点击数: 更新日期: 2021-09-27
刘建伟，男。自动化系博士生导师/硕士生导师。曾任加拿大温哥华英属哥伦比亚大学访问学者，加拿大滑铁卢大学高级访问学者。讲授概率机器学习（博士生），统计学习理论（博士生），模式识别专题（博士生），可编程序控制器原理及其应用，模式识别与机器学习导论等课程。
长期从事模式识别与智能系统、复杂系统分析与智能控制、机器学习和数据挖掘方面的研究工作。中国人工智能学会机器学习分会高级会员。在国际国内期刊上和国际国内会议上发表学术研究论文260多篇，其中三大检索200多篇。
博士生/硕士生招生专业：控制科学与控制工程，模式识别与智能系统；
硕士专业学位研究生指导教师: 电子信息,计算机工程管理
Email: liujw@cup.edu.cn 2236677012@qq.com
一 研究方向：
1．模式识别与智能系统
基于泛函分析理论（巴拿赫空间，索伯列夫空间，再复制希尔伯特空间理论，算子谱论，框架理论）、半参数模型理论、经验过程理论、随机过程统一中心极限理论、巴拿赫空间概率理论，运用深度学习、半监督学习、概率图模型学习、结构稀疏化学习、函数数据学习、支持向量机技术、缺失值分析技术、非线性时间序列分析技术，进行数据建模、统计分析、数据挖掘、复杂结构化数据分类、聚类、异常检测、故障诊断和特征选择方法研究。
2．复杂系统分析、预测与控制
随机非线性自适应控制，随机非线性估计、分析。
在线序列预测和分析，在线竞争分析，多臂赌博机算法分析及随机规划和控制。
分数阶脉冲积分微分方程的稳定性，解的存在性和可控性。
3．算法分析与设计
变分最优化算法，集值映射分析，随机优化算法分析，算法复杂性分析。
二 近几年代表性成果：
Google Scholar
http://scholar.google.com/citations?hl=zh-CN&user=Lw5L1GYAAAAJ&view_op=list_works&pagesize=100
Accepted and submitted papers:
[1]. Ze-yu Liu, Jian-wei Liu* . Part-aware attention correctness for video salient object detection. Engineering Applications of Artificial Intelligence , 2023, 119:105733(SCI，JCR-1区，IF: 6.202)
[2]. Yang-yang Liu, Jian-wei Liu* . An attempt to apply the homotopy method to the domain of machine learning. Expert Systems with Applications , 2023
[3]. Ming-fei Hu, and Jian-wei Liu* . mcVAE: Disentangling by Mean Constraint. The Visual Computer, 2023.
[4]. Qi Dai, Jian-wei Liu* , Yong-hui Shi. Distance Mapping Overlap Complexity Metric for Class-Imbalance Problems. Applied Soft Computing Journal (2023)
[5]. Shuai Ma, Jian-wei Liu* . Self-supervised contrastive learning for heterogeneous graph based on multi-pretext tasks. Neural Computing and Applications (2023). https://doi.org/10.1007/s00521-023-08234-4
[6]. Qi Dai, Jian-wei Liu* , Yong-hui Shi. Class-overlap undersampling based on Schur decomposition for Class-imbalance problems. Expert Systems with Applications , 2023, 221:119735
[7]. Si Ming Lian, Jian-wei Liu* . Abstracting Instance Information and Inter-Label Relations for Sparse Multi-Label Classification. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (2023). https://doi.org/10.1142/S0218488523500034
[8]. Yue Gao, Jian-wei Liu* . Adaptively Sparse Transformers Hawkes Process. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (2023)
[9]. Qi Dai, Jian-wei Liu* , Jia-Peng Yang. SWSEL: Sliding Window-based Selective Ensemble Learning for Class-imbalanced Problems. Engineering Applications of Artificial Intelligence . 2023, 121:105959
[10]. Shuai Ma, Jian-wei Liu* . Self-supervised Learning for Heterogeneous Graph via Metapath. Applied Soft Computing Journal (2023)
[11]. Ya-nan Han, Jian-wei Liu. Online continual learning via the knowledge invariant and spread-out properties. Expert Systems with Applications, 2023, 213:119004
[12]. Ze-yu Liu, Jian-wei Liu *.Multi-scale attentional similarity guidance network for few-shot semantic segmentation. Neural Computing and Applications ( 2022). https://doi.org/10.1007/s00521-022-07494-w.
[13]. Qi Dai Jian-wei Liu *,Jia-peng Yang. Class-imbalanced positive instances augmentation via three-line hybrid. Knowledge-Based Systems. Available online 20 September 2022, 109902
[14]. Shuai Ma, Jian-wei Liu* , Xin Zuo. Self-supervised Learning for Heterogeneous Graph via Structure Information based on Metapath. arXiv preprint arXiv:2209.04218
[15]. Ya-nan Han, Jian-wei Liu* . Online Continual Learning via the Meta-learning update with Multi-scale Knowledge Distillation and Data Augmentation. Engineering Applications of Artificial Intelligence ,2022, 113: 104966
[16]. Dai, Qi, Jian-wei Liu* , and Yang Liu. Multi-granularity relabeled under-sampling algorithm for imbalanced data. Applied Soft Computing , 2022, 124: 109083.
[17]. Liu, Ze-yu, and Jian-wei Liu* . Hypergraph attentional convolutional neural network for salient object detection[J]. The Visual Computer , 2022: 1-27.
[18]. Meng, Qing-xin, and Jian-wei Liu* . Optimistic Online Convex Optimization in Dynamic Environments[J]. arXiv preprint arXiv:2203.14520, 2022 .
[19]. Qi Dai, Jian-wei Liu* , Jiapeng Yang. Multi‐armed bandit heterogeneous ensemble learning for imbalanced data. Computational Intelligence , 2022.
[20]. Zhi-yan Song, Jian-wei Liu *, Jie Yang & Lu-ning Zhang. Linear normalization attention neural Hawkes process. Neural Computing and Applications (2022).https://doi.org/10.1007/s00521-022-07821-1.
[21]. Qi Dai, Jian-wei Liu *, Jia-Liang Zhao.Distance-based arranging oversampling technique for imbalanced data. Neural Computing and Applications (2022).https://doi.org/10.1007/s00521-022-07828-8.
[22]. Ming-fei Hu & Jian-wei Liu *.β-CapsNet: learning disentangled representation for CapsNet by information bottleneck. Neural Computing and Applications (2022).https://doi.org/10.1007/s00521-022-07729-w.
[23]. Ze-yu Liu & Jian-wei Liu *.Kernel-based similarity sorting and allocation for few-shot semantic segmentation. Neural Computing and Applications (2022).https://doi.org/10.1007/s00521-022-07654-y.
[24]. Run-kun Lu, Jian-wei Liu *,Ze-Yu Liu,Jinzhong Chen.Partially latent factors based multi-view subspace learning. 2022 https://doi.org/10.1111/coin.12540. Computational Intlligence.
[25]. Lu-ning Zhang, Jian-wei Liu*, Xin Zuo.Doubly time-dependent Hawkes process and applications in failure sequence analysis. Computational Statistics (2022).https://doi.org/10.1007/s00180-022-01269-6.
[26]. Jianwei Liu* , Jiajia Zhou, Mohamed S Kamel, Xionglin Luo. Online Learning Algorithm Based on Adaptive Control Theory. IEEE Transactions on Neural Networks & Learning Systems , 2018, 29(6):2278-2293. （SCI，JCR-1区，IF: 11.683）
[27]. Si-Si Zhang, Jian-wei Liu* , Xin Zuo. Adaptive online incremental learning for evolving data streams. Applied Soft Computing , 2021, 105:107255（SCI，JCR-1区，IF: 6.725）
[28]. Si-ming Lian, Jian-wei Liu* , Runkun Lu, Xionglin Luo. Captured multi-label relations via joint deep supervised autoencoder. Applied Soft Computing , 2019, 74:709-728. （SCI，JCR-1区Top，IF: 6.725）
[29]. Ze-yu Liu, Jian-wei Liu* , Xin Zuo, Ming-fei Hu. Multi-scale iterative refinement network for RGB-D salient object detection. Engineering Applications of Artificial Intelligence , 2021, 106:104473（SCI，JCR-1区，IF: 6.202）
[30]. Lu-ning Zhang, Jian-Wei Liu* , Zhi-yan Song, Xin Zuo. Universal Transformer Hawkes Process with Adaptive Recursive Iteration. Engineering Applications of Artificial Intelligence , 2021, 105: 104416（SCI，JCR-1区，IF: 6.202）
[31]. Lu-ning Zhang, Jianwei Liu* , Xin Zuo. Survival analysis of failures based on Hawkes process with Weibull base intensity. Engineering Applications of Artificial Intelligence , 2020, 103709. （SCI，JCR-1区，IF: 6.202）
[32]. Lu-ning Zhang, Jian-wei Liu* , Zhi-yan Song, Xin Zuo. Temporal attention augmented transformer Hawkes process. Neural Computing and Applications , 2021: 1–15 （SCI，JCR-1区，IF: 5.606）
[33]. Jianwei Liu* , Zhengping Ren , Runkun Lu, Xionglin Luo. GMM discriminant analysis with noisy label for each class. Neural Computing and Applications , 2021,33:1171–1191. （SCI，JCR-2区，IF: 5.606）
[34]. Siming Lian, Jianwei Liu* , Runkun Lu, Xionglin Luo. Partially disentangled latent relations for multi-label deep learning. Neural Computing and Applications. 33：6039–6064 ,2020. （SCI，JCR-1区，IF: 5.606）
[35]. Run-kun Lu, Jian-wei Liu, Si-ming Lian, Xin Zuo. Multi-View representation learning in Multi-Task Scene. Neural computation and application. 2020,32 :10403–10422（SCI，JCR-1区，IF: 5.606）
[36]. Run-kun Lu, Jian-wei Liu * , Xin Zuo. Attentive Multi-View Deep Subspace Clustering Net. Neurocomputing, 2021：186-196（SCI，JCR-1区，IF: 5.719）
[37]. Si-si Zhang, Jian-wei Liu * , Xin Zuo, Run-kun Lu, Si-ming Lian. Online deep learning based on auto-encoder. Applied Intelligence, 2021：1-20（SCI，JCR-3区，IF: 3.325）
[38]. Zhi-yan Song, Jian-wei Liu* . Tri-Transformer Hawkes Process via Dot-product Attention Operations with Event Type and Temporal Encoding. Computational Intelligence . 2021, 1-23.
[39]. Longchuan Guo, Jian-wei Liu *. Improved backstepping control for stochastic high-order nonlinear time delay system with a constructive mechanical system. Transactions of the Institute of Measurement and Control , 2018:014233121774195.（SCI，JCR-4区，IF: 1.956）
[40]. Ruyi Ji, Zeyu Liu, Libo Zhang, Haofeng Wang, Jianwei Liu* , Xin Zuo, Lin Yang, Yanjun Wu, Chen Zhao. Multi-peak Graph-based Multi-instance Learning for Weakly Supervised Object Detection. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) . 2021, 17(2s) : 1–21（SCI，JCR-3区，IF: 2.987）
[41]. 马帅, 刘建伟 * , 左信. 图神经网络综述. 计算机研究与发展 , 2022, 59(01):47-80
[42]. 刘建伟 * , 刘俊文, 罗雄麟. 深度学习中注意力机制研究进展. 工程科学学报 . 2021, 43(11):1499-1511
[43]. 韩亚楠, 刘建伟 * , 罗雄麟. 概率主题模型综述. 计算机学报 , 2021, 44(06):1095-1139
[44]. 韩亚楠, 刘建伟 * , 罗雄麟. 后验正则化综述. 计算机应用研究 , 2021, 38(10):2881-2887
[45]. 刘建伟 * , 谢浩杰, 罗雄麟. 生成对抗网络在各领域应用研究进展. 自动化学报 , 2020, 46(12): 2500−2536.
[46]. 刘建伟 * , 赵会丹, 罗雄麟，许鋆. 深度学习批归一化及其相关算法研究进展. 自动化学报 , 2020, 46(6): 1090−1120.
[47]. 张思思, 左信, 刘建伟 * . 深度学习中的对抗样本问题. 计算机学报 , 2019,42(8): 1886-1438.
[48]. 张鲁宁, 左信, 刘建伟 * . 零样本学习研究进展. 自动化学报 . 2020, 46(1): 1-23.
[49]. 刘建伟 * , 王园方,罗雄麟. 深度记忆网络研究进展. 计算机学报 , 2021, 44(8): 1549-1589.
[50]. 张钰, 刘建伟 * ,左信.多任务学习. 计算机学报 , 43(7): 1340-1378,2020.
[51]. 刘建伟 * , 崔立鹏, 罗雄麟. 概率图模型的稀疏化学习. 计算机学报 , 2018, 39(8)：1597-1611
[52]. 胡铭菲, 左信, 刘建伟 * . 深度生成模型综述. 自动化学报 , 2022, 48(01): 40-74.
[53]. 刘建伟 * ,高悦.单词嵌入表示学习综述.控制理论与应用,2022,39(07):1171-1193.
[54]. 韩亚楠, 刘建伟 * ,罗雄麟.连续学习研究进展.计算机研究与发展,2022,59(06):1213-1239.
[55]. 刘建伟 * ,刘俊文,罗雄麟.深度学习中注意力机制研究进展.工程科学学报,2021,43(11):1499-1511.
[56]. 刘建伟 * ,王新坦.神经网络结构搜索方法综述.控制理论与应用:1-21[2022-09-29].
[57]. 刘建伟 * ,宋志妍.循环神经网络研究综述.控制与决策:1-17.
[58]. Si-si Zhang, Jian-wei Liu* . An Online Recurring Concept Meta-learning For Evolving Streams. 2022 International Joint Conference on Neural Networks (IJCNN) , IEEE, 2022: 1-7
[59]. Zi-Hao Cheng, Jian-wei Liu* , Ze Cao. Hypergraph Neural Network Hawkes Process. 2022 International Joint Conference on Neural Networks (IJCNN) , IEEE, 2022: 1-6.
[60]. Han, Jia-yi, and Jian-wei Liu* . Instance-level and Class-level Contrastive Incremental Learning for Image Classification. 2022 International Joint Conference on Neural Networks (IJCNN) , IEEE, 2022: 1-8.
[61]. Ming-fei Hu, Ze-yu Liu, Jian-wei Liu* . Constructing Better Primary Capsules. the 34th Chinese Control and Decision Conference (CCDC 2022) , 2022, 5807-5812
[62]. Jia-yi Han, Jian-wei Liu* , HFGAN-CN: T2I Model via Text-Image Hierarchical Attention Fusion. 2022 34th Chinese Control and Decision Conference (CCDC) . 2022, 6112-6117.
[63]. Yang-yang Liu, Jian-wei Liu* . The Time-Sequence Prediction via Temporal and Contextual Contrastive Representation Learning. PRICAI 2022: Trends in Artificial Intelligence: 19th Pacific Rim International Conference on Artificial Intelligence , 2022: 465-476.
[64]. Qi Dai, Jian-wei Liu* , Jia-peng Yang. Sequential three-way rules class-overlap under-sampling based on fuzzy hierarchical subspace for imbalanced data. The 29th International Conference on Neural Information Processing (ICONIP 2022)
[65]. Xiang Xing, Jian-wei Liu* , Zi-hao Cheng. Two-stage Multilayer Perceptron Hawkes Process. The 29th International Conference on Neural Information Processing (ICONIP 2022)
[66]. Ze Cao, Jian-wei Liu* , Zi-hao Cheng. Hawkes Process via Graph Contrastive Discriminant representation Learning and Transformer capturing long-term dependencies. The 29th International Conference on Neural Information Processing (ICONIP 2022)
[67]. Xiu-yan Chen, Jian-wei Liu. Continual Learning Based on Knowledge Distillation and Representation Learning. The 31st International Conference on Artificial Neural Networks（ICANN 2022）ICANN 2022: Artificial Neural Networks and Machine Learning – ICANN 2022 pp 27–38.
[68]. Xu-hui zhang, Jian-Wei Liu, Ya-nan Han. Continual Learning by Task-wise Shared Hidden Representation Alignment. The 31st International Conference on Artificial Neural Networks（ICANN 2022）ICANN 2022: Artificial Neural Networks and Machine Learning – ICANN 2022 pp 371–382.
[69]. Xin-tan Wang, Jian-Wei Liu. Ensemble of One-Class Classifiers Based on Multi-level Hidden Representations Abstracted from Convolutional Autoencoder for Anomaly Detection. ICANN 2022: Artificial Neural Networks and Machine Learning – ICANN 2022 pp 125–136
[70]. Yanan Han, JianWei Liu* , XiongLin Luo. An Improved Latent Low Rank Representation for Automatic Subspace Clustering. IJCAI 2020: International Joint Conference on Artificial Intelligence.
[71]. Lu-Ning Zhang, Jian-wei Liu* , Zhi-Yan Song, Xin Zuo, Wei-Min Li, Ze-Yu Liu. Universal Transformer Hawkes process. 2021 International Joint Conference on Neural Networks (IJCNN) . 2021, 1-7
[72]. Run-kun Lu, Jian-wei Liu* ,Wei-min Li, Xin Zuo. Multi-view subspace clustering with consistent and view-specific latent factors and coefficient matrices. 2021 International Joint Conference on Neural Networks (IJCNN) . 2021, 1-8
[73]. Shuai Ma, Jian-wei Liu* , Xin Zuo, Wei-Min Li. Heterogeneous Graph Gated Attention Network. 2021 International Joint Conference on Neural Networks (IJCNN) . 2021, 1-6
[74]. Ming-fei Hu, Jian-wei Liu* ,Wei-min Li. Learning Optimal Primary Capsules by Information Bottleneck. 30th International Conference on Artificial Neural Networks(ICANN2021) . 2021, 519-528
[75]. Ya-nan Han, Jian-wei Liu* , Xin-Tan Wang, Bing-biao Xiao, Xionglin Luo. Bilevel Online Deep Learning in Non-stationary Environment. 30th International Conference on Artificial Neural Networks(ICANN2021) . 2021, 347-358
[76]. Siming Lian, Jianwei Liu* , Xionglin Luo. Abstracting Inter-instance Relations and Inter-label Correlation Simultaneously for Sparse Multi-label. The 28th International Conference on Neural Information Processing(ICONIP 2021) . 2021, 81-88
[77]. Bing-biao Xiao, Jian-wei Liu* . GSNESR: A Global Social Network Embedding Approach for Social Recommendation. The 28th International Conference on Neural Information Processing (ICONIP 2021) . 2021, 215-226
[78]. Zhi-yan Song, Jian-wei Liu* , Ya-nan Han, Lu-ning Zhang. Tri-Transformer Hawkes Process: Three Heads are Better Than One. The 28th International Conference on Neural Information Processing (ICONIP 2021) . 2021, 390-401
[79]. Zeyu Liu, Jianwei Liu* , Weimin Li and Xin Zuo. Deep Reinforcement Learning with Temporal-Awareness Network. The 27th International Conference on Neural Information Processing (ICONIP2020) ,2020,283-294
[80]. Siming Lian, Jianwei Liu* , Xionglin Luo. Partially Disentangled Latent Relations for Multi-Label Deep Learning. The 27th International Conference on Neural Information Processing (ICONIP2020) , 2020,570-579
[81]. Jianwei Liu* , Haojie Xie, Runkun Lu, Xionglin Luo. Multi-view Subspace Adaptive Learning via Autoencoder and Attention. The 27th International Conference on Neural Information Processing (ICONIP2020) , 2020,536-545
[82]. Wentao Li, Jianwei Liu* , Xiuyan Chen, Xiong-lin Luo. Learning Disentangled Representations with Attentive Joint Variational Autoencoder. The 27th International Conference on Neural Information Processing (ICONIP2020) , 2020,403-411
[83]. Jianwei Liu* , Xihao Ding, Runkun Lu, Xionglin Luo. Multi-View Capsule Net. 28th Annual Conference on Artificial Neural Networks (ICANN 2019) , 2019,152-165
[84]. Jianwei Liu* , Feng Gao, Run-kun Lu, Xiong-lin Luo, Chu-ran Wang. DDRM-CapsNet: Capsule Network based on Deep Dynamic Routing Mechanism for complex data. 28th Annual Conference on Artificial Neural Networks (ICANN 2019) , 2019, 152-165
[85]. Jianwei Liu* , Feng Gao, Runkun Lu, Xionglin Luo, Churan Wang. FSC-CapsNet: Fractionally-Strided Convolutional Capsule Network for complex data. The 2019 International Joint Conference on Neural Networks (IJCNN2019) , 2019, 1-7
[86]. Runkun Lu, Jianwei Liu* , Yuanfang Wang, Haojie Xie, Xin Zuo. Auto-Encoder based Co-Training Multi-View Representation Learning. The 23nd Pacific-Asia Conference on Knowledge Discovery and Data Mining. PAKDD2019 , 2019, 119-130
[87]. Simin Lian, Jianwei Liu* , X Luo. Rank Pruning approach for Noisy Multi-Label Learning. The 2018 IEEE International Conference on Systems, Man, and Cybernetic s, 2018,426-431
[88]. Ze-Yu Liu, Jian-Wei Liu * , Xin Zuo and Wei-Min Li. Learning 3D-Craft Generation with Predictive Action Neural Network. MMM 2021: International Conference on MultiMedia Modeling ,2021, 541-553
[89]. Runkun Lu, Xin Zuo, Simin Lian, Jianwei Liu , Xin Luo. Affine Transformation Capsule Net. T he 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining , PAKDD 2018, 233-242
[90]. Sisi Zhang, Xin Zuo, Jianwei Liu* . The Improvement of the Algorithm for EG with the Relative Entropy. 2020. The 32nd Chinese Control and Decision Conference (CCDC 2020) , 2020, 3957-3963
[91]. Jianwei Liu* , Haojie Xie, Xionglin Luo. Multi-view classification via Multi-view Partially Common Feature Latent Factor Learning. The 32nd Chinese Control and Decision Conference (CCDC 2020) , 2020, 3323-3330
[92]. Jianwei Liu* , Xihao Ding, Runkun Lu, Xionglin Luo. Self-attention Multi-view Representation Learning with Diversity-promoting. The 32nd Chinese Control and Decision Conference (CCDC 2020) ,2020, 3972-3978
[93]. Jianwei Liu* , huidan Zhao, Runkun Lu, Xionglin Luo. Multi-view classifier based on Probabilistic Collaborative Representation and Latent Representation. The 32nd Chinese Control and Decision Conference (CCDC 2020) , 2020, 4643-4650
[94]. Jianwei Liu* ,Yuanfang Wang, Runkun Lu, Xionglin luo. Multi-View Non-negative Matrix Factorization Discriminant Learning via Cross Entropy Loss. The 32nd Chinese Control and Decision Conference (CCDC 2020) , 2020, 3964-3971
[95]. Luning Zhang, Xin Zuo, Jianwei Liu* . Derivative Failure of Compressor Station Analysis Based on Hawkes Process. The 39th Chinese Control Conference (CCC2020) ,2020, 4089-4096
[96]. Jian-wei Liu* , Zhijuan Cao, Jing Liu, Xionglin Luo, Weimin Li ,Nobuyasu Ito, Long-Chuan Guo.Phase Retrieval via Wirtinger Flow Algorithm And Its Variants. The 2019 International Conference on Machine Learning and Cybernetics (ICMLC2019) ,2019, 1-9
[97]. Luning Zhang, Xin Zuo, Jianwei Liu* , Weimin Li, Nobuyasu Ito. Comments on ”Finite-time Analysis of the Multiarmed Bandit Problem”. The 2019 International Conference on Machine Learning and Cybernetics (ICMLC2019) , 2019, 1-6
[98]. Weimin Li, Jun Mo, Yue Liu, Nobuyasu Ito, Jianwei Liu . The influence maximization problem in the network under node personalized characteristics. the 3rd IEEE Cyber Science and Technology Congres s,2018, 216-221.
[99]. Sisi Zhang, Jianwei Liu* , Xin Zuo, Xin Wan, Mohamed S. Kamel. MRAC-MU Online Learning. 15th International Conference on Control, Automation, Robotics and Vision (ICARCV ) 2018, 1543-1548
[100]. Runkun Lu, Jianwei Liu* , Siming Lian, Xin Zuo. Multi-View Learning Based on Common and Special Features in Multi-Task Scenarios. The 37th Chinese control conference (CCC2018 ), 2018, 9410-9415
[101]. Simin Lian, Jianwei Liu* , Runkun Lu, X Luo. Multi-label Learning via Supervised Autoencoder. The 37th Chinese control conference (CCC2018) , 2018, 9416-9421
Published paper（only in recent years）
四 研究项目
1．2020年3月-2022年3月，智能石油石化过程的数据驱动建模、 控制与优化，中国石油大学（北京）
2．2018年4月－2019年12月，中国石油大学（北京）2018年度前瞻导向及培育项目，2462018QZDX02， “神经网络深度学习理论框架和分析方法及工具”
5．2011年4月－2012年4月，中国石油大学（北京）基础学科研究基金，Lp范数(0＜p≤2)正则化SVM学习算法及其在生物信息学中的应用研究， (JCXK-2011-07)
五 学术荣誉
1．Vice Chair of Control theory and engineering Session for the 24th Chinese Process Control Conference (2013 CPCC).
2．Chair of Neural Network 1 Session 1 and Vice Chair of Neural Network Session 2 for the 25th Chinese Control and Decision Conference (2013 CCDC).
3．Member of the Technical Program Committee for the 33rd Chinese Control Conference (CCC 2014) .
4．Member of the Technical Program Committee for the 34rd Chinese Control Conference (CCC 2015).
5．Member of the Technical Program Committee for the 35rd Chinese Control Conference (CCC 2016).
6． Member of the Technical Program Committee for The 2017 International Conference on Information Science and Technology(ICIST2017)
7．Member of the Technical Program Committee for the 2nd International Conference on Control and Automation (ICCA2017).
8．Member of the Technical Program Committee for the 2016 International Conference on Artificial Intelligent and Computer Science(AICS2017).
9．Member of the Technical Program Committee for the 36rd Chinese Control Conference (CCC 2017).
10． Member of the Technical Program Committee for The 2017 International Conference on Mechanical Engineering and Control Automation (ICMECA2017)
11．Member of the Technical Program Committee for the 2017 International Conference on Intelligent Computing and Signal Processing (ICSP 2017)
12．Member of the Technical Program Committee for The 2017 International Conference on Electronic Industry and Automation (EIA2017)
13．Member of the Technical Program Committee for The 4th annual International Conference on Information Technology and Applications(ITA 2017)
14. Member of the Technical Program Committee for The International Conference on Electrical Engineering and Automation Control (ICEEAC2017)
15. Member of the Technical Program Committee for The annual 2017 International Conference on Design, Manufacturing and Mechatronics (ICDMM2017)
16. Member of the Technical Program Committee for The 2017 International Conference on Cloud Technology and Communication Engineering [CTCE2017],August 18th - 20th, 2017, Guilin, China
17. Member of the Technical Program Committee for the International Conference on Artificial Intelligence and Computer Engineering [AICE2017]
18. Member of the Technical Program Committee for 2017 International Conference on Electronics, Electrical Engineering and Information Science [EEEIS2017] ,September 8-10, 2017, Guangzhou, Guangdong, China
19. Member of the Technical Program Committee for the International Conference on Control Engineering and Mechanical Design [CEMD2017]
20. Member of the Technical Program Committee for the 2nd IEEE International Conference on Agents (ICA 2017). Beijing, China, on July 6-9, 2017. http://www.itolab.nitech.ac.jp/ICA2017/committees.html
21. Member of the Technical Program Committee for the 3rd Annual International Conference on Computer Science and Mechanical Automation (CSMA2017), November 10-12, 2017.City: Wuhan, Hubei, China, www.csma2017.org
22. Member of the Technical Program Committee for The 2nd Annual International Conference on Information System and Artificial Intelligence [ISAI2017] will be held on July 14-16th, 2017 in Tianjin, China, http://www.isai2017.org/
23. Member of the Technical Program Committee for The 2018 International Conference on Control, Automation and Electrical Systems[ICCAES2018] will be held in Wuhan, China during April 20th-22nd, 2018
24. Member of the Technical Program Committee for The 2nd annual International conference on Control Engineering and Mechanical Design (CEMD2018) will be held in Guilin, China,during October 19th-21st, 2018
25. Member of the Technical Program Committee for 2018 the 2nd annual International Conference on Cloud Technology and Communication Engineering [CTCE2018] CTCE2018 will be held in Nanjing, China during August 17th-19th, 2018.
26.Member of the Technical Program Committee for The 9th Annual International Congress of Information and Communication Technology[ICICT2019]，Nanning, Guangxi, China，January 11-13, 2019
27. Committee Chair of the Computation and Information Technology Research 2018 (CITR 2018), Asia Pacific Society for Computing and Information Technology (APSCIT). August 19 - 22, 2018.
28. Member of the Technical Program Committee for 2nd Annual International Conference on Control, Automation and Electrical Systems April 19th-20th, 2019, Wuhan, China
29. Member of the Technical Program Committee for The 2019 International Conference on Artificial Intelligence and Computer Science [AICS2019]will be held on July 12th-13rd, 2019, in Wuhan, Hubei, China.
30. Program Chair for the 2019 International Conference on Artificial Intelligence and Computer Science [AICS2019] will be held on July 12th-13rd, 2019, in Wuhan, Hubei, China.
31. Member of the Technical Program Committee for The 4th IEEE Cyber Science and Technology Congress（CyberSciTech 2019）August 5-8 2019, Fukuoka, Japan
32.Member of the Technical Program Committee for The 38th Chinese Control Conference (CCC2019) will be held during Saturday through Tuesday, July 27-30, 2019, in Guangzhou, China.
33. Member of the Technical Program Committee for 2019 the 3rd annual International Conference on Cloud Technology and Communication Engineering [CTCE2019]November 15-16, 2019, Wuhan, China
34. Member of the Technical Program Committee for The 4th International Conference on Intelligent, Interactive Systems and Applications will be held during June 28-30,2019 in Bangkok, Thailand.
35. Member of the Technical Program Committee of Logistics and Supply Chain Management ILSCM2019
36. Member of the Technical Program Committee for the 35rd Chinese Control Conference (CCC 2020).
37. Technical Program Committee for IOP Conf. Series: Journal of Physics: Conf. Series 910 (2017) 011003.
38. Member of the Technical Program Committee for 2020 2nd International Conference on Artificial Intelligence and Computer Science July 25th-26th, 2020| Hangzhou, Zhejiang, China
39. Member of the Technical Program Committee for the annual International Conference on Cloud Technology and Communication Engineering (CTCE 2020)
40. Member of the Technical Program Committee for the 2nd International Conference on Artificial Intelligence and Computer Science
41. Member of the Technical Program Committee for the 5th IEEE Cyber Science and Technology Congress
42. Member of the Technical Program Committee for the 2020 International Conference on Materials, Control, Automation and Electrical Engineering (MCAEE2020)
43. Member of the Technical Program Committee for the 5th International Conference on Intelligent Computing and Signal Processing (ICSP 2020)
44. Member of the Technical Program Committee for the 3rd Annual International Conference on Control, Automation and Electrical Systems (ICCAES2020)
45. Member of the Technical Program Committee for the 10th Annual International Conference of Information and Communication Technology (ICICT2020)
46.Member of the Technical Program Committee for the 2nd International Conference on Computer, Communication and Network Technology (CCNT2020)
47.Member of the Technical Program Committee for the 41st Chinese Control Conference (CCC 2020)
48. Member of the Technical Program Committee for the 34th Chinese Control and Decision Conference (CCDC 2022)
49.Member of the Technical Program Committee for the 3rd International conference on Advanced Natural Language Processing (AdNLP 2022)
50.Member of the Technical Program Committee for the Fourteenth International Conference on Advances in Multimedia (MMEDIA 2022)
51.Member of the Technical Program Committee for the 2022 International Conference on Internet Engineering and Information Technology (IEIT2022)
52. Member of the Technical Program Committee for the 2023 Information Technologles and Inelligent Decision Making Systems (ITIDMS2023)
53. Member of the Technical Program Committee for the 14th IIAI International Congress on Advanced Applied Informatics
54. Member of the Technical Program Committee for the 13th International Conference on Smart Computing and Artificial Intelligence
55. Member of the Technical Program Committee for the 4th International conference on Advanced Natural Language Processing (AdNLP 2023)
56. Member of the Technical Program Committee for the 34th Chinese Control and Decision Conference (CCDC 2022)
57. Member of the Technical Program Committee for the Seventh International Conference on Data Mining and Big Data (DMBD 2022)
58. Member of the Technical Program Committee for the 12th International Conference on Smart Computing and Artificial Intelligence
59. Member of the Technical Program Committee for the 2022 International Conference on Intelligent Computing and Machine Learning
60. Member of the Technical Program Committee for the 5th International Conference on Control and Computer Vision (ICCCV 2022)
61. Member of the Technical Program Committee for the 2nd International Conference on Optoelectronic Information and Computer Engineering (ICOICE 20223)
62. Member of the Technical Program Committee for the 4th International Conference on Innovation in Science and Technology(ICIST 2022)
63. Member of the Technical Program Committee for the 7th IEEE Cyber Science and Technology Congress
64. Member of the Technical Program Committee for 31st International Conference on Artificial Neural Networks (ICANN2022)
65. Member of the Technical Program Committee for Intelligent Systems Conference (IntelliSys) 2022
66. Member of the Technical Program Committee for the 6th International Conference on Informatics and Computational Sciences (ICICoS 2022).
67. Member of the Technical Program Committee for The International Conference on Mechatronics and Intelligent Control (ICMIC 2023)
68. Member of the Technical Program Committee for the International Conference on Mechanical Control and Computer Engineering (MCCE 2023)
六 审稿人
教育部学位与研究生教育发展中心评审专家
北京市自然科学基金评审专家,国家自然科学基金评审专家
Journal of Algorithms and Computational Technology
Engineering Applications of Artificial Intelligence Impact Factor: 2.368
Transportation Research Part C: Emerging Technologies Impact Factor: 3.075
AMS Mathematical Reviews
IEEE Transactions on Emerging Topics in Computing
Acta Mathematica Scientia
Asian Journal of Control
International Journal of Systems Science
IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics
Expert Systems with Applications
Acta Automatica Sinica
Journal of Zhejiang University
JOURNAL OF VIBRATION AND SHOCK
计算机学报
控制理论与应用
浙江大学学报
上海交通大学学报
七、桃李芬芳
张思思博士 毕业去向：中国科学院信息工程研究所博士后北京
连思铭博士 毕业去向：中国航天科技集团九院十三所 北京
张鲁宁博士 毕业去向：空天技术创新研究院 北京
卢润坤博士 毕业去向：国家市场监督管理总局特种设备安全监察局中国特种设备检测研究院 北京
秦海勇博士 毕业去向：山东大学博士后 齐鲁师范学院
郭龙川博士 毕业去向：杭州电子科技大学
段英尧博士 毕业去向：航天科技集团九院13所航天控制仪表研究所
谢浩杰硕士 毕业去向：联通系统集成有限公司 北京
刘俊文硕士 毕业去向：中信银行 北京
娄升阳硕士 毕业去向：三一重工股份有限公司
陈世明硕士 毕业去向：三一重工股份有限公司
王园方硕士 毕业去向：中国铝业股份有限公司郑州研究院 郑州
赵会丹硕士 毕业去向：中信银行 北京
高峰硕士 毕业去向：猎豹移动北京
丁熙浩硕士 毕业去向：中电科海洋信息研究院北京
王磊硕士 毕业去向：科大讯飞合肥
刘媛硕士 毕业去向：中国石化集团南京设计院南京
黎海恩硕士 毕业去向：新华医药化工设计有限公司山东
周佳佳 硕士 毕业去向：中国石化集团洛阳石油化工工程公司广州
任正平硕士 毕业去向：国家知识产权局专利审查协作四川中心
李双成 硕士 毕业去向：中国航天空气动力技术研究院
迟光辉硕士 毕业去向：北京航天石化技术装备工程有限公司
崔立鹏硕士 毕业去向：天津轻工职业技术学院
孟凡强硕士 毕业去向： 深圳公安局 深圳
高悦硕士 毕业去向：中国农业银行 北京
宋志妍硕士 毕业去向： 中国移动通信研究院 北京
肖丙标硕士 毕业去向： 北京远度互联科技有限公司 北京
王新坦硕士 毕业去向：中国工商银行 济南
程笑峰硕士 毕业去向：北京中冶京诚技术有限公司北京
李文韬硕士 毕业去向：中国海洋石油集团有限公司财务共享服务中心 北京
展旭辉硕士 毕业去向：湖北大学 博士
刘洋洋硕士 毕业去向：德国德累斯顿大学攻读博士
程子濠硕士 毕业去向：中信银行总行大数据中心 北京
邢翔硕士 毕业去向：天津经纬恒润科技有限公司
于兴征硕士 毕业去向：西安航天自动化股份有限公司