姓名 |
 |
苗盛 |
单位部门 |
信息与控制工程学院/计算机科学与技术教研室 |
职称 |
副教授 |
邮箱 |
smiao@qut.edu.cn |
个人简介 |
苗盛，博士，副教授，硕士研究生导师，“工业物联网及数字孪生技术创新团队”负责人，1988年12月出生于山东省青岛市。2011年7月毕业于青岛大学通信工程专业，获工学学士学位。2012年12月毕业于美国Towson大学应用信息技术专业，获理学硕士学位。2017年8月毕业于美国Towson大学信息技术专业，获理学博士学位。曾任美国陆军研究中心（U.S. Army Research Laboratory）助理研究员、美国Towson大学讲师、青岛大学助理教授。主要研究方向为工业物联网技术、多模态数据融合、数据挖掘及深度学习技术、数字孪生等。主持智慧水务管控系统开发项目，生态环境数据处理系统开发项目，威海市地下水资源数据分析项目等，个人累计到账经费超过100万元；参与美国陆军智能情报融合研究，山东省重点研发计划项目“工业制造设备预测性维护的关键技术研究”。与环境与市政工程学院建立联合科研团队“环境系统分析团队”，团队近3年到账经费超过400万元。发表国内外高水平论文十余篇，其中以第一作者及通讯作者发表SCI论文6篇。先后主讲《模式识别》、《神经网络与深度学习》、《智能传感技术》、《数据挖掘与大数据分析》等本科课程，《人工智能技术》、《模式识别与机器学习》、《互联网+导论》等研究生课程。指导国家级大学生创新创业训练计划一项，指导本科生参加“挑战杯”大学生课外学术科技作品竞赛，获山东省二等奖两次，指导本科生参加中国大学生计算机设计大赛，获全国二等奖，指导研究生参加第十五届中国研究生电子设计竞赛，获全国总决赛二等奖。 |
研究领域
（1）工业物联网技术
（2）机器学习与深度学习
（3）多模态数据融合
（4）数字孪生技术
主要科研项目：
（1）山东省重大科技创新工程项目, 2019JZZY02101, 工业制造设备预测性维护的关键技术研究，2019-12至2021-12，350万元, 参加
（2）山东省地质矿产勘查开发局第六地质大队，横向，威海市文登区地下水资源可持续发展研究，2019-09至2021-07, 9.2万元，主持
（3）海斯特（青岛）泵业有限公司，智慧水务综合管理控制平台开发，2021-10至2022-03，60万元，主持
（4）青岛市李沧区综合行政执法局，执法综合管理控制系统及无人机飞控软件开发，2022-04至2022-08， 40万元，主持
代表性科研论文
主要期刊论文
(1) Sheng Miao*; Yukun Dang; Qixiu Zhu; Sudong Li; Mohammad Shorfuzzaman; Haibin Lv; A novel approach for upper limb functionality assessment based on deep learning and multimodal sensing data, IEEE Access, doi: 10.1109/ACCESS.2021.3080592. (SCI)
(2) Sheng Miao; Changliang Zhou; Salman Ali AlQahtani; Mubarak Alrashoud*; Ahmed Ghoneim; Zhihan Lv; Applying machine learning in intelligent sewage treatment: A case study of chemical plant in sustainable cities, Sustainable Cities and Society, doi: 10.1016/j.scs.2021.103009. (SCI)
(3) Sheng Miao*; Chen Shen; Xiaochen Feng; Qixiu Zhu; Mohammad Shorfuzzaman; Zhihan Lv; Upper limb rehabilitation system for stroke survivors based on multi-modal sensors and machine learning, IEEE Access, 2021, 9: 30283-30291. (SCI)
(4) Sheng Miao; Chao Liu*; Binjie Qian; Qun Miao; Remote sensing-based water quality assessment for urban rivers: a study in linyi development area, Environmental Science and Pollution Research, 2020, 27(2): 34586-34595. (SCI)
(5) 周长亮,苗盛*,王明丽,柳超.基于深度学习和物联网技术的智慧污水管控系统[J].安全与环境工程,2021,28(01):191-196+208. （北大核心）
(6) Chen Shen; Xinyu Ning; Qixiu Zhu; Sheng Miao*; Haibin Lv; Application and comparison of deep learning approaches for upper limb functionality evaluation based on multi-modal inertial data, Sustainable computing: informatics and systems, 2022, 33: 100624. (SCI)
(7) Chao Liu; Haoqing Zhang; Sheng Miao*; Xuefei Li; Changliang Zhou; Assessment of Status and Vulnerability to Seawater Intrusion in Wendeng District, China, Journal of Coastal Research, 2020, 104. (SCI)
(8) Jie Sun*; Shipeng Zhao; Sheng Miao; Xuan Wang; Yanan Yu; Open-set iris recognition based on deep learning, IET Image process, 2022, 16: 2361-2372. (SCI)
主要会议论文
(9) Sheng Miao; Ziying Tang; Utilizing human processing for fuzzy-based military situation awareness based on social media, IEEE International Conference on Fuzzy Systems (FUZZ 2017), Naples, Italy, 2017-7-9至2017-7-12.
(10) Sheng Miao; Ziying Tang; Jinjuan Heidi Feng; Amanda Jozkowski; Molly Lichtenwalner; An exploratory case study to support young children with Spinal Muscular Atrophy (SMA), 19th International ACM SIGACCESS Conference on Computers and Accessibility, Baltimore, Maryland, USA, 2017-10-29至2017-11-1.
(11) Sheng Miao; Robert J. Hammell II; Ziying Tang; Timothy Hanratty; John Dumer; John Richardson; Integrating complementary/contradictory information into fuzzy-based VoI determinations, 2015 IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA), Verona, New York, USA, 2015-5-26至2015-5-28.
(12) Sheng Miao; Ziying Tang; Jinjuan Feng; Amanda Jozkowski; Exploring multi-modal communication approach for young children with spinal muscular atrophy (SMA), 51st Hawaii International Conference on System Sciences (HICSS-51), 2018, Big Island, Hawaii, USA.
(13) Sheng Miao; Robert Hammell II; Timothy Hanratty; Ziying Tang; Comparison of fuzzy membership functions for value of information determination, 25th Modern Artificial Intelligence and Cognitive Science Conference (MAICS), 2014, Spokane, Washington, USA.
(14) Ziying Tang; Jin Guo; Sheng Miao; Subrata Acharya; Jinjuan Feng; Ambient intelligence based context-aware assistive system to improve independence for people with autism spectrum disorder, 49th Hawaii International Conference on System Sciences (HICSS-49), 2016, Kauai, Hawaii, USA.
(15) Rovert Hammell II; Timothy Hanratty; Sheng Miao; Empirical study on combining complementary and contradictory information in a fuzzy-based system, 2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016, Athens, Greece.
(16) Lakshmidevi Sreeramareddy; Sheng Miao; Jinjuan Feng; Investigating gesture-based password: usability and vulnerability to shoulder-surfing attacks, 2014 Conference on Research in Adaptive and Convergent Systems (RACS), 2014, Towson, Maryland, USA.
(17) Timothy Hanratty; John Dumer; Robert Hammell II; Sheng Miao; Ziying Tang; Tuning fuzzy membership functions to improve value of information calculations, IEEE Conference on Norbert Wiener in the 21st Century, 2014, Boston, Massachusetts, USA.
