呂建華, 博士,副教授,研究生導師。畢業于東北大學,香港中文大學、香港科技大學訪問學者,美國普渡大學高級訪問學者。主要研究領域包括:數據科學、知識工程與工業智能。主持完成多項國家自然科學基金項目、江蘇省自然科學基金項目以及校企研發工業智能項目,發表論文40餘篇,申請、授予國家發明專利十餘項,培養研究生、留學生60餘名。
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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在人工智能的時代,數據是一切工作的基礎與前提,知識是處理與分析的結果,而應用才是科學研究的目的。互聯網方興未艾,先進制造與工業智能又帶來了巨大挑戰與機遇。
研究室緻力于培養新時代的數據工程師、數據分析師、以及知識管理與人工智能應用專家,歡迎各位同學加入我們!
正在招收2022年度研究生,包括:計算機科學與技術、軟件工程、人工智能專業。歡迎各位推免同學以及考研同學聯系交流,方式為:18021503877(電話、微信)或lujianhua@seu.edu.cn(郵件)。
重要提醒:各位推免同學一定要參加本院暑假夏令營活動。
知識可以學習,但如下素質才是最重要的:
1)勇于探索,主動學習未知領域知識,以解決跨學科問題,用計算機科學服務社會發展;
2)勇于實踐,将所學知識應用于實際問題,以工程化視角看待計算機科學,學以緻用;
3)務真求實,以事實為準繩,不弄虛作假。
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研究領域Area of Interest
..數據科學與數據工程:Data Science & Data Engineering
研究面向複雜大數據場景的數據管理技術,培養合格的數據工程師。具體内容包括:數據預處理、數據存儲與索引、查詢處理與查詢優化、并行處理與控制等。
..知識發現與知識工程:Knowledge Discovery & Knowledge Engineering
研究基于大規模多源異構數據的知識獲取與分析技術,培養合格的數據分析師。具體内容包括:知識實體與關聯關系抽取、知識發現與知識融合、面向知識圖譜的知識管理與分析、數據挖掘與機器學習等。
..工業系統健康管理技術:Industrial System Health Management
面向業界需求,應用數據與知識管理分析、人工智能以及機器學習方法,開展工業系統健康管理技術研究與開發,包括:故障檢測與故障診斷、态勢感知、剩餘壽命預測、系統健康狀态評估、系統維護決策支持等。
..衛生健康數據管理與分析:Healthcare Data Management & Analytics
面向公共衛生數據與個人日常數據,應用數據與知識管理分析技術,研究與開發衛生健康管理與分析技術,進行行為模式分析、健康狀态預警、健康生活行為推薦等,為社會健康與個人生活健康提供決策支持。
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目前項目Research Projects
_國家自然科學基金項目: “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.
_保密項目:“X Data Analytics and Knowledge Management”, sponsored by XXX Institute.
_研究院合作項目: “Healthcare Data Management and Analytics”, sponsored by Academy of Military Medical Science of China.
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教學Teaching
_ 數據結構與算法 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樹2.pdf10.3.B+樹.pdf
_ 高級數據結構 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數據管理 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
_ 數據庫技術概論 Introduction to Database
_ 算法分析與設計 Algorithm analysis and design
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部分學生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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部分論著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.