刘晓强，计算机学院教授。网投比较靠谱的大平台教学指导委员会委员、软件工程学位点负责人。哈尔滨工业大学计算机及应用专业学士、计算机系统结构专业硕士，网投比较靠谱的大平台控制理论与控制工程专业博士。荷兰Delft Univ. of Technology访问学者，美国University of Michigan访问学者。
主要学术兼职：
全国高校计算机基础教育研究会常务理事，上海市计算机应用基础教育协会副会长，上海市计算机软件评测重点实验室学术委员会委员，上海智慧金融大数据应用实验室技术委员会委员；上海市高校信息技术水平考试考委会委员兼命题专家组长，上海市计算机应用能力大赛评审委员会副主任，中国老员工计算机设计大赛大数据竞赛评审组副组长；中国仪器仪表协会微型计算机应用分会委员。国家科技部、上海市科委技术专家，上海松江区、宝山区、浦东新区等区县信息化专家。
主要研究方向:
研究兴趣包括智能信息系统、数据分析与挖掘、软件设计与评测。科研工作中注重理论与实践结合，有丰富工程项目经验，多项研究成果推广应用。发表研究论文60余篇，获专利6项。培养计算机与软件工程、大数据应用统计、IT工程管理（MEM）研究生80余名。
讲授课程：
信息系统与数据库技术、大数据技术基础、人工智能技术与应用、深度学习与应用实践、智能科学技术导论、Python语言程序设计、VB语言程序设计
荣誉及获奖：
获上海市科技进步一等奖1项、上海市教育科研成果奖1项，“纺织之光”教育科研基金奖1项，省部级以上教学成果奖8项；上海市教育基金会“华强奖”、优秀教材奖1项，上海市一流课程、重点课程2门；宝钢优秀教师奖获得者，网投比较靠谱的大平台优秀育人奖、教学改革探索奖、优秀共产党员、三八红旗手、教学示范岗。
主持科研项目：
2.基于深度强化学习的测试用例自动生成方法研究
2.电力行业知识图谱构建及智能语义查询的关键技术
3.基于知识图谱的云产品推荐系统
4.大规模网页内容安全远程监测系统
5.认知驱动的数字孪生系统
6.互联网金融风险监控和预测
7.基于微信的商品推广与数据分析平台
8.基于云计算的分布式系统并行测试关键技术
9.面向特定应用软件领域的软件测试基准模型研究
10.数据广播环境下实时查询与事务处理
11.基于嵌入式技术的轨道交通乘客信息系统
12.基因大数据索引构建方法研究
13.3D工件扫描数据的降噪处理方法
14.面向敏捷制造的产品协同定制系统
15.珍贵历史音频资料修复与数字化保存系统
16.基于流媒体的实时多路音视频合成
17.农产品感官评估系统
18.无缝针织产品的尺寸预测和虚拟加工
19.数字媒体技术及应用研究
20.企业知识管理和客户关系管理
21.基于分布式认知的适应性软件系统设计
22.全国高校本科教学基本状态信息采集和分析系统
23.政务信息资源统一描述、注册管理和目录服务标准
24.服装电子化量身定制EMTM
25.心血管运动建模与数据分析项目
主要论著：
1.SQ-testing: A Semantic-Driven Testing for Android Apps via Q-learning, The21st IEEE International Conference on Software Quality, Reliability, and Security, Hainan Island ，China(SCI CCFC), 2021
2.Test case generation for web application based on markov reward process，Journal of Physics: Conference Series(EI)，2021
3.网站变更监测预警系统的设计与实现，南京师范大学学报(工程技术版)，2021
4.Construction of a Cloud Scenario Knowledge Graph for Cloud Service Market，Proceedings of the IEEE International Conference on Software Engineering and Service Sciences, ICSESS，2020
5.A Fast Voxel-Based Method for Outlier Removal in Laser Measurement, Internationl Journal of Precision Engineering and Manufacturing (SCI), 2019
6. A Recommendation System for Cloud Services Based on Knowledge Graph, 2018 IEEE 9th International Conference on Software Engineering and Service Science (ICSESS), (EI), 2018
7.Personalized Clothing Recommendation Based on Knowledge Graph, 2018 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP), (EI)，2018
8.一种面向互联网应用的多路实时流媒体同步合成方案, 网投比较靠谱的大平台学报(自然科学版), 2018
9.Fashion Coordinates Recommendation Based on User Behavior and Visual Clothing Style, ACM International Conference Proceeding Series(EI), 2018
10.基于密度聚类和投票判别的三维数据去噪方法, 计算机应用研究，2017
11.Fast Construction of an Index Tree for Large Non-ordered Discrete Datasets Using Multi-way Top-down Split and MapReduce, 2016 FOURTH International Conference on Advanced Cloud and Big Data (EI)，2017
12.Where Were You Yesterday: Privacy Risk of Published Anonymous Trajectories, IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM) , 2016
13.top-k相似连接算法性能优化，软件学报，2016
14.Private and Flexible Urban Message Delivery，IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY(SCI, EI), 2016
15.Online Mind-Map as Interface of Electronic Resource Integration and Sharing, J. Shanghai Jiaotong Univ. (Science) (EI), 2015
16.基于云环境的分布式软件接口自动化测试, 计算机测量与控制，2015
17.一种对时间连续数据进行分析查询的SQL扩展语言，计算机应用与软件，2015
18.面向云测试的并行测试用例自动生成方法，计算机应用，2015
19.基于本体的云测试资源分配与任务调度方法，计算机应用与软件，2015
20.BusCast: Flexible and privacy preserving message delivery using urban buses， 20th IEEE International Conference on Parallel and Distributed Systems (ICPADS),(CCFC), 2014
21.一种增强模拟纬编针织物外观真实感的方法，网投比较靠谱的大平台学报（自然科学版），2013
22.Parallel Path Execution for Software Testing over Automated Test Cloud, The 24th International Conference on Software Engineering & Knowledge Engineering (SEKE2012), U.S.A. (EI CCFC), 2012
23.8. A Hybrid Sensory Evaluation and Decision Support System for Vegetable Breeding Selections, International Journal of Digital Content Technology and Its Application(EI)，2012
24.9. A Framework of Software Testing Based on Cloud Computing, The 2nd International Conference on Advancements in Computing Technology (ICACT2011), South Korea, (EI)，2011
25.HBS and HFS Feature Selection Methods for Chinese Folk Music Classification, In Proceedings of the 2011 International Conference on Transportation on Mechanical and Electrical Engineering，(EI)，2011
26.信息发布系统你高中TS over IP 稳定传输的研究与应用，计算机应用与软件，2011
27. 基于MySQL和PHP的分布式事务处理, 网投比较靠谱的大平台学报（自然科学版），2011
28. 基于语义的特征选择在文本分类中的应用, 计算机应用研究，2010
29.On-demand数据广播环境下实时有序查询处理，计算机科学，2010
30.小波域降噪方法及其在历史音频保护中的应用，噪声与震动控制，2010
31.本体驱动的企业知识检索系统研究与实现，计算机应用，2010
32.A Comprehensive Evaluation Method for Domain Specific Software Benchmarking, 2010 International Conference on Progress in Informatics and Computing(PIC2010) (EI)，2010
33.Domain-specific Software Benchmarking Methodology based on Fuzzy Set Theory and AHP, International Conference on Computational Intelligence and Software Engineering (CiSE2010) (EI), 2010
34.Incremental Document Clustering Using Multi-Representation Indexing Tree, IEEE International Workshop on Data Mining(EI)，2010
35. 基于加速剖面的软件防危性验证测试方法，计算机工程，2009
36.Joint Matting and Gradient-Domain Deringing for Image Deblurring，2009 Fifth International Conference on Image and Graphics (EI)，2009
37.Removing shift-variant motion blur from an image using Poisson interpolation， The Sixth International Symposium on Multispectral Image Processing and Pattern Recognition(EI)，2009
38. 数据广播环境下实时查询处理，计算机工程，2008
39.Simulation of escape from fire based on agent and cellular automation，系统仿真学报，2008
40.基于Web的产品可视化定制系统，计算机工程，2008
41. 一种信息组播系统的建模和实现，计算机应用，2008
42.扩展RBAC的CRM动态用户访问控制模型与实现, 计算机应用,2007
43.Towards Aggregate Knowledge Services System: A Distributed Cognition Framework”, ICPCA07-The Second International Conference on Pervasive Computing and Applications, Birmingham, British, (EI)，2007
44.Data reconciliation in immersive heart inspection, IEEE International Conference on Systems, Man and Cybernetics, The Hague, The Netherlands, (EI)，2004
45.Knowledge aggregation and navigation high-level petri nets-based in e-learning. IEEE, The 1st international automatic and cybernetic conferences, (EI)，2002
专利：
1.一种信息组播系统及其播放控制方法, 发明专利
2.一种视频信息显示内容的监控方法，发明专利
3.一种面向应用领域的软件质量基准测评方法，发明专利
4.采用梯度融合技术的运动模糊图像序列的复原方法，发明专利
5.一种检测和消除数字音频信号中脉冲噪声的方法，发明专利
6.一种主从结构的电路通断检查装置，实用新型专利
主编教材：
1.《数据库应用系统技术》（电子工业出版社）, 上海市高校信息技术水平考试指定参考书
2.《数据科学技术与应用》（电子工业出版社）, 上海市高校信息技术水平考试指定参考书
3.《信息系统与数据库技术》（高等教育出版社）。担任上海市教委组编系列教材编写委员会主任，主持出版教材《计算机系统与网络技术》、《多媒体应用系统技术》，系列教材是上海市高校信息技术水平考试指定参考书。
员工寄语：
相互学习，彼此珍惜
联系方式：
电话：021-67792296
EMAIL：liuxq@dhu.edu.cn
Name: Prof. Xiaoqiang Liu
Bio:
Member of Teaching Steering Committee of Donghua University and head of Software Engineering Degree Program. Bachelor in Computer and Application of Harbin Institute of Technology, Master in Computer System Structure of Harbin Institute of Technology, PhD in Control Theory and Control Engineering of Donghua University. Visiting scholar of Delft Univ. of Technology, Netherlands, and University of Michigan, USA.
Standing Director of National Association of Computer Basic Education, Vice President of Shanghai Association of Computer Application Education, member of Academic Committee of Shanghai Key Laboratory of Computer Software Evaluation, Member of Technical Committee of Shanghai Smart Finance Big Data Application Laboratory, Member of Shanghai University Information Technology Level Examination Committee, leader of proposition expert, Deputy Director of Shanghai Computer Application Ability Competition Evaluation Committee, Deputy leader of Big Data Competition of China College Students Computer Design Competition; Member of Microcomputer Application Branch of China Instrument and Instrument Association. Technical experts of the Ministry of Science and Technology, Shanghai Science and Technology Commission, and information experts from Shanghai Songjiang District, Baoshan District, Pudong New District and other counties.
Research Areas:
Research interests include intelligent information systems, data analysis and mining, software design and evaluation. In scientific research, I focus on the combination of theory and practice, have rich experience in engineering projects, has published more than 60 research papers and won 6 patents. Has supervised more than 80 graduate students in Computer Science, Software Engineering, Big Data Application Statistics and IT Engineering Management (MEM).
Main Courses Taught:
Information System and Database Technology, Foundation of Big Data Technology, Artificial Intelligence Technology and Application, Deep Learning and Application Practice, Introduction to Intelligent Science and Technology, Python Language Programming, VB Language Programming
Publications:
1. SQ-testing: A Semantic-Driven Testing for Android Apps via Q-learning, The21st IEEE International Conference on Software Quality, Reliability, and Security, Hainan Island ，China(SCI CCFC), 2021
2. Test case generation for web application based on markov reward process，Journal of Physics: Conference Series(EI)，2021
3. Construction of a Cloud Scenario Knowledge Graph for Cloud Service Market，Proceedings of the IEEE International Conference on Software Engineering and Service Sciences, ICSESS，2020
4. A Fast Voxel-Based Method for Outlier Removal in Laser Measurement, Internationl Journal of Precision Engineering and Manufacturing (SCI), 2019
5. A Recommendation System for Cloud Services Based on Knowledge Graph, 2018 IEEE 9th International Conference on Software Engineering and Service Science (ICSESS), (EI), 2018
Main Research Projects:
1. Food quality analysis and prediction system
2. Research on the automatic test case generation method based on deep reinforcement learning
3. Key technologies of knowledge graph construction and intelligent semantic query in the electric power industry
4. Cloud product recommendation system based on knowledge graph
5. Remote monitoring system for Large-scale Web page content security
Address: Room 223, College Building 1, Songjiang Campus, Donghua University
Tel: 021-67792296
EMail: liuxq@dhu.edu.cn