张圣林
所属部门: 软件工程系
电子邮件: zhangsl@nankai.edu.cn
职 称: 讲师，硕士生导师
学 历: 博士
所学专业: 计算机科学与技术
研究方向: 数据挖掘，网络管理，数据中心
个人主页:http://nkcs.iops.ai/shenglinzhang/
个人简介
张圣林(Shenglin Zhang)现为南开大学软件学院讲师。于2017年7月获清华大学工学博士学位（计算机科学与技术专业）并获得清华大学优秀博士学位论文，导师是刘莹老师和裴丹老师。在攻读博士学位期间，曾经赴美国佐治亚理工学院学习四个月，导师为Prof. Jun (Jim) Xu。此外，在百度运维部、系统部有长达三年的实习经历。主要研究方向为基于机器学习的（人工）智能运维，包括异常检测、故障定位、根因分析和故障预测等。以第一作者或通讯身份在IEEE Transactions on Services Computing, ACM SIGMETRICS, ACM CoNEXT, IJCAI, IEEE ISSRE, IEEE ICME, IEEE/ACM IWQOS等国际期刊或会议上发表论文20余篇，且获得IEEE ISSRE 2018最佳学术论文奖。2017年11月至2018年5月，与裴丹教授一道，张圣林作为核心人员参与了首届AIOps挑战赛的筹备工作，并筹办了AIOps挑战赛决赛暨首届AIOps研讨会。
课题组现在与阿里巴巴、腾讯、华为、字节跳动、百度、虎牙、CERNET等国内一流IT公司建立了合作关系，分析互联网服务应用层面和机器层面的数据，解决影响用户体验的问题。课题组欢迎更多优秀的硕士研究生、本科生加入，共同解决世界级的难题，提高数百万用户的使用体验！


教育背景
2012.9-2017.7，清华大学，工学博士，计算机科学与技术专业（导师：刘莹、裴丹）
2016.1-2016.5，美国佐治亚理工学院（Georgia Tech），访问****（导师：Prof. Jun (Jim) Xu）
2008.9-2012.7，西安电子科技大学，工学学士，网络工程专业


科研项目、成果、获奖、专利等情况
科研项目：
1. 面向多语法语义日志的数据中心网络设备异常检测机制研究，国家自然科学基金青年基金项目，2020.1-2022.12，项目负责人
2. 基于日志的数据中心网络设备异常检测机制研究，中国博士后科学基金面上项目，2019.6-2021.5，项目负责人
3. 智能变更评估技术合作项目，华为公司合作项目，项目负责人
4. 面向机器整体异常的无监督机器聚类和多KPI异常检测模型，字节跳动合作项目，项目负责人
5. 下一代互联网交换机故障预测机制研究，赛尔网络下一代互联网技术创新项目，2018.12-2019.12，项目负责人
6. 基于日志的数据中心交换机故障预测机制研究，中央高校基本科研业务费专项资金资助项目，2018.1-2019.12，项目负责人
7. AI运维联合创新技术项目，百度，2017.10~2022.10，项目负责人
8. 基于大数据分析的互联网服务性能管理体系结构研究，国家自然科学基金面上项目，2015.1~2018.12，参与
9. 嵌入可扩展用户网络身份标识的IPv6地址生成算法及其管理与追溯技术研究，国家自然科学基金青年项目，2015.1~2017.12，参与


指导学生参与竞赛或项目：
1. Chang Liu, Siyuan Teng, Yao Wang, Finalist, 2019 Interdisciplinary Contest In Modeling (美国大学生数学建模竞赛)
2. Chenyu Zhao, Can Wang, Jincheng Zhang, Honorable Mention, 2019 Interdisciplinary Contest In Modeling (美国大学生数学建模竞赛)
3. Congzheng Chen, Xu Chen, Feixiang Li, Honorable Mention, 2019 Interdisciplinary Contest In Modeling (美国大学生数学建模竞赛)
4. 黄翰林，李浩哲，胡智龙，滕思远，张心怡。基于半监督学习的服务指标异常检测。2019年天津市大学生创新创业训练计划。
5. Quan Ding, Pengbo Yan, Dadi Peng, Honorable Mention, 2018 Interdisciplinary Contest In Modeling (美国大学生数学建模竞赛)
6. 陈戌，鲍阿勇，陈彬，钟震宇，柳郁青。基于机器学习的日志处理与交换机故障预测。2018年天津市大学生创新创业训练计划。


个人获奖情况：
2018 天津市“131”创新型人才培养工程第三层次
2018 Best Research Paper Award, IEEE ISSRE
2017 清华大学优秀博士学位论文二等奖
2016 清华之友-搜狐研发奖学金
2015 清华大学综合优秀奖学金（中国航天科技CASC奖学金）
2014 光华一等奖学金
2011 国家奖学金
2011 美国大学生数学建模竞赛二等奖
2010 国家奖学金
2010 全国大学生数学建模竞赛陕西省一等奖
2009 国家励志奖学金


申请专利：
1. 张圣林, 应用上线指标的检测方法及装置. 中国专利:9.1. 2015.4.1.
2. 张圣林，应用上线指标的检测方法及装置. 中国专利:7.2. 2015.4.1.
3. 刘莹, 任罡, 吴建平, 张圣林, 何林, 贾溢豪. 跨多管理域的追溯系统. 中国专利: 4.1. 2016.6.30.
4. 任罡, 刘莹, 吴建平, 张圣林, 贾溢豪, 何林. 用户互联网身份标识及生成方法和系统. 中国专利: 8.0. 2016.6.30.
5. 任罡, 刘莹, 吴建平, 张圣林, 何林, 贾溢豪. 一种IPv6地址生成、解析方法及装置. 中国专利: 5.3. 2016.6.30.
6. 刘莹, 任罡, 吴建平, 张圣林, 何林, 贾溢豪. IPv6地址生成、解析方法及装置. 中国专利: 1.9. 2016.6.30.


特邀报告：
1. PreFix: Switch Failure Prediction in Datacenter Networks, 第七届中国互联网学术年会，优秀青年****论坛，2018.9.9
2. “网络智能运维中的科研问题”，华为网络天下?数据中心技术论坛，2018.6.7
3. “智能运维中的科研问题”，存储联盟“智能存储与智能运维”技术沙龙，2018.4.26


撰写论文、专著、教材等
发表论文：
2020
Rui Chen,Shenglin Zhang, Dongwen Li, Yuzhe Zhang, Fangrui Guo, Weibin Meng, Dan Pei, Yuzhi Zhang, Xu Chen, Yuqing Liu. "Cross-System Log Anomaly Detection for Software Systems". IEEE International Symposium on Software Reliability Engineering (ISSRE), Coimbra, Portugal, October 2020 (CCF B).
Ping Liu, Haowen Xu, Qianyu Ouyang, Rui Jiao, Zhekang Chen, Xiaoying Bai,Shenglin Zhang, Jiahai Yang, Linlin Mo, Jice Zeng, Wenman Xue, Dan Pei. “Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks”. IEEE International Symposium on Software Reliability Engineering (ISSRE), Coimbra, Portugal, October 2020 (CCF B).
Minghua Ma, Zheng Yin,Shenglin Zhang,Sheng Wang, Christopher Zheng, Xinhao Jiang, Hanwen Hu, Cheng Luo, Yilin Li, Nengjun Qiu, Feifei Li, Changcheng Chen, Dan Pei. “Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases”. International Conference on Very Large Data Bases (VLDB), Tokyo, Japan, August 2020 (CCF A)。
Weibin Meng, Ying Liu, Federico Zaiter,Shenglin Zhang*, Yihao Chen, Yuzhe Zhang, Yichen Zhu, En Wang, Ruizhi Zhang, Shimin Tao, Dian Yang, Rong Zhou, Dan Pei. “LogParse: Making Log Parsing Adaptive through Word Classification”. IEEE International Conference on Computer Communications (ICCCN) 2020, Honolulu, Hawaii, USA, August 3-6, 2020 (CCF C).
Weibin Meng, Ying Liu, Yuheng Huang,Shenglin Zhang*, Federico Zaiter, Bingjin Chen, Dan Pei. “A Semantic-aware Representation Framework for Online Log Analysis”. IEEE International Conference on Computer Communications (ICCCN) 2020, Honolulu, Hawaii, USA, August 3-6, 2020 (CCF C).
Yuan Meng,Shenglin Zhang*, Yongqian Sun, Ruru Zhang, Zhilong Hu, Yiyin Zhang, Chenyang Jia, Zhaogang Wang, Dan Pei. “Localizing Failure Root Causes in a Microservice through Causality Inference”. International Symposium on Quality of Service (IWQoS), Hangzhou, China, June 2020 (CCF B)
张圣林，林潇霏，孙永谦，张玉志，裴丹. 基于深度学习的无监督KPI异常检测. 《数据与计算发展前沿》, 2(3): 87-100, 2020.6 (邀稿)

张圣林，李东闻，孙永谦，孟伟彬，张宇哲，张玉志，刘莹，裴丹. 面向云数据中心多语法日志通用异常检测机制. 《计算机研究与发展》，57(4):778-790, 2020.
Shenglin Zhang,Ying Liu, Weibin Meng, Jiahao Bu, Sen Yang, Yongqian Sun*, Dan Pei, Jun Xu, Yuzhi Zhang, Lei Song, Ming Zhang. “Efficient and Robust Syslog Parsing for Network Devices in Datacenter Networks”. IEEE Access, Volume 8, pp 30245-30261, February 2020 (JCR Zone 2, SCI Indexed, Impact Factor: 4.098).
2019
Ping Liu, Yu Chen, Xiaohui Nie, Jing Zhu,Shenglin Zhang, Kaixin Sui, Ming Zhang, Dan Pei. “FluxRank: A Widely-Deployable Framework to Automatically Localizing Root Cause Machines for Software Service Failure Mitigation”. IEEE International Symposium on Software Reliability Engineering (ISSRE), Berlin, Germany, October 2019 (CCF B)
Weibin Meng, Ying Liu, Yichen Zhu,Shenglin Zhang*,Dan Pei, Yuqing Liu, Yihao Chen, Ruizhi Zhang, Shimin Tao, Pei Sun, Rong Zhou. “LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs”. International Joint Conference on Artificial Intelligence (IJCAI), Macao, China, August 2019 (CCF A, acceptance rate: 17.9%).
Yuan Meng,Shenglin Zhang*, Zijie Ye, Benliang Wang, Zhi Wang, Yongqian Sun, Qitong Liu, Shuai Wang, Dan Pei. “Causal Analysis of the Unsatisfying Experience in Realtime Mobile Multiplayer Games in the Wild”. IEEE International Conference on Multimedia and Expo (ICME), Shanghai, China, July 2019 (CCF B, acceptance rate 30%)


2018
1. Jiahao Bu, Ying Liu,Shenglin Zhang*,Weibin Meng, Qitong Liu, Xiaotian Zhu, Dan Pei. “Rapid Deployment of Anomaly Detection Models for Large Number of Emerging KPI Streams”. International Performance Computing and Communications Conference (IPCCC), Orlando, Florida, USA, November 2018(CCF C, acceptance rate 28.8%)
2. Minghua Ma,Shenglin Zhang*, Dan Pei, Xin Huang, Hongwei Dai. `` Robust and Rapid Adaption for Concept Drift in Software System Anomaly Detection''.IEEE International Symposium on Software Reliability Engineering (ISSRE), Memphis, TN, USA, October 2018 (Best Research Paper Award, CCF B, acceptance rate 23.96%, 2/96)
3.Shenglin Zhang,Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun (Jim) Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song. ``PreFix: Switch Failure Prediction in Datacenter Networks ". ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems 2018, Irvine, California, USA, June 18-22, 2018 (CCF B, acceptance rate 20%, 54/270, one of the only two papers with institutes in Mainland China)
4. Weibin Meng, Ying Liu,Shenglin Zhang*, Dan Pei, Hui Dong, Lei Song, Xulong Luo. ``Device-Agnostic Log Anomaly Classification with Partial Labels'', IEEE/ACM International Symposium on Quality of Service (IWQOS) 2018, Banff, Alberta, Canada, June 2018 (CCF B)
5.Shenglin Zhang, Ying Liu, Dan Pei, and Baojun Liu. ``Measuring BGP AS Path Looping (BAPL) and Private AS Number Leaking (PANL)'', Journal of Tsinghua University (Science and Technology), Volume 23, Number 1, pp 22– 34, February 2018 (SCI Indexed, IF 1.365)
6. Yongqian Sun, Youjian Zhao, Ya Su, Dapeng Liu, Xiaohui Nie, Yuan Meng, Shiwen Cheng, Dan Pei?,Shenglin Zhang, Xianping Qu, Xuanyou Guo. ``HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes'', IEEE Access, Volume 6, pp. 10909 - 10923, February 2018 (SCI Indexed, IF 3.244)


2017
1. 裴丹，张圣林，裴昶华。《基于机器学习的智能运维》。中国计算机学会通讯，专栏文章，2017年第12期
2.Shenglin Zhang,Weibin Meng, Jiahao Bu, Sen Yang, Ying Liu, Dan Pei, Jun (Jim) Xu, Yu Chen, Hui Dong, Xianping Qu, Lei Song. ``Syslog Processing for Switch Failure Diagnosis and Prediction in Datacenter Networks”, IEEE/ACM International Symposium on Quality of Service (IWQOS) 2017, VILANOVA I LA GELTRú, SPAIN, June 2017 (CCF B，acceptance rate 19.99%，29/146)


2016及以前
1.Shenglin Zhang,Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, Zhi Zang, Xiaowei Jing, Mei Feng. ``FUNNEL: Assessing Software Changes in Web-based Services”, IEEE Transactions on Services Computing, Volume 11, Issue 1, January - February 2018 (中科院期刊二区，CCF推荐B类期刊，SCI检索，影响因子3.520)
2.Shenglin Zhang,Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, and Zhi Zang. ``Rapid and Robust Impact Assessment of Software Changes in Large Internet-based Services”, ACM International Conference on emerging Networking EXperiments and Technologies (CoNEXT), Heidelberg, Germany, December 2015, 13 pages (CCF B, acceptance rate 20.92% ， 41/196)
3. Ying Liu,Shenglin Zhang*,Hongying Liu. ``A bottleneck-free model for P4P”, SCIENCE CHINA Information Sciences, Volume 58, Issue 10, pp 1-15, October 2015 (CCF推荐B类期刊，SCI检索，影响因子0.885)
4. Ying Liu, Gang Ren, Jianping Wu,Shenglin Zhang, Lin He, Yihao Jia. ``Building An IPv6 Address Generation and Traceback System With NIDTGA in Address Driven Network'', SCIENCE CHINA Information Sciences, Volume 58, Issue 12, pp 1-14, December 2015 (CCF推荐B类期刊，SCI检索，影响因子0.885)
5.Shenglin Zhang, Ying Liu, Dan Pei. ``A Measurement Study on BGP AS Path Looping Behavior”. IEEE International Conference on Computer Communications and Networks (ICCCN), Shanghai, China, August 4, 2014, 7 pages. (CCF 推荐C类会议，录用率28%)
6. Ying Liu,Shenglin Zhang*, Hongying Liu. ``An Improved Cooperative Model of P2P and ISP”. Frontiers in Internet Technologies, 85-96, LNCS, Springer, 2013. (EI检索)
7.张圣林,刘莹。《AS 路径环路的研究》。通信学报, 2013, (Z2): 17-22. (EI检索)


讲授课程
算法导论
Computer Algorithm Design and Analysis
软件测试
高级语言编程实训


社会兼职
中国计算机学会互联网专业委员会委员
主要参与筹备首届AIOps挑战赛，筹办AIOps挑战赛决赛暨首届AIOps研讨会
IEEE Member
ACM Member
TPC Member of IEEE ISSRE 2019/2020
Guest editor of the special issue "Improving Network Measurement Using Reconfigurable Devices" at International Journal of Reconfigurable Computing
Reviewer of IEEE Wireless Communications
Reviewer of KSII Transactions on Internet and Information Systems
TPC member of the workshop "Advances in Software-Defined Networking and Security" at ICCCS 2018