【陳豪課題組】智能計算與工業大數據實驗室

發布時間:2019-11-30 放大 縮小

智能計算與工業大數據實驗室

Computation Intelligence & Industrial Big Data Laboratory

 

 

實驗室簡介

Introduction of Laboratory

實驗室致力于復雜大型生產過程與海量設備狀態數據的分析和挖掘,在非線性時變系統分析、動態多目標優化、工業大數據處理等人工智能學科的核心問題上開展創新性研究,同時面向智能制造、智能物流、智慧城市等工程應用領域,解決設備智能化改造、系統調度優化、物聯網數據處理等關鍵問題。

The Laboratory is dedicated to the analysis and mining of complex large-scale production process and massive equipment status data, and conducts innovative research on the core issues of artificial intelligence such as nonlinear time-varying systems analysis, dynamic multi-objective optimization, industrial big data processing, etc. At the same time, it is oriented to intelligent manufacturing, intelligent logistics, smart city and other engineering applications, solving the key problems such as equipment intelligent transformation, system scheduling optimization, data processing of Internet of things, etc.

目前實驗室已承擔包括國家自然科學基金、福建省科技計劃項目、福建省“杰青”自然科學基金、泉州市引進高層次人才團隊等國家、省、市級以及企業合作項目21項。實驗室與福建晉華、福建特檢院、龍巖海德馨、福建柒牌、舒華體育、泉州功夫動漫、福建軟眾等省內10多家龍頭企業開展項目合作,這些企業為研究成果的實際工程應用提供良好、穩定的驗證平臺。

At present, the laboratory has undertaken 21 national, provincial, municipal and enterprise cooperation projects, including National Natural Science Foundation of China for Youth, Fujian Science and Technology Projects, Fujian Natural Science Foundation for Distinguished Young Scholars, Quanzhou Introduced High-level Talents Team, etc. The laboratory has cooperated with more than 10 leading enterprises in Fujian province, such as Fujian Jinhua Integrated Circuit Co. Ltd., Fujian Special Equipment Inspection Institute, Longyan Haidexin Automobile Co., Ltd, Fujian Seven Brand Group Co., Ltd, Shuhua Sports Co., Ltd., Quanzhou Kungfu Animation Group, Fujian Ruanzhong Digital Technology Co., Ltd, etc. These enterprises provide a good and stable verification platform for the practical engineering application of research results.

 

科研布局

Scientific Layout

 

科研成果

Research Achievements

團隊目前已在IEEE Transactions on Cybernetics、IEEE Transactions on Vehicular Technology、IEEE Transactions on Intelligent Transportation Systems、Energy & Fuels.等領域內國際頂級SCI期刊上發表一區長文3篇,二區長文9篇,申請專利29項,其中發明專利23項。在國際上首次提出了“在線結構可變的徑向基神經網絡”模型,并在此模型基礎上提出了一系列的在線優化學習算法,其中“快速在線自適應學習”算法可以有望解決學術界和工業界的共性難題:非線性系統的非平穩性(時變)問題。團隊在智能計算、軟測量、故障診斷與報警、預警系統、多目標優化、系統辨識等方面有諸多研究成果,共發表30余篇高水平論文。

At present, the team has published 3 papers in JCR Q1 and 9 papers in JCR Q2 in this field of international top SCI journals, such us IEEE Transactions on Cybernetics, IEEE Transactions on Vehicular Technology, IEEE Transactions on Intelligent Transportation Systems, Energy & Fuels, etc. There are also 29 patents have been applied, including 23 patents for invention. “The online structure variable RBF neural network model” is put forward for the first time in the world and based on this model, proposed a series of online optimization learning algorithms, in which “the fast online adaptive leaning algorithms” can solve the common problem of academia and industry: non-stationary (time-varying) problem of nonlinear systems. The team has obtained many research achievements in the aspects of intelligent computing, soft-sensor, fault diagnosis and alarm, early-warning system, multi-objective optimization, system identification and so on, and has published over 30 high-level papers.

 

科研團隊

Research Team

團隊現擁有來自英國雷丁大學、中科院自動化所、中國石油大學等海內外知名高校的科研人員16名,其中博士學歷以上人員3名,高級職稱人員2名,碩士研究生6名。并與加拿大阿爾伯塔大學Biao Huang院士、英國南安普頓大學Sheng Chen院士、英國雷丁大學Xia Hong教授等領域內頂級專家的研究團隊建立了長期良好的實質性學術合作關系。2017年,團隊入選泉州市首批“港灣計劃引進高層次人才團隊”,榮獲第二屆“海峽杯”創新創業大賽團隊組第二名(全球1120個項目參與角逐)。2018年,榮獲第十五屆“福建青年五四獎章”青年科研團隊。2019年,獲批建設“福建省復雜動態系統智能辨識與控制重點實驗室”。

At present, the team has 16 researchers who are from famous universities at home and abroad, such as the University of Reading, UK, Institute of Automation, Chinese Academy of Sciences, China University of Petroleum, etc., including 3 with doctor's degree or above, 2 with senior professional title and master students 6 people. Besides, they have established long-term and good substantial academic cooperation relationship with the research team of top experts in this field, such as academician Biao Huang of the University of Alberta in Canada, academician Sheng Chen of the University of Southampton in UK, and Prof. Xia Hong of the University of Reading in UK etc. In 2017, the team was elected as one of the first batch of Quanzhou “Bay Plan” Introduced High-level Talents Team, and won the second place in the team group of the 2nd "Strait Cup" Innovation and Entrepreneurship Competition (1120 projects from around the world participated in this competition). In 2018, the team won the research team of 15th "Fujian Youth Five Four Medal". In 2019, the team is approved to build the Fujian Province Key Laboratory for Intelligent Identification and Control of Complex Dynamic System.

 

團隊負責人

Team Leader

陳豪 Hao Chen

研究員/課題組長。2006年獲中國人民解放軍國防科學技術大學自動化專業學士學位,2009年在英國謝菲爾德大學控制系統專業獲得一等榮譽碩士(Distinction),2013年獲英國雷丁大學Cybernetic(控制論)專業博士學位。“智能計算與工業大數據”實驗室負責人,碩士生導師,“福建省復雜動態系統智能辨識與控制重點實驗室”主任,中國自動化學會-數據驅動控制與優化專業委員會委員。入選福建省“杰青”,首批福建省引進高層次人才境外B類,首批泉州市“港灣計劃”引進高層次人才團隊負責人,福建省五四青年團隊負責人,泉州市五四青年獎章個人,中科院“春苗”青年人才,中科院“青促會”成員。長期從事智能計算、工業大數據、非線性時變系統分析建模的研究工作,目前已在《IEEE Transactions on Cybernetics》(JCR一區,IF=10.387)等領域內多個頂級國際期刊上以第一作者及共同第一作者身份發表多篇高水平學術論文,申請專利29項,其中發明專利23項。近兩年,主持承擔有國家自然科學基金,福建省自然科學基金“杰青”項目、福建省高層次人才項目、泉州市高層次人才團隊項目,以及與福建晉華集成電路、福建柒牌、舒華體育、福建軟眾等企業合作項目17余項。

Dr. Chen, a researcher & group leader. He received his Bachelor degree in the major of automation from National University of Defense Technology in 2006, Mater degree (Distinction) in the major of control system from The University of Sheffield, UK in 2009, Doctor’s degree in the major of Cybernetic from University of Reading, UK in 2013. He is the leader of Computation Intelligence & Industrial Big Data Laboratory, master's tutor, the director of Fujian Province Key Laboratory for Intelligent Identification and Control of Complex Dynamic System, and a committee member of China Data Driven Control and Learning Systems Conference (DDCLS). He was elected to be Fujian Natural Science Fund for Distinguished Young Scholars, the first batch of Fujian Introduced High-level Talents (Overseas Class B), the director of the first batch of Quanzhou “Bay Plan” Introduced High-level Talents Team, the leader of research team won the “Fujian Youth Five Four Medal”, the person won the “Quanzhou Youth Five Four Medal”, the youth talent of “Chun Miao” and the member of “Youth Innovation Promotion Association” in Chinese Academy of Sciences. Dr. Chen has been engaged in the scientific research of intelligent computing, industrial big data, nonlinear time-varying system analysis and modeling and other fields for a long time. At present, he has published many high-level academic papers as the first author and co-first author in several top international academic journals in this field, including IEEE Transactions on Cybernetics (JCR Q1, IF=10.387), and applied for 29 patents, among which 23 are patents for invention. In recent years, he has undertaken more than 17 projects, including the National Natural Science Foundation of China for Youth, Fujian Natural Science Foundation for Distinguished Young Scholars, Fujian High-level Talents Project, Quanzhou High-level Talents Team Project and the projects cooperated with enterprises, such as with Fujian Jinhua Integrated Circuit Co., Seven Brand Group Co., Ltd., Shuhua Sports Co., Ltd., Fujian Ruanzhong Digital Technology Co. Ltd. and so on.

 

團隊主要成員

Key Team Members

陳松航 Songhang Chen

副研究員/科研骨干。博士畢業于中國科學院自動化研究所。入選福建省引進高層次人才(C類)、泉州市高層次人才。截止目前,作為課題負責人主持國家自然科學基金青年項目1項,國家重點實驗室優秀青年人才基金項目1項;參與國家自然科學基金項目5項;作為技術負責人承擔橫向項目 6項。作為項目負責人主持國家、省和市級項目3項,發表SCI、EI論文10余篇,申請和授權專利20余項。研究方向為動態多目標優化、高性能計算、大數據、物聯網以及智能交通等方面。

Songhang Chen, an associate researcher & the backbone researcher, graduated from the Institute of Automation, Chinese Academy of Sciences with a Ph.D. He was elected for Fujian Introduced of High-level Talents (Class C) and Quanzhou Introduced of High-level Talents. Till now, as a project leader, he has hosted 1 project of National Natural Science Foundation of China for Youth and 1 project of the State Key Laboratory Foundation for Excellent Youth Talents. Besides, he has participated in 5 projects of National Natural Science Foundation of China and undertaken 6 horizontal projects as a technical leader. As a program leader, he has hosted 3 projects of national, provincial, and city project. He has published more than 10 SCI and EI papers, and applied for and authorized more than 20 patents. His research interests include dynamic multi-objective optimization, high-performance computing, big data, Internet of things, intelligent transportation and so on.

 

劉哲夫 Zhefu Liu

助理研究員/科研骨干。博士畢業于中國石油大學(北京)化學工程工藝系。截止目前,主持國家自然科學基金多項,福建省對外合作項目一項,泉州市對外合作項目一項,發表SCI/EI論文20多篇。研究方向為離線數據挖掘、多目標優化、深度學習以及加熱爐溫度控制等方面。

Zhefu Liu, an assistant researcher & the backbone researcher, graduated from the State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing). Till now, he has hosted multiple projects of National Natural Science Foundation of China, 1 project of the Fujian Science and Technology Plan External Cooperation and 1 project of the Quanzhou Science and Technology Plan External Cooperation. He has published more than 20 SCI and EI papers His research interests include offline data mining, multi-objective optimization, deep learning, heating furnace temperature control and so on.

 

王森林 Senlin Wang

工程師。碩士畢業于南昌航空大學。2015年加入中國科學院海西研究院泉州裝備制造研究所,主要從事模式識別、在線機器學習、大數據分析技術研究,相繼入選泉州市高層次人才、泉州市科技特派員、晉江市優秀人才等殊榮,目前已發表SCI學術論文3篇,EI論文5篇,授權或申請發明專利15項,實用新型專利8項。

Senlin Wang, an engineer, graduated from control engineering major of Nanchang Hangkong University with a Master degree. He joined Quanzhou Institute of Equipment Manufacturing in 2015. He is engaged in the research of pattern recognition, online machine learning, big data analysis. He was elected to be Quanzhou Introduced of High-level Talents, Jinjiang Outstanding Talents, and Quanzhou Technical Expert. Till now, He has published 3 SCI papers, 5 EI papers, applied for and authorized 15 patents for invention and 8 patents for utility models.

 

王耀宗 Yaozong Wang

工程師。2016年碩士畢業于廈門大學系統工程研究所。入選泉州市高層次人才、首批泉州市“港灣計劃”引進高層次人才團隊、晉江市高層次人才“海峽計劃”創業團隊。長期從事復雜系統優化與決策、工業大數據分析與挖掘等科學與應用研究,主要負責或參與了國家自然科學基金4項、福建省自然科學基金2項(杰青和面上),福建省科技計劃項目3項,泉州市科技計劃項目3項,企業合作項目10余項,參與共建省級平臺3項:福建省復雜動態系統智能辨識與控制重點實驗室、福建省工業互聯網智能感知與決策工程研究中心、福建省智能物流產業技術研究院,作為核心骨干搭建了泉州首個工業大數據分析云平臺。近5年發表相關SCI二區1篇,SCI三區1篇,EI論文1篇,申請和授權相關發明專利23項,實用新型1項,軟件著作權4件。2018-2019年,分別榮獲第十五屆“福建青年五四獎章集體”青年科研團隊、第十六屆“福建青年五四獎章集體標兵”。  

Yaozong Wang, an engineer, graduated from control engineering major of Xiamen University with a Master degree in 2016. He was elected to be Quanzhou Introduced of High-level Talents, the first batch of Quanzhou “Bay Plan” Introduced High-level Talents Team, Jinjiang "Straits Plan" Entrepreneurship Team Introduced of High-level Talents. He has long been engaged in the research of optimization and decision of complex systems, the analysis and mining of big data. He has hosted and participated 4 projects of National Natural Science Foundation of China, 2 projects of National Science Foundation of Fujian, 3 projects of Fujian Science and Technology Plan, 3 projects of Quanzhou Science and Technology Plan, and more than 10 projects cooperated with enterprises. He has participated in the construction of 3 provincial platforms, and established the Quanzhou's first industrial big data analysis cloud platform as the core backbone. Nearly five years, he has published 2 SCI papers and 1 EI paper, applied for and authorized 23 patents for invention and 1 patents for utility models, and 1 patents for software copyright. He also won the 15th “Fujian Youth Five Four Medal” Youth Scientific Research Team and the 16th "Fujian Youth Five Four Medal" Collective Model in 2018-2019.

 

張丹 Dan Zhang

工程師。碩士畢業于西安理工大學。個人入選泉州市引進高層次人才、泉州市科技特派員,所在團隊入選福建省“青年五四獎章”青年科研團隊、首批泉州市“港灣計劃”引進高層次人才團隊。主要從事數據可視化、系統辨識、非線性時變系統分析等方面的研究,參與國家、省部、市級及企業合作項目14項,發表SCI和EI論文5篇,申請和授權發明專利3 項。

Dan Zhang, an engineer, graduated from Xi’an University of Technology with a Master degree. She was elected to be Quanzhou Introduced of High-level Talents, Quanzhou Technical Expert. Her team was elected to the “Fujian Youth Five Four Medal” Youth Scientific Research Team the first batch of Quanzhou “Bay Plan” Introduced High-level Talents Team. At present, she is engaged in the research of data visualization, system identification, nonlinear time-varying system analysis, has participated in 14 projects of national, provincial, city, and cooperated with enterprises. She has published 5 SCI and EI papers, and applied for and authorized 3 patents for invention.

 

連明昌 Mingchang Lian

助理工程師。碩士畢業于吉林大學,2019年加入泉州裝備制造研究所。目前主要從事智能物流、智能運維、數據分析等方面的研究,參與多項國家“863”計劃、吉林省、軍內等科研項目,發表學術發表2 篇論文,申請專利3 項。

Mingchang Lian, Assistant engineer, graduated from Jilin University with a Master degree. He joined Quanzhou Institute of Equipment Manufacturing in 2019. At present, he is engaged in the research of Intelligent logistics, Intelligent operation and maintenance, and data analysis. He has participated in multiple projects of the national "863 Program'', Jilin, and Military project, published 2 academic papers, and applied for 3 patents.

 

聯系方式

Contact Information

聯系人:張丹

郵    箱:zdan@fjirsm.ac.cn

Contact Person: Dan Zhang

E-mail: zdan@fjirsm.ac.cn