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智能计算理论与方法

发布日期:2019-08-25  点击:[]


方向名称

智能计算理论与方法

概述

以跨领域多学科交叉融合为特色,以海量数据分析为研究基础、以智能计算创新为核心驱动力,聚焦生物信息学、临床医学中病例分析及病理预测等重大需求,研究数据驱动与知识引导相结合的人工智能新方法。

学术带头人

陈月辉

团队成员

孙红卫、周劲、孟庆芳、潘海为、韩士元、马炳先、王栋、刘云霞、牛四杰、于自强、吴鹏、赵亚欧、曹毅、赵慧、王廷蔚

近五年省部级级以上科研、教学成果奖

1.陈月辉,2008年被评为山东省有突出贡献的中青年专家

2.陈月辉,2013-2018年连续入选Elsevier中国高被引学者

3.陈月辉,冯志全,杨波,孟庆芳,彭立志,王栋,混合型计算智能理论及其应用研究,山东省自然科学奖三等奖,2015

4.陈月辉,整体教育观指导下“三全六结合”大学生思想政治教育模式建构与实践,山东省省级教学成果奖一等奖,2014

5.陈月辉,开放环境下大学全面协同教学体系的构建与实践,山东省省级教学成果奖一等奖,2014

6.陈月辉,冯志全,杨波,孟庆芳,彭立志,王栋,混合型计算智能理论及其应用研究,山东省自然科学奖三等奖,2015

7.孟庆芳,韩士元,王栋,刘云霞,周劲,陈月辉,基于计算智能的非线性与生物信号分析与处理方法研究,山东省高校优秀科研成果奖二等奖,山东省教育厅,2016年

8.孟庆芳,陈月辉,王栋,马柄先,韩士元,基于智能计算与非线性特征的生物信号特征提取与分类方法研究,山东省高校优秀科研成果奖三等奖,山东省教育厅,2014年

近五年代表性科研项目(省部级以上科研项目、50万以上横向项目)

1、陈月辉,国家重点研发计划,循环肿瘤细胞检测工作站及相应配套设备的集成研发,201601-201812,306万元

2、陈月辉,山东省高校优秀科研创新团队,智能信息处理,128万元

3、潘海为,国家自然科学基金,基于多模态关联图模型的医学媒体数据挖掘关键技术研究,201701-202012,77万元

4、潘海为,国家自然科学基金,基于不确定图模型的医学图像数据挖掘关键技术的研究,201301-201612,85万元

5、周劲,国家自然科学基金,面向复杂数据的分布式协同聚类研发研究,201901-202312,60万元

6、孟庆芳,国家自然科学基金,基于复杂网络与混合模型的非线性时间序列分析方法研究,201701-202012,80万元

7、孙红卫,国家自然科学基金,面向大数据的核回归算法的学习理论,201701-202012,48万元

8、孟庆芳,国家自然科学基金,基于网络模体与簇结构的非线性时间序列预测方法研究,201301-201512,27万元

9、潘海为,国家自然科学基金,领域知识指导下的医学图像数据挖掘关键技术的研究,200901-201112,20万元

10、韩士元,国家自然科学基金,脆弱感知下队列车辆控制与通信深度融合的协同巡航机制研究,202001-202212,25万元

11、马炳先,国家自然科学基金,基于领域本体的Petri网自动集成机理与应用模式研究,201001-201212,25万元

12、王栋,国家自然科学基金,基于优化柔性神经树算法的离子通道型神经元建模及复杂放电节律研究,201401-201612,26万元

13、周劲,国家自然科学基金,基于点对点网络架构的分布式协同数据聚类的关键技术研究,201701-201712,16万元

14、牛四杰,国家自然科学基金青年项目,基于OCT图像视网膜病变分析的若干关键问题研究,2017.01-2020.12,26万元

15、刘云霞,国家自然科学基金,基于农村涂阳肺结核流动队列时空追踪的高危人群/区域监测研究,201001-201212,20万元

16、于自强,国家自然科学基金,面向出行服务中海量时空数据连续查询的分布式计算方法,201801-202012,27万元

17、陈月辉,基于比较基因组学和计算智能的禾本科牧草功能基因的发掘和表达调控研究,201101-201312,37万元

近五年代表性学术论文、专著

1.Yuehui Chen, Bo Yang, Ajith Abraham,Flexible Neural Trees Ensemble for Stock Index Modeling, Neurocomputing, 70(4-6): 697-703, 2007.TOP25 Hottest Articles in ScienceDirect

2.Yuehui Chen, Bo Yang, Jiwen Dong,Time-Series Prediction using a Local Linear Wavelet Neural Network, Neurocomputing, 69(4-6): 449-465, 2006.TOP25 Hottest Articles in ScienceDirect

3.Yuehui Chen, Ajith Abraham, Bo Yang,Feature Selection and Classification using Flexible Neural Tree, Neurocomputing, 70(1-3): 305-313, 2006.TOP25 Hottest Articles in ScienceDirect

4.Yuehui Chen, Bo Yang, Jiwen Dong and Ajith Abraham,Time-series Forecasting Using Flexible Neural Tree Model, Information Science, 174(3-4): 219-235, 2005. TOP25 Hottest Articles in ScienceDirect

5.Jin Zhou, Long Chen, Chunlung Philip Chen, Yingxu Wang, Hanxiong Li, Uncertain Data Clustering in Distributed Peer-to-Peer Networks, IEEE Transactions on Neural Networks and Learning Systems, 29(6): 2392-2406, 2018

6.Lin Wang, Bo Yang, Yuehui Chen, Xiaoqian Zhang, Jeff Orchard, Improving Neural-Network Classifiers using Nearest Neighbor Partitioning, IEEE Transactions on Neural Networks and Learning Systems, 28(10):2255-2267, 2017

7.Wenzheng Bao, Dong Wang, and Yuehui Chen, Classification of Protein Structure Classes on Flexible Neutral Tree, IEEE/ACM Trans. Comput. Biology Bioinform., 14(5): 1122-1133, 2017

8.Lin Wang, Bo Yang, Shoude Wang, Zhifeng Liang, Building Image Feature Kinetics for Cement Hydration using Gene Expression Programming with Similarity Weight Tournament Selection, IEEE Transactions on Evolutionary Computation, 19(5):679-693, 2015

9.Xiumi Qu, Dong Wang, Yuehui Chen*, Shanping Qiao, Qing Zhao, Predicting the Subcellular Location of Proteins with Mutiple Sites Based on Mutiple Features Fusion, IEEE/ACM Trans. on Computational Biology and Bioinformatics, 2015

10.Jin Zhou, Chunlung Philip Chen, Long Chen, Hanxiong Li, A Collaborative Fuzzy Clustering Algorithm in Distributed Network Environments, IEEE Transactions on Fuzzy Systems, 22(6): 1443-1456, 2014.

11.Jin Zhou, Chunlung Philip Chen, Long Chen, Wei Zhao, A User-customizable Urban Traffic Information Collection Method based on Wireless Sensor Networks, IEEE Transactions on Intelligent Transportation Systems, 14(3): 1119-1128, 2013.

12.Chunlung Philip Chen, Jin Zhou, Wei Zhao, A Real-time Vehicle Navigation Algorithm in Sensor Network Environments, IEEE Transactions on Intelligent Transportation Systems, 13(4): 1657-1666, 2012

13.Lin Wang, Bo Yang, Yuehui Chen, Improving Particle Swarm Optimization using Multi-Layer Searching Strategy, Information Sciences, 274: 70-94, 2014

14.Linlin Gao, Haiwei Pan, Brain medical image diagnosis based on corners with importance-values, BMC Bioinformatics, 28, 2017

15.Wenbo Li, Haiwei Pan, A medical image retrieval method based on texture block coding tree, inpress, 2017

16.Md Mursalin, Yuan Zhang, Yuehui Chen, and Nitesh V. Chawla, Automated epileptic seizure detection using improved correlation-based feature selection with random forest classifier, Neurocomputing, 241: 204-214, 2017.

17.Shi-Yuan Han, Yuehui Chen, and Gong-You Tang, Fault diagnosis and fault-tolerant tracking control for discrete-time systems with faults and delays in actuator and measurement, Journal of the Franklin Institute, 354:. 4719-4738, 2017.

18.Jin Zhou, Long Chen, Chunlung Philip Chen, Yuan Zhang, Hanxiong Li, Fuzzy Clustering with the Entropy of Attribute Weights, Neurocomputing, 198: 125-134, 2016.

19.Luyao Wang, Dong Wang, Yuehui Chen, Prediction of Protein Subcellular Multisite Localization Using a New Feature Extraction Method, Genetics and molecular research, GMR 2016, 15(3): gmr.15039013.

20.Yaou Zhao,Mingyan Jiang, and Yuehui Chen,Inferring gene regulatory networks using a time-delayed mass action model,Journal of Bioinformatics and Computational Biology, 14, 2016

21.Lizhi Peng, BoYang, Yuehui Chen. Effective packet number for early stage internet traffic identification. Neurocomputing, 156: 252-267, 2015

22.Lin Wang, Bo Yang, Yuehui Chen. Improving Particle Swarm Optimization using Multi-Layer Searching Strategy, Information Sciences. 274: 70-94, 2014

23.Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen. A new approach for imbalanced data classification based on data gravitation. Information Sciences. 288: 347-373, 2014

近五年组织国际学术会议

1、2018 International Conference on Security, Pattern Analysis, and Cybernetics(SPAC 2018),2018.12.14-17,济南

2、2017 International Conference on Information, Cybernetics, and Computational Social Systems (ICCSS2017),2017.7.24-7.26,大连

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