A Survey of Advanced Information Fusion System: from Model-Driven to Knowledge-Enabled

被引:1
|
作者
Zhu, Di [1 ]
Yin, Hailian [2 ]
Xu, Yidan [1 ]
Wu, Jiaqi [1 ]
Zhang, Bowen [1 ]
Cheng, Yaqi [1 ]
Yin, Zhanzuo [1 ]
Yu, Ziqiang [3 ]
Wen, Hao [4 ]
Li, Bohan [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 211106, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Key Lab Adv Technol Small & Medium UAVs, Minist Ind & Informat Technol, Nanjing 210016, Peoples R China
[3] Yantai Univ, Coll Comp & Control Engn, Yantai 264005, Shandong, Peoples R China
[4] Nanjing Univ Aeronaut & Astronaut, Coll Aerosp Engn, Nanjing 210016, Peoples R China
基金
中国国家自然科学基金;
关键词
System engineering; Knowledge engineering; Knowledge graph; Model-based system engineering; Information system; DIGITAL TWIN; NEURAL-NETWORK; ONTOLOGY; FUTURE;
D O I
10.1007/s41019-023-00209-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Advanced knowledge engineering (KE), represented by knowledge graph (KG), drives the development of various fields and engineering technologies and provides various knowledge fusion and knowledge empowerment interfaces. At the same time, advanced system engineering (SE) takes model-based system engineering (MBSE) as the core to realize formal modeling and process analysis of the whole system. The two complement each other and are the key technologies for the transition from 2.0 to 3.0 in the era of artificial intelligence and the transition from perceptual intelligence to cognitive intelligence. This survey summarizes an advanced information fusion system, from model-driven to knowledge-enabled. Firstly, the concept, representative methods, key technologies and application fields of model-driven system engineering are introduced. Then, it introduces the concept of knowledge-driven knowledge engineering, summarizes the architecture and construction methods of advanced knowledge engineering and summarizes the application fields. Finally, the combination of advanced information fusion systems, development opportunities and challenges are discussed.
引用
收藏
页码:85 / 97
页数:13
相关论文
共 50 条
  • [31] Model-driven system validation by scenarios
    Carioni, A.
    Gargantini, A.
    Riccobene, E.
    Scandurra, P.
    Lecture Notes in Electrical Engineering, 2009, 36 LNEE : 57 - 69
  • [32] Model-driven assessment of system dependability
    Mustafiz, Sadaf
    Sun, Ximeng
    Kienzle, Joerg
    Vangheluwe, Hans
    SOFTWARE AND SYSTEMS MODELING, 2008, 7 (04): : 487 - 502
  • [33] Model-driven connector development for service-based information system architectures
    Pahl, Claus
    Zhu, Yaoling
    Journal of Software, 2009, 4 (03) : 199 - 208
  • [34] Research on Application of Model-Driven Architecture in the Development Process of Enterprise Information System
    Che, Y.
    Wang, G.
    Ren, B. Y.
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 12356 - 12359
  • [35] An intelligent decision making and notification system based on a knowledge-enabled supervisory monitoring platform
    Ziogou, Chrysovalantou
    Krinidis, Stelios
    Ioannidis, Dimosthenis
    Papadopoulou, Simira
    Tzovaras, Dimitrios
    Voutetakis, Spyros
    26TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING (ESCAPE), PT B, 2016, 38B : 1353 - 1358
  • [36] Model-driven engineering: A survey supported by the unified conceptual model
    da Silva, Alberto Rodrigues
    COMPUTER LANGUAGES SYSTEMS & STRUCTURES, 2015, 43 : 139 - 155
  • [37] Towards a sustainable interoperability in networked enterprise information systems: Trends of knowledge and model-driven technology
    Agostinho, Carlos
    Ducq, Yves
    Zacharewicz, Gregory
    Sarraipa, Joao
    Lampathaki, Fenareti
    Poler, Raul
    Jardim-Goncalves, Ricardo
    COMPUTERS IN INDUSTRY, 2016, 79 : 64 - 76
  • [38] Model-Driven Skills Assessment in Knowledge Management Systems
    Balderas, Antonio
    Caballero-Herndndez, Juan Antonio
    Dodero, Juan Manuel
    Palomo-Duarte, Manuel
    Ruiz-Rube, Ivan
    JOURNAL OF WEB ENGINEERING, 2019, 18 (4-6): : 353 - 379
  • [39] Application of Advanced Model-Driven Techniques in Performance Engineering
    Kapova, Lucia
    Reussner, Ralf
    COMPUTER PERFORMANCE ENGINEERING, 2010, 6342 : 17 - 36
  • [40] Application research on advanced model-driven developing method
    Center for Space Science and Applied Research, Chinese Academy of Sciences, Beijing 100080, China
    不详
    不详
    Jisuanji Gongcheng, 2006, 13 (63-65):