职 称 : 副教授
学 科 :
单 位 : 电气工程学院1. 智能优化算法，包括单目标与多目标优化，静态与动态动态优化算法等；
2. 轧制过程控制，包括轧制过程建模与控制，轧制流程优化等；
3. 人工智能研究，包括深度神经网络研究，目标跟踪与识别研究等。
孙浩，副教授，博士生导师。主要从事智能优化算法，人工智能算法，轧制过程建模及智能控制等方面的研究。主持河北省自然科学基金1项，参与国家自然科学基金3项，主持企业横向课题到款总额280余万，以第一或通讯作者发表学术论文27篇，其中发表SCI论文12篇（二区及以上10篇），中文卓越期刊2篇，授权发明专利2项。
代表性学术论文
[1] Sun Hao*, Cao Anran, , Hu Ziyu, Li Xiaxia, Zhao Zhiwei. A novel quantile-guided dual prediction strategies for dynamic multi-objective optimization [J]. Information Sciences, 2021, 579: 751-775. DOI: 10.1016/j.ins.2021.08.027. (中科院SCI一区TOP)
[2] Wang Cong, Sun Hao*, Wei Lixin, Hu Ziyu. A novel knee-guided algorithm based on frequency analysis for non-cyclic dynamic multiobjective optimization problems[J]. Expert Systems with Applications, 2024, 237: 121538. DOI: 10.1016/j.eswa.2023.121538. (中科院SCI一区TOP)
[3] Cao Anran, Sun Hao*, Hu Ziyu, Chen Pengfei, Zhao Zhiwei. Quantile-guided multi-strategy algorithm for dynamic multiobjective optimization[J]. Applied Soft Computing, 2023, 133. DOI: 10.1016/j.asoc.2022.109892. (中科院SCI一区TOP)
[4] Ma Xuemin, Yang Jingming, Sun Hao*, Hu Ziyu, Wei Lixin. Double-space environmental change detection and response strategy for dynamic multi-objective optimize problem [J]. Swarm and Evolutionary Computation, 2024, 85: 101468. DOI: 10.1016/j.swevo.2024.101468. (中科院SCI一区TOP)
[5] Ma Xuemin, Yang Jingming, Sun Hao*, Hu Ziyu, Wei Lixin. Feature Information Prediction Algorithm for Dynamic Multi-objective Optimization Problems [J]. Information Sciences, 2021, 545: 1-24. DOI: 10.1016/j.ins.2020.07.009. (中科院SCI一区TOP)
[6] Sun Hao*,Chen Pengfei, Hu Ziyu, Wei Lixin, Multi-objective evolutionary multitasking algorithm based on cross-task transfer solution matching strategy[J]. ISA Transactions, 2023, 138: 504-520. DOI: 10.1016/j.isatra.2023.03.015. (中科院SCI二区TOP)
[7] Sun Hao*, Wang Cong, Li Xiaxia, Hu Ziyu. A decision variable classification strategy based on the degree of environmental change for dynamic multiobjective optimization [J]. European Journal of Operational Research, 2024, 313(1): 296-311. DOI: 10.1016/j.ejor.2023.08.023. (中科院SCI二区TOP)
[8] Ma Xuemin, Yang Jingming, Sun Hao*, Hu Ziyu, Wei Lixin. Feature Information Prediction Algorithm for Dynamic Multi-objective Optimization Problems [J]. European Journal of Operational Research, 2021, 295(3): 965-981. DOI: 10.1016/j.ejor.2021.01.028. (中科院SCI二区TOP)
[9] Li Xiaxia, Yang Jingming, Sun Hao*, Hu Ziyu, Cao Anran. A dual prediction strategy with inverse model for evolutionary dynamic multiobjective optimization [J]. ISA Transactions, 2021, 117: 196-209. DOI: 10.1016/j.isatra.2021.01.053. (中科院SCI二区TOP)
[10] Sun Hao, Ma Xuemin, Hu Ziyu*, Yang Jingming, Cui Huihui. A two stages prediction strategy for evolutionary dynamic multi-objective optimization [J]. Applied Intelligence, 2023, 53: 1115-1131. DOI: 10.1007/s10489-022-03353-2. (中科院SCI二区)
[11] Ma XueMin, Sun Hao*, Hu Ziyu, Wei Lixin, Yang Jingming. Decision space information driven algorithm for dynamic multiobjective optimization with a changing number of objectives [J]. International Journal of Machine Learning and Cybernetics, 2024, 15: 429-457. DOI: 10.1007/s13042-023-01918-2. (中科院SCI三区)
[12] Ma XueMin, Sun Hao*, Hu Ziyu, Wei Lixin, Yang Jingming. Multi-spatial information joint guidance evolutionary algorithm for dynamic multi-objective optimization with a changing number of objectives [J]. Neural Computing and Applications, 2023, 35: 15167–15199. DOI: 10.1007/s00521-023-08369-4. (中科院SCI三区)
[13] 孙浩*, 杨景明, 刘醒, 唐永超, 车海军. 基于环境Pareto支配选择策略的有约束多目标差分进化算法[J]. 控制与决策, 2016, 31(1): 45-51.(卓越期刊，EI)
[14] 孙浩*, 肖宏, 胡庆军. 基于有约束多目标进化算法的冷轧负荷分配分析[J]. 中国机械工程, 2017, 28(1): 93-100.(1A)
[15] 孙浩*, 杨景明, 车海军. 基于遗传算法的PP及冷连轧轧制规程多目标优化[J]. 钢铁, 2014, 49(9): 55-60.(1A)
[16] 马学敏, 杨景明, 孙浩*, 呼子宇, 韦钦楠. 基于多区域中心点预测的动态多目标优化算法[J]. 控制与决策, 2022, 37(10): 2477-2486.(卓越期刊，EI)
[17] 孙浩*, 赵明达, 李静, 魏立新, 呼子宇. 基于LSTM-JITRVM的冷轧轧制力建模方法研究[J]. 计量学报, 2023, 44(9): 1409-1416.(1A)
[18] 孙浩*, 叶国良, 翟博豪, 呼子宇, 赵志伟. 基于循环自编码网络的冷轧轧制力建模方法[J]. 计量学报, 2022, 43(9): 1172-1177.(1A)
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