Digital twins in smart farming

被引:271
作者
Verdouw, Cor [1 ,2 ]
Tekinerdogan, Bedir [1 ]
Beulens, Adrie [1 ]
Wolfert, Sjaak [1 ,3 ]
机构
[1] Wageningen Univ & Res, Informat Technol Grp, POB 35, NL-6700 AA Wageningen, Netherlands
[2] Mprise, POB 598, NL-3900 AN Veenendaal, Netherlands
[3] Wageningen Univ & Res, Wageningen Econ Res, POB 35, NL-6700 AA Wageningen, Netherlands
基金
欧盟地平线“2020”;
关键词
Smart agriculture; Internet of things; Farm management systems; Remote sensing and control; Virtualization; DESIGN SCIENCE; SUPPLY CHAINS; PRODUCT DATA; INFORMATION; INTERNET; THINGS; AGRICULTURE; SYSTEMS; MODEL; VIRTUALIZATION;
D O I
10.1016/j.agsy.2020.103046
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Digital Twins are very promising to bring smart farming to new levels of farming productivity and sustainability. A Digital Twin is a digital equivalent of a real-life object of which it mirrors its behaviour and states over its lifetime in a virtual space. Using Digital Twins as a central means for farm management enables the decoupling of physical flows from its planning and control. As a consequence, farmers can manage operations remotely based on (near) real-time digital information instead of having to rely on direct observation and manual tasks on-site. This allows them to act immediately in case of (expected) deviations and to simulate effects of interventions based on real-life data. This paper analyses how Digital Twins can advance smart farming. It defines the concept, develops a typology of different types of Digital Twins, and proposes a conceptual framework for designing and implementing Digital Twins. The framework comprises a control model based on a general systems approach and an implementation model for Digital Twin systems based on the Internet of Things?Architecture (IoT-A), a reference architecture for IoT systems. The framework is applied to and validated in five smart farming use cases of the European IoF2020 project, focussing on arable farming, dairy farming, greenhouse horticulture, organic vegetable farming and livestock farming.
引用
收藏
页数:19
相关论文
共 72 条
[1]  
AIOTI, 2018, HIGH LEV ARCH HLA RE
[2]   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
[3]  
Alves RG, 2019, IEEE GLOB HUMANIT C, P110, DOI [10.1109/ghtc46095.2019.9033075, 10.1109/GHTC46095.2019.9033075]
[4]  
[Anonymous], 2016, Digital Twin: Mitigating Unpredictable Undesirable Emergent Behaviour in Complex Systems
[5]   The Internet of Things: A survey [J].
Atzori, Luigi ;
Iera, Antonio ;
Morabito, Giacomo .
COMPUTER NETWORKS, 2010, 54 (15) :2787-2805
[6]  
Balafoutis at, 2017, PROGR PRECISION AGR
[7]  
Bauer Martin., 2013, Enabling Things to Talk: Designing IoT solutions with the IoT Architectural Reference Model, P113, DOI [10.1007/978-3-642-40403-0_7, DOI 10.1007/978-3-642-40403-0_7]
[8]   THE CASE RESEARCH STRATEGY IN STUDIES OF INFORMATION-SYSTEMS [J].
BENBASAT, I ;
GOLDSTEIN, DK ;
MEAD, M .
MIS QUARTERLY, 1987, 11 (03) :369-386
[9]  
Boschert S., 2016, Mechatronic Futures: Challenges and Solutions for Mechatronic Systems and their Designers, P59, DOI [DOI 10.1007/978-3-319-32156-1_5, 10.1007/978-3-319-32156-1]
[10]   Industrial IoT Lifecycle via Digital Twins [J].
Canedo, Arquimedes .
2016 INTERNATIONAL CONFERENCE ON HARDWARE/SOFTWARE CODESIGN AND SYSTEM SYNTHESIS (CODES+ISSS), 2016,