彭凌西
教授 博士、硕士生导师、博士后导师
研究方向:人工智能技术及应用、网络安全
Email: flyingday@139.com
个人简介:
1978年10月生于湖南岳阳,2008年6月毕业于四川大学,获计算机应用专业博士学位,硕士生导师,国家公派出国留学访问学者,中国计算机学会高级会员,ACM会员,广州智能工程研究会理事,共发表论文超过70篇,其中以第一作者或通讯作者发表SCI收录论文近30篇,主持国家自然科学基金、广东省自然科学基金等科研项目6项,以第一发明人申请并授权国家发明专利2项,另1项已公示。
研究领域:
智能计算
网络安全
学习及工作经历:
1. 2015.1-2015.12 美国佛罗里达国际大学计算机学院 国家公派访学
2.2005.9-2008.6 四川大学 计算机应用技术 博士研究生
荣誉及奖励:
四川大学优秀博士毕业生,广东省第五批、第七批“千百十工程”校级培养对象
学术及科研成果:
l 项目
l 基于免疫的动态实时网络异常检测模型研究,国家自然科学基金(编号:61100150),主持,21万,2012.01-2014.12
l 大规模网络动态实时异常检测技术研究,广东省自然科学基金(编号:S2011040004528),主持,3万,2011.10-2013.09
l 大数据环境下基于智能算法的数据预测研究,教育部产学合作协同育人项目,主持,2万,2018.08-2021.10
l 面向新工科的数字图像处理课程建设,教育部产学合作协同育人项目,主持, 2万元,2021.1-2021.12.
l 论文
1) Lingxi Peng#, Haohuai Liu#,Yangang Nie#, Ying Xie*, Xuan Tang#, Ling Luo#. The Transnational Happiness Study with Big Data. ACM Transactions on Asian Language Information Processing, 2020, 20(1): 1-12. (SCI期刊)
2) Yun Fu, Yu Liu,Lingyan Hu, and Lingxi Peng *. Stabilisation of a Flexible Spacecraft Subject to External Disturbance and Uncertainties, Complexity, 2020, 2906546, 2906546. ( JCR 2区,SCI:MZ4RI)
3) Zhong Xiao, Lingxi Peng*, Yi Chen, Jiajing Zhang, JingtongWang*, The Research on Intelligent Prediction Algorithm for Water Level Control of Tank, Journal of Nonlinear and Covnex Analysis,2019, 20(7):1271-1281. (外刊SCI:, 2,并列通信作者)
4) Jiening Li,Hanqi Huang, Xiaoning Chen, Lingxi Peng*,Liang Wang* and Ping Luo*. The Small-Signal Stability of Offshore Wind Power Transmission Inspired by Particle Swarm Optimization, Complexity, 2020, 9438285,9438285. ( JCR 2区,SCI期刊:MV2ZH)
5) Lingxi Peng, Wenbin Chen, Wubai Zhou, Fufang Li, Jin Yang, Jiandong Zhang. An Immune-inspired Semi-supervised Algorithm for Breast Cancer Diagnosis, Computer Methods and Programs in Biomedicine, 2016, 134: 259–265 (外刊SCI:DT7DJ,影响因子2.5,JCR 1 区,在COMPUTER SCIENCE, THEORY & METHODS 类排名16/105)
6) Zhong Xiao, Lingxi Peng,Yi Chen, Haohuai Liu, Jiaqing Wang, Yangang Nie, The Dissolved Oxygen Prediction Method based on Neural Network, Complexity, 2017, 2017(4967870)(第2及并列通讯作者,外刊SCI,影响因子4.62,JCR 1 区)
7) Ying Xie, Yaohua Chen, Lingxi Peng, An immune-inspired political boycotts action prediction paradigm, Cluster Computing, 2017, 20(2): 1379-1386. (通讯作者, 外刊SCI,影响因子2.04,JCR 2 区, SCI:EX7VI)
8) Lingxi Peng, Tao Li, Xiaojie Liu, Caiming Liu, Jinquan Zeng, Jian Zhang. An Artificial Immune Network Based Algorithm for Diabetes Diagnosis, Protein and Peptide Letters, 2008, 15(5): 484-487. (外刊SCI:323RX, 影响因子1.99)
9) Lingxi Peng, Tao Li, Xiaojie Liu, Yuefeng Chen, Caiming Liu, Sunjun Liu. An Immune System-Inspired Paradigm for Anomaly Detection, Journal of Computational and Theoretical Nanoscience, 2007, 4(7-8): 1394-1398. (外刊SCI: 251WG, EI: 080711090454, 影响因子1.666)
10) Ling-xi Peng, Dong-qing Xie, Ying Gao, Wen-bin Chen, Fu-fang Li, Wu Wen, Jue Wu. An Immune-inspired Adaptive Automated Intrusion Response System Model, International Journal of Computational Intelligence Systems. 2012, 5(5):808-815. (外刊SCI:012FC, 影响因子1.471)
11) Lingxi Peng, Wen-bin Chen, Dong-qing Xie, Ying Gao, Chunling Liang. Dynamically Real-time Anomaly Detection Algorithm with Immune Negative Selection. Applied Mathematics & Information Sciences, 2013, 7(3): 1157-1163.(外刊SCI:124KA, 影响因子1.232)
12) Wu Jue, Yang Lei, Peng Lingxi, Liu Feng. Privacy-Preserving Data Mining Algorithm Quantum Ant Colony Optimization, Applied Mathematics & Information Sciences, 2013, 7(3):1129-1135.(外刊SCI:124KA, 影响因子1.232,通信作者)
13) 彭凌西, 谢冬青, 付颖芳, 熊伟, 沈玉利. 基于危险理论的自动入侵响应系统模型, 通信学报, 2012, 33(1):136-144. (一级学报, EI: 20120714767017)
14) Lingxi Peng, Jin Yang, Dongqing Xie,Ying Gao, Maobing Tang, Fufang Li. An Immune-inspired Computer Forensics Model With Reproductive Crime Scene, Information-An International Interdisciplinary Journal. 2012, 15(6): 2521-2530. (外刊SCI: 965MS,影响因子0.358)
15) Lingxi Peng, Dongqing Xie, Xiong Wei, Jianxiong Wang, Caiming Liu.Dynamic Network Anomaly Detection Model-inspired by Immune, Information-An International Interdisciplinary Journal. 2012, 15(6): 2579-2584. (外刊SCI: 965MS,影响因子0.358)
16) ChunLin Liang, Lingxi Peng. An Automated Diagnosis System of Liver Disease using Artificial Immune and Genetic Algorithms, Journal of Medical Systems, 2013, 37(2): 9932. (通信作者,外刊SCI:131PX,影响因子2.213)
17) Li Fu Fang, Xie Dongqing, Qi Deyu, Xie Guowen, Chen Wenbin, Peng Lingxi. Research on Effective and Intelligent Resource Management in Internet Computing. Applied Mathematics & Information Sciences, 2014, 8(2): 625-631.( SCI: AA9AU, 影响因子1.232,通信作者)
18) Wenbin Chen, Lingxi Peng, Jianxiong Wang, Fufang Li, Maobin Tang, Wei Xiong, Songtao Wang. Inapproximability results for the minimum integral solution problem with preprocessing over l∞ norm, Theoretical Computer Science, 2013, 478:127–131. (外刊SCI:117AK,影响因子0.67)
19) Wenbin Chen, Lingxi Peng, Jianxiong Wang, Fufang Li, Maobin Tang, Wei Xiong, Songtao Wang. An improved lower bound for approximating the Minimum Integral Solution Problem with Preprocessing over norm, Journal of Combination Optimization,, 2015, 30(3): 447-455 (外刊SCI:CQ1VM,影响因子1.23)
l 专利
1)一种基于人工免疫原理的网络异常检测方法,国家发明专利,授权号ZL 2008 1 0219788.X
2)一种基于免疫的动态实时网络异常检测方法,国家发明专利,授权号ZL 2012 1 0088917.2
3)基于长短期记忆网络的溶解氧预测方法与系统,国家发明专利,公开号CN201810081450.6
l 其它:
1)陈仲铭(学生),彭凌西,深度学习原理与实践,人民邮电出版社,2018.8
2)李涛,刘才铭,彭凌西等,网络安全中的数据挖掘技术,清华大学出版社,2017.7
教学
单片机原理与接口技术、数据库原理、Unix操作系统、Matlab语言及应用、可视化程序设计、C程序设计等