Development of a digital twin of plant based on the principles of emergent intelligence

Skobelev, Petr; Tabachinskiy, Aleksey; Simonova, Elena; Goryanin, Oleg Ivanovich; Zhuravel, Y.; Myatov, Gennady; Ermakov, V. V.

doi:10.1109/itnt57377.2023.10139177

Cited by 1 publication

(2 citation statements)

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“…DTs play a fundamental role in crop monitoring, offering real-time insights into crop conditions through the integration of data from diverse sources such as inter alia, cameraequipped UAVs [70,74,75,77,85,86] and UGVs [79], satellites [77,83], soil sensors [70,75,81,83], weather stations [74,75,[81][82][83], and knowledge databases [66,[71][72][73][74]77,82,84]. This integration allows for comprehensive analyses, aiding farmers in optimizing critical open-field agricultural practices like irrigation, fertilization, and pest control.…”

Section: Rq1: How Are Dts Conceptualized and Defined In Agricultural ...mentioning

confidence: 99%

“…By simulating the potential impact of factors, such as weather patterns, soil conditions, and resource management strategies, farmers can make informed decisions to enhance crop growth and yield. In summary, the multifaceted capabilities of DTs indicatively include resource rescheduling [72][73][74], growth monitoring and prediction [73,74,82,84], yield prediction [83][84][85], scene reconstruction [69], path planning [86], and addressing challenges like disease detection [70] and personnel and finance management [74].…”

Section: Rq1: How Are Dts Conceptualized and Defined In Agricultural ...mentioning

confidence: 99%

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Digital Twins in Agriculture and Forestry: A Review

Tagarakis,

Benos,

Kyriakarakos

et al. 2024

Sensors

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Digital twins aim to optimize practices implemented in various sectors by bridging the gap between the physical and digital worlds. Focusing on open-field agriculture, livestock farming, and forestry and reviewing the current applications in these domains, this paper reveals the multifaceted roles of digital twins. Diverse key aspects are examined, including digital twin integration and maturity level, means of data acquisition, technological capabilities, and commonly used input and output features. Through the prism of four primary research questions, the state of the art of digital twins, the extent of their achieved integration, and an overview of the critical issues and potential advancements are provided in the landscape of the sectors under consideration. The paper concludes that in spite of the remarkable progress, there is a long way towards achieving full digital twin. Challenges still persist, while the key factor seems to be the integration of expert knowledge from different stakeholders. In light of the constraints identified in the review analysis, a new sector-specific definition for digital twins is also suggested to align with the distinctive characteristics of intricate biotic and abiotic systems. This research is anticipated to serve as a useful reference for stakeholders, enhancing awareness of the considerable benefits associated with digital twins and promoting a more systematic and comprehensive exploration of this transformative topic.

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