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
  • [21] A Model-Driven Approach for Evaluating Traceability Information
    Buender, Hendrik
    Rieger, Christoph
    Kuchen, Herbert
    THIRD INTERNATIONAL CONFERENCE ON ADVANCES AND TRENDS IN SOFTWARE ENGINEERING (SOFTENG 2017), 2017, : 59 - 65
  • [22] A Model-Driven approach to Information Security Compliance
    Correia, Anacleto
    Goncalves, Antonio
    Filomena Teodoro, M.
    APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2017, 1836
  • [23] Lean requirements traceability automation enabled by model-driven engineering
    Escalona, Maria-Jose
    Koch, Nora
    Garcia-Borgonon, Laura
    PEERJ COMPUTER SCIENCE, 2022, 8
  • [24] Model-Driven Development for secure information systems
    Fernandez-Medina, Eduardo
    Jurjens, Jan
    Trujillo, Juan
    Jajodia, Sushil
    INFORMATION AND SOFTWARE TECHNOLOGY, 2009, 51 (05) : 809 - 814
  • [25] Few-Shot Specific Emitter Identification: A Knowledge, Data, and Model-Driven Fusion Framework
    Sun, Minhong
    Teng, Jiazhong
    Liu, Xinyuan
    Wang, Wei
    Huang, Xingru
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2025, 20 : 3247 - 3259
  • [26] An ensemble model for idioms and literal text classification using knowledge-enabled BERT in deep learning
    Abarna S.
    Sheeba J.I.
    Devaneyan S.P.
    Measurement: Sensors, 2022, 24
  • [27] Lean requirements traceability automation enabled by model-driven engineering
    Escalona M.-J.
    Koch N.
    Garcia-Borgoñon L.
    PeerJ Computer Science, 2022, 8
  • [28] Model-Driven Mechatronic System Development
    Paczona, Martin
    Mayr, Heinrich C.
    2019 IEEE 15TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2019, : 1730 - 1736
  • [29] Model-Driven Composition of Information Systems from Shared Components and Connectors
    Leone, Stefania
    de Spindler, Alexandre
    McLeod, Dennis
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2013 CONFERENCES, 2013, 8185 : 204 - 221
  • [30] Model-driven assessment of system dependability
    Sadaf Mustafiz
    Ximeng Sun
    Jörg Kienzle
    Hans Vangheluwe
    Software & Systems Modeling, 2008, 7 : 487 - 502