Digital twins in smart farming
Цифровые двойники в интеллектуальном сельском хозяйстве
2021-01-28
SCID: 54.1/76b9vwh2
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Digital twinsFarm managementInternet of Things ArchitectureIoF2020Smart farming
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Abstract (AI)
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.
Key Findings
1
Digital Twins can improve smart-farming productivity and sustainability by mirroring farm objects’ behaviors and states throughout their lifetimes.
2
Digital Twins support rapid responses to expected deviations and allow intervention effects to be simulated using real-life data.
3
The framework was applied and validated across five IoF2020 smart-farming use cases covering arable, dairy, greenhouse, organic vegetable, and livestock farming.
4
The paper defines a Digital Twin concept, develops a typology, and proposes a design and implementation framework combining systems control with the IoT-A reference architecture.
5
Using Digital Twins decouples physical farm operations from planning and control, enabling remote management based on near-real-time digital information.
Research Object
Digital Twins in smart farming systems
Research Subject
Their role, typology, conceptual design and implementation framework for advancing farm management, productivity, sustainability, and remote control
Publication Details
Publication Date
2021-01-28
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