Digital Twin for Aquaponics Factory: Analysis, Opportunities, and Research Challenges

被引:4
|
作者
Xu, Ling [1 ,2 ,3 ]
Yu, Huihui [4 ]
Qin, Hanxiang [1 ,2 ,3 ]
Chai, Yingqian [1 ,2 ,3 ]
Yan, Ni [1 ,2 ,3 ]
Li, Daoliang [1 ,2 ,3 ]
Chen, Yingyi [1 ,2 ,3 ]
机构
[1] China Agr Univ, Natl Innovat Ctr Digital Fishery, Beijing 100083, Peoples R China
[2] China Agr Univ, Beijing Engn & Technol Res Ctr Internet Things Agr, Minist Agr & Rural Affairs, Key Lab Smart Farming Technol Aquat Anim & Livesto, Beijing 100083, Peoples R China
[3] China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
[4] Beijing Forestry Univ, Sch Informat Sci & Technol, Beijing 100083, Peoples R China
关键词
Production facilities; Computational modeling; Digital twins; Agriculture; Solid modeling; Data models; Analytical models; Aquaponics factory; artificial intelligence (AI); digital aquaculture; digital twin (DT); smart agriculture; SYSTEM;
D O I
10.1109/TII.2023.3331135
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Driven by Industry 4.0, digital twin, as a key enabling technology for digital transformation and intelligent upgrade, has attracted growing attention in various fields of agriculture, such as aquaponics factory. Although the digital twin has made formidable progress in theory and application, there are still many doubts and challenges for aquaponics factory. Based on a review of publications related to digital twin, in this contribution, we summarized the connotation of digital twin, including an overview of the research evolution, architecture, and clarification of digital twin and other concepts, such as cyber-physical systems and simulations. Enabling technologies of digital twin are also introduced from a five-dimensional model perspective. On the basis of maintaining a consensus understanding of digital twin, we explored the potential of digital twin in aquaponics without violating the initial vision of digital twin. First, we provided a comprehensive and insightful summary of aquaponics factory and the application of digital twin in agriculture, with the aim of discovering the possibilities and directions for introducing digital twin into aquaponics factory. Then, we dissected in detail practical cases of digital twin related to the production of aquaponics factory, highlighting the added value that digital twin may bring to aquaponics factory, and explored urgent challenges and research directions.
引用
收藏
页码:5060 / 5073
页数:14
相关论文
共 50 条
  • [1] Opportunities and challenges of digital twin technology in healthcare
    Wang Mingbang
    Hu Huijuan
    Wu Song
    [J]. 中华医学杂志(英文版), 2023, 136 (23)
  • [2] Opportunities and challenges of digital twin technology in healthcare
    Wang, Mingbang
    Hu, Huijuan
    Wu, Song
    [J]. CHINESE MEDICAL JOURNAL, 2023, 136 (23) : 2895 - 2896
  • [3] Digital Twin for the Oil and Gas Industry: Overview, Research Trends, Opportunities, and Challenges
    Wanasinghe, Thumeera R.
    Wroblewski, Leah
    Petersen, Bui K.
    Gosine, Raymond G.
    James, Lesley Anne
    De Silva, Oscar
    Mann, George K., I
    Warrian, Peter J.
    [J]. IEEE ACCESS, 2020, 8 : 104175 - 104197
  • [4] The Digital Factory Twin - An Empirical Study of Use Cases and Challenges
    Burggräf, Peter
    Adlon, Tobias
    Schäfer, Niklas
    [J]. ZWF Zeitschrift fuer Wirtschaftlichen Fabrikbetrieb, 2023, 118 (03): : 178 - 182
  • [5] Opportunities and Challenges of the Digital Twin in Power System Applications
    数字孪生在电力系统应用中的机遇和挑战
    [J]. He, Xing (hexing_hx@126.com), 2009, Power System Technology Press (44):
  • [6] The emergence of cognitive digital twin: vision, challenges and opportunities
    Zheng, Xiaochen
    Lu, Jinzhi
    Kiritsis, Dimitris
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2022, 60 (24) : 7610 - 7632
  • [7] Urban Food Production Digital Twin: Opportunities and Challenges
    Ball, Peter
    Badakhshan, Ehsan
    [J]. SUSTAINABLE DESIGN AND MANUFACTURING, SDM 2022, 2023, 338 : 331 - 340
  • [8] The Challenges and Opportunities for Mental Health Twin Research in Nigeria
    Olakunle Ayokunmi Oginni
    Ayoyinka Ayorinde
    Kehinde Dorcas Ayodele
    Onyedikachi Joseph Opara
    Boladale Mapayi
    Kolawole Mosaku
    [J]. Behavior Genetics, 2024, 54 (1) : 42 - 50
  • [9] The Challenges and Opportunities for Mental Health Twin Research in Nigeria
    Oginni, Olakunle Ayokunmi
    Ayorinde, Ayoyinka
    Ayodele, Kehinde Dorcas
    Opara, Onyedikachi Joseph
    Mapayi, Boladale
    Mosaku, Kolawole
    [J]. BEHAVIOR GENETICS, 2024, 54 (01) : 42 - 50
  • [10] Research on the Interface of Sustainable Plant Factory Based on Digital Twin
    Liu, Jiayao
    Wang, Linfeng
    Wang, Yunsheng
    Xu, Shipu
    Liu, Yong
    [J]. SUSTAINABILITY, 2023, 15 (06)