济南大学研究生招生信息

081200|计算机科学与技术专业硕士研究生指导教师

姓名 彭立志 性别
民族汉族出生年月1975-10
学历|学位研究生|博士专业技术职务
行政职务
联系电话0531-89736863移动电话
邮箱plz@ujn.edu.cn
通讯地址 | 邮编济南市南辛庄西路336号济南大学信息学院 | 250022
招生方向(领域) 03网络计算与大数据分析
研究领域、学习工作经历、学术兼职等情况

彭立志,男,副教授

研究领域

网络信息处理,机器学习,群智能,并行计算

教育经历

1994/09-1998/07,西安交通大学,工程力学系,工程力学专业,本科

2003/09-2006/07,济南大学,信息科学与工程学院,计算机科学与技术专业,研究生/硕士

2009/09-2015/07,哈尔滨工业大学,计算机科学与技术学院,计算机科学与技术专业,研究生/博士

学术兼职

IEEE会员,中国计算机学会(CCF)会员,Information Sciences、China Communications等SCI期刊审稿人。

 

 
代表性科研成果及奖励:
(包括项目、鉴定、论文、专著、专利等)

近五年主要论著

[1] Lizhi Peng, Hongli Zhang, Haibo Zhang, Bo Yang, A Fast Feature Weighting Algorithm of Data Gravitation Classification, Information Sciences, 375(1), pp. 54-78, 2017. (SCI,IF: 3.364)
[2] Lizhi Peng, Haibo Zhang, Yuehui Chen, Bo Yang, Imbalanced traffic identification using an imbalanced data gravitation-based classification model, Computer Communications, 102(1), pp. 177–189, 2017. (SCI,IF: 2.099)
[3] Zhenxiang Chen, Lizhi Peng*, Chongzhi Gao, Bo Yang, Yuehui Chen, Jin Li, Flexible Neural Trees based Early Stage Identification for IP Traffic, Soft Computing, 21(8), pp. 2035–2046, 2017. (SCI,IF: 1.630)
[4] Lizhi Peng, Bo Yang, Yuehui Chen, and Zhenxiang Chen, Effectiveness of Statistical Features for Early Stage Internet Traffic Identification, International Journal of Parallel Programming, 44(1), pp. 181-197, 2016. (SCI, IF:0.491)
[5] Lizhi Peng, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou, SMOTE-DGC: An Imbalanced Learning Approach of Data Gravitation Based Classification, 12th International Conference on Intelligent Computing, pp. 133-144, 2016.
[6] Lizhi Peng, Bo Yang, Yuehui Chen, Xiaoqing Zhou, An under-sampling imbalanced learning of data gravitation based classification, 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, pp. 13-15, 2016.
[7] Lizhi Peng, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou, Early Stage Internet Traffic Identification Using Data Gravitation Based Classification, 14th IEEE International Conference on Pervasive Intelligence and Computing, pp. 1-8, 2016.
[8] Lizhi Peng, Haibo Zhang, Bo Yang, Majing Su and Yuehui Chen, On the Effectiveness of Packet Sampling for Early Stage Traffic Identification, 2016 IEEE International Conference Cyber, Physical and Social Computing (CPSCom), Chengdu, China, pp. 468-473, 2016.
[9] Linlin Wang, Lizhi Peng, Majing Su and Xiaoqing Zhou, On the Impact of Packet Inter Arrival Time for Early Stage Traffic Identification, 2016 IEEE International Conference Cyber, Physical and Social Computing (CPSCom), Chengdu, China, pp. 510-515, 2016.
[10] Lizhi Peng, Bo Yang, and Yuehui Chen, Effective Packet Number for Early Stage Internet Traffic Identification, Neurocomputing, 156, pp. 252-267, 2015. (SCI,IF: 2.005)
[11] Lizhi Peng, Early Stage Internet Traffic Identification Using Probabilistic Neural Networks, International Journal of Computer and Communication Engineering, 4(6), pp. 417-425, 2015. 
[12] Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen, A New Approach for Imbalanced Data Classification Based on Data Gravitation, Information Sciences, 288(20), pp. 347-373, 2014. (SCI,IF: 3.893)
[13] Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen, Tong Wu, Traffic Labeller: Collecting Internet Traffic Samples with Accurate Application Information, China Communications, 11(1), pp. 69-78, 2014. (SCI,IF: 0.464)
[14] Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen, Feature Evaluation for Early Stage Internet Traffic Identification, The 14th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP2014), pp. 511-525, 2014.
[15] Lizhi Peng, Bo Yang, Yuehui Chen, Tong Wu, How Many Packets Are Most Effective for Early Stage Traffic Identification: An Experimental Study, China Communications, 11(9), pp. 206-216, 2014. (SCI,IF: 0.464)
[16] Lizhi Peng, Bo Yang, and Yuehui Chen, Hierarchical RBF Neural Network Using for Early Stage Internet Traffic Identification, 2014 IEEE 17th International Conference on Computational Science and Engineering (CSE2014), pp. 1188-1195, 2014.
[17] Lizhi Peng, Bo Yang, Lei Zhang, Yuehui Chen, A Parallel Evolving Algorithm for Flexible Neural Tree, Parallel Computing, 37(10), pp. 653-666, 2011. (SCI,IF: 1.390)
[18] Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen, Mahmoud T. Qassrawi, Gang Lu, Traffic Identification Using Flexible Neural Trees, The 18th IEEE International Workshop on Quality of Service (IWQoS2010), 2010.06.13-15, Beijing, pp. 1-5. 
[19] Lizhi Peng, Bo Yang, Yuehui Chen, Ajith Abraham, Data Gravitation Based Classification, Information Sciences, 179(6), pp. 809-819, 2009. (SCI,IF: 3.643)
 

近三年主持的重要科研项目

[1] 2014年,国家自然科学基金面上项目,基于数据引力分类方法的互联网非平衡流量早期识别研究(61472164),主持人

[2] 2012年,山东省自然科学基金面上项目,高速网络环境下加密流量的早期并行识别研究(ZR2012FM010),主持人

[3] 2013年,横向委托项目,校内学位与研究所教育管理信息系统,主持人

[4] 2013年,横向委托项目,学位与研究生教育管理信息系统,主持人

 

近五年获奖情况

[1] 2009年,分布式园区网络访问控制关键技术研究,山东省科学技术二等奖,第五位

[2] 2009年,学位与研究生教育管理信息系统的研发与应用,山东省研究生教育省级教学成果一等奖,第五位

[3]2010年,山东省学位与研究生教育一体化管理支撑系统,山东省计算机应用优秀成果一等奖,第三位

[4] 2014年,以“计算机网络体系结构”为核心的网络计算与服务精品课程群建设,山东省研究生教育省级教学成果二等奖,第三位

[5] 2014年,混合型计算智能理论及其应用研究,山东省自然科学奖二等奖,第五位

 
教学及研究生培养情况

课程名称

授课对象

学时/人数

课程名称

授课对象

学时/人数

分布式系统

本科生

32/75

并行计算导论

硕士研究生

32/20

数据库系统原理

本科生

48/80

高级计算网络体系结构

硕士研究生

48/10

高级数据库管理与开发

本科生

48/40

 

 

 

 
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