Digital Twins in greenhouse horticulture: A review

被引:64
作者
Ariesen-Verschuur, Natasja [1 ]
Verdouw, Cor [1 ,2 ]
Tekinerdogan, Bedir [1 ]
机构
[1] Wageningen Univ & Res, Informat Technol Grp, Hollandseweg 1, NL-6706 KN Wageningen, Netherlands
[2] Mprise Agriware, POB 598, NL-3900 AN Veenendaal, Netherlands
关键词
Digital Twin; Greenhouse horticulture; Indoor farming; Smart agriculture; Internet of Things; Data -driven food production; SUPPLY CHAINS; INTERNET; THINGS; ARCHITECTURE; AGRICULTURE; VIRTUALIZATION; MANAGEMENT; DESIGN; SMART; MODEL;
D O I
10.1016/j.compag.2022.107183
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Digital Twins can be considered as a new phase in smart and data-driven greenhouse horticulture. A Digital Twin is a digital equivalent to a real-life object of which it mirrors its behaviour and states over its lifetime in a virtual space. Research indicates that they can substantially enhance productivity and sustainability, and are able to deal with the increasing scarcity of green labour in greenhouse horticulture. This paper presents the results of a systematic literature review on Digital Twin applications in greenhouse horticulture. The review identifies 8 articles that explicitly address Digital Twins in greenhouse horticulture and 115 studies that implicitly apply the Digital Twin concept in smart IoT-based systems. Findings indicate that the concept of the Digital Twin is in a seminal phase in greenhouse horticulture, but there are existing applications that are not yet framed as Digital Twins. In the reviewed papers, there is a dominant focus on the cultivation process at the greenhouse level, among others for climate control, energy management and lighting. About 9% of the articles are virtualizing plants themselves, which indicates that the granularity level addressed is still rather limited. Only 7 % of the articles look beyond plants or single greenhouses. None of the reviewed articles consider the company level. Furthermore, most applications address monitoring and control of the state and behaviour of real-life objects. More advanced applications, including predictive and prescriptive capabilities across the complete lifecycle, are still in an early stage of development, although predictive Digital Twins are gaining prominence.
引用
收藏
页数:17
相关论文
共 169 条
[1]  
Aafreen R., 2019, IOT BASED SYSTEM TEL
[2]  
Aafreen R., 2019, P 2019 INT C EL EL C
[3]  
Abbassy M.M., 2020, INTELLIGENT GREENHOU
[4]  
Abeysekera Ruvan, 2020, IOT BASED MONITORING
[5]   First results on ProtoDUNE-SP liquid argon time projection chamber performance from a beam test at the CERN Neutrino Platform [J].
Abi, B. ;
Abud, A. Abed ;
Acciarri, R. ;
Acero, M. A. ;
Adamov, G. ;
Adamowski, M. ;
Adams, D. ;
Adrien, P. ;
Adinolfi, M. ;
Ahmad, Z. ;
Ahmed, J. ;
Alion, T. ;
Monsalve, S. Alonso ;
Alt, C. ;
Anderson, J. ;
Andreopoulos, C. ;
Andrews, M. P. ;
Andrianala, F. ;
Andringa, S. ;
Ankowski, A. ;
Antonova, M. ;
Antusch, S. ;
Aranda-Fernandez, A. ;
Ariga, A. ;
Arnold, L. O. ;
Arroyave, M. A. ;
Asaadi, J. ;
Aurisano, A. ;
Aushev, V ;
Autiero, D. ;
Azfar, F. ;
Back, H. ;
Back, J. J. ;
Backhouse, C. ;
Baesso, P. ;
Bagby, L. ;
Bajou, R. ;
Balasubramanian, S. ;
Baldi, P. ;
Bambah, B. ;
Barao, F. ;
Barenboim, G. ;
Barker, G. J. ;
Barkhouse, W. ;
Barnes, C. ;
Barr, G. ;
Monarca, J. Barranco ;
Barros, N. ;
Barrow, J. L. ;
Bashyal, A. .
JOURNAL OF INSTRUMENTATION, 2020, 15 (12)
[6]   C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems [J].
Alam, Kazi Masudul ;
El Saddik, Abdulmotaleb .
IEEE ACCESS, 2017, 5 :2050-2062
[7]  
Alpay O?, 2018, CONTROL GREENHOUSES
[8]  
Anghelof M.M., 2020, INTELLIGENT SYSTEM P
[9]  
[Anonymous], 2014, White paper
[10]  
Antony A.P., 2020, REV PRACTICE IMPLEME