Muhammad Salman & Shahid, Muhammad Ihsan & Farhan, Muhammad & Zulfiqar, Sana & Chen, Tianhao & Ma, Fanhua & Li, Xin, 2025. "Machine learning-enhanced combustion modeling for predicting laminar burning velocity of ammonia-hydrogen mixtures using improved reaction mechanisms," Energy, Elsevier, vol. 320(C).
22. Chen, Guisheng & Sun, Min & Li, Junda & Wang, Jiguang & Shen, Yinggang & Liang, Daping & Xiao, Renxin, 2024. "Study on high-altitude ceiling strategy of compression ignition aviation piston engines based on BP-NSGA II algorithm optimization," Energy, Elsevier, vol. 294(C).
23. Wang, Zhe & Zhang, Tianyue & Wang, Du & Wang, Shuofeng & Ji, Changwei & Wang, Huaiyu & Yang, Haowen & Zhai, Yifan, 2024. "A comparative study on the premixed ammonia/hydrogen/air combustion with spark ignition and turbulent jet ignition," Energy, Elsevier, vol. 307(C).
24. Yang, Zhenzhong & Guo, Ping & Wang, Lijun & Hao, Qingyang, 2024. "Multi-objective optimization analysis of hydrogen internal combustion engine performance based on game theory," Applied Energy, Elsevier, vol. 374(C).
25. Zhu, Yizi & He, Zhixia & Xuan, Tiemin & Shao, Zhuang, 2024. "An enhanced automated machine learning model for optimizing cycle-to-cycle variation in hydrogen-enriched methanol engines," Applied Energy, Elsevier, vol. 362(C).
26. Zhai, Yifan & Wang, Shuofeng & Wang, Zhe & Zhang, Tianyue & Ji, Changwei, 2023. "Experimental and numerical study on laminar combustion characteristics of by-product hydrogen coke oven gas," Energy, Elsevier, vol. 278(C).
27. Wang, Huaiyu & Ji, Changwei & Wang, Du & Wang, Zhe & Yang, Jinxin & Meng, Hao & Shi, Cheng & Wang, Shuofeng & Wang, Xin & Ge, Yunshan & Yang, Wenming, 2023. "Investigation on the potential of using carbon-free ammonia and hydrogen in small-scaled Wankel rotary engines," Energy, Elsevier, vol. 283(C).
28. Farhan, Muhammad & Chen, Tianhao & Rao, Anas & Shahid, Muhammad Ihsan & Xiao, Qiuhong & Salam, Hamza Ahmad & Ma, Fanhua, 2024. "An experimental study of knock analysis of HCNG fueled SI engine by different methods and prediction of knock intensity by particle swarm optimization-support vector machine," Energy, Elsevier, vol. 309(C).