吕建华, 博士,副教授,研究生导师。毕业于东北大学,香港中文大学、香港科技大学访问学者,美国普渡大学高级访问学者。主要研究领域包括:数据科学、知识工程与工业智能。主持完成多项国家自然科学基金项目、江苏省自然科学基金项目以及校企研发工业智能项目,发表论文40余篇,申请、授予国家发明专利十余项,培养研究生、留学生60余名。
Ph. D., Associate Professor,
School of Computer Science and Engineering,
College of Software Engineering,
Southeast University
Email: lujianhua@seu.edu.cn
Mobile &VX: 18021503877
Address: Room 230, Computer Science Building,
Southeast University
No. 2, Southeast Street
Jiangning District, Nanjing, Jiangsu, PRC.
Zip code: 211189
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在人工智能的时代,数据是一切工作的基础与前提,知识是处理与分析的结果,而应用才是科学研究的目的。互联网方兴未艾,先进制造与工业智能又带来了巨大挑战与机遇。
研究室致力于培养新时代的数据工程师、数据分析师、以及知识管理与人工智能应用专家,欢迎各位同学加入我们!
正在招收2022年度研究生,包括:计算机科学与技术、软件工程、人工智能专业。欢迎各位推免同学以及考研同学联系交流,方式为:18021503877(电话、微信)或lujianhua@seu.edu.cn(邮件)。
重要提醒:各位推免同学一定要参加本院暑假夏令营活动。
知识可以学习,但如下素质才是最重要的:
1)勇于探索,主动学习未知领域知识,以解决跨学科问题,用计算机科学服务社会发展;
2)勇于实践,将所学知识应用于实际问题,以工程化视角看待计算机科学,学以致用;
3)务真求实,以事实为准绳,不弄虚作假。
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研究领域Area of Interest
..数据科学与数据工程:Data Science & Data Engineering
研究面向复杂大数据场景的数据管理技术,培养合格的数据工程师。具体内容包括:数据预处理、数据存储与索引、查询处理与查询优化、并行处理与控制等。
..知识发现与知识工程:Knowledge Discovery & Knowledge Engineering
研究基于大规模多源异构数据的知识获取与分析技术,培养合格的数据分析师。具体内容包括:知识实体与关联关系抽取、知识发现与知识融合、面向知识图谱的知识管理与分析、数据挖掘与机器学习等。
..工业系统健康管理技术:Industrial System Health Management
面向业界需求,应用数据与知识管理分析、人工智能以及机器学习方法,开展工业系统健康管理技术研究与开发,包括:故障检测与故障诊断、态势感知、剩余寿命预测、系统健康状态评估、系统维护决策支持等。
..卫生健康数据管理与分析:Healthcare Data Management & Analytics
面向公共卫生数据与个人日常数据,应用数据与知识管理分析技术,研究与开发卫生健康管理与分析技术,进行行为模式分析、健康状态预警、健康生活行为推荐等,为社会健康与个人生活健康提供决策支持。
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目前项目Research Projects
_国家自然科学基金项目: “Research on Key Issues in Integration Technology of Prognostics and Health Management (PHM) and Design of Testability (DoT) for Complex Engineering Systems”, sponsored by National Natural Science Foundation of China.
_保密项目:“X Data Analytics and Knowledge Management”, sponsored by XXX Institute.
_研究院合作项目: “Healthcare Data Management and Analytics”, sponsored by Academy of Military Medical Science of China.
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教学Teaching
_ 数据结构与算法 Data structure and algorithms
1.BasicConcepts.pdf1.2.Recursion.pdf2.array.pdf3.stack&queue.pdf4.linkedList.pdf5.tree.pdf6.graph.pdf7.sort.pdf8.hashing.pdf9.avlt.pdf10.1.Btree.pdf10.2.B树2.pdf10.3.B+树.pdf
_ 高级数据结构 Advanced Data Structures
lec01.AmortizedAnalysis.pdflec01.AmortizedAnalysis(C).pdflec02.succinct data structures.pdflec03.04.External Sorting.pdflec06.07.External Sorting.Improve Run Gen.Improve Run Merging.pdflec08.1.Red Black Trees.pdflec08.2.Augmenting Data Structures.pdflec09.0.double_ended_Priority_Queues.pdflec09.1.MinMax_Heap Deaps.pdflec09.2.Interval Heaps.pdflec10.0.Digital Search Trees & Tries.pdflec10.1.Search & basic Indexing.pdflec12.1.Binomial Heaps.pdflec12.2.Analysis Of Binomial Heaps.pdflec13.Fibonacci Heaps.pdflec14.Pairing Heaps.pdf
_ Web数据管理 Web data management
1. Overview.pdf2. Adaptive huffman & bwt.pdf3. Search & basic Indexing.pdf4. Search Index Construction.pdf5. Backward search - FM Index.pdf6. fast bwt.pdf9. XMLStorage&querying.pdf
_ 数据库技术概论 Introduction to Database
_ 算法分析与设计 Algorithm analysis and design
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部分学生Students
_Li Xu(Graduated): WSN data management
_Lidong Hu(Graduated): Graph query processing
_Juwei Wei(Graduated): WSN event detection
_Jinqiang Wang(Graduated): WSN event detection
_Yilin Liu(Graduated): Fault detection and diagnosis
_Rutao Zhang(Graduated): Graph similarity query processing
_YongguangOu(Graduated): Query processing on uncertain graphs
_Yelei Xi(Graduated): Graph query processing
_Yining Wang(Graduated): Stream processing on graphs
_Feifei Wang(Graduated): Graph indexing
_Wei Cai(Graduated): Stream processing on uncertain graphs
_Ling Ding(Graduated): Similarity query processing on uncertain graphs
_Xuan Tang(Graduated): Personal health data management
_Wenjie Shi(Graduated): WSN event detection
_XiaoleXue(Graduated): WSN event detection
_Yan Sheng(Graduated): Stream processing on uncertain graphs
_Shan Jiang(Graduated): Personal health data management
_Wei Peng(Graduated): Personal health data management
_Run Wang(Graduated): Public health data management
_Kun Chen(Graduated): Public health data management
_Hu Chen(Graduated): WSN event detection
_Cuicui Qian(Graduated): WSN event detection
_Lei Zhao(Graduated): Fault detection and diagnosis
_Mengxue Yao(Graduated): Fault detection and diagnosis
_Chengyang Li(Graduated): Graph data management
_Deyun Zhang(Graduated): Graph data management
_Xueyan Wang(Graduated): Personal health data management
_Hui Wang(Graduated): Knowledge Engineering
_Sipei Ma(Graduated): Knowledge Engineering
_Wentao Zhang(Graduated): Knowledge Engineering & Healthcare
_Yao Chen(Graduated): Data Engineering & Healthcare
_Xiumei Liu(Graduated): Knowledge Engineering
_Mingyao Liu(Graduated): Data Engineering & Machine Learning
_Jingxian Wu(Graduated): Data Engineering & Machine Learning
_Rongrong Ying(Graduated): Data Engineering & Knowledge Engineering
_Sucheng Miao(Graduated): Data Engineering & Machine Learning
_Yihe Liu(Graduated): Data Engineering & Machine Learning
_Liangjie Ding: Graph Query Processing
_Liang Wang: Data Engineering & Industrial Intelligence
_Zhen Shao: Data Engineering & Industrial Intelligence
_Yuxi Yuan: Data Engineering & Industrial Intelligence
_Tao Ai: Data Engineering & Machine Learning
_Zeeshan Abbas: Data Engineering & Industrial Intelligence
_Yiran Ren: Data Engineering & Industrial Intelligence
_Tahawor Abbas: Data Engineering & Machine Learning
_Jun Liu: Data Engineering & Industrial Intelligence
_Linchao Chen: Data Engineering & Industrial Intelligence
_Yi Yang: Data Engineering & Industrial Intelligence
_Hu Sun: Data Engineering & Industrial Intelligence
_Jiale Bao: Data Engineering & Industrial Intelligence
_Haodong Wang: Data Engineering & Industrial Intelligence
_Liang Zhu: Data Engineering & Industrial Intelligence
_Shengwei Wang: Data Engineering & Industrial Intelligence
_haoyi Shen: Data Engineering & Industrial Intelligence
_Beenish Rasheed: Data Engineering & Industrial Intelligence
_Musya Zinnat: Data Engineering & Industrial Intelligence
_Mejed Jebali: Data Engineering & Industrial Intelligence
_Yuxi Zhu: Data Engineering & Industrial Intelligence
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部分论著Selected Publications
[1]. Reliable Route Selection for Wireless Sensor Networks with Connection Failure Uncertainties.Sensors 21(21): 7254 (2021)
[2]. Remaining useful life estimation with multiple local similarities. Eng. Appl. Artif. Intell. 95: 103849 (2020)
[3]. Edit Distance Based Similarity Search of Heterogeneous Information Networks. DEXA (2)2018: 195-202.
[4]. Multidimensional Analysis Framework on Massive Data of Observations of Daily Living. HIS 2017: 121-127.
[5] Energy efficient anomaly detection of wireless sensornets. Journal of Nanjing University of Aeronautics and Astronautics, 43(s):109-113.
[6] Data-mining based flatness pattern prediction for cold rolling process with varying operating condition. Knowledge and Information Systems, 2013.
[7]. A Fault Prognosis Strategy based on Time-delayed Digraph model and Principal Component Analysis. Mathematical Problem in Engineering,2012.
[8]. Multi-objective process parameter optimization for energy saving in injection molding. Journal of Zhejiang University-Science A,2012,13(5):382-394.
[9]. A Data Correlation based Wireless Sensor Network Clustering Algorithm, ICCASM 2010.
[10]. A Single Machine Scheduling Strategy for Energy Saving in Injection Molding Process. 69th Annual Technical Conference of the Society of Plastics Engineers 2012.