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2019 | OriginalPaper | Buchkapitel

Smart Farming – Open Multi-agent Platform and Eco-System of Smart Services for Precision Farming

verfasst von : Petr Skobelev, Vladimir Larukchin, Igor Mayorov, Elena Simonova, Olga Yalovenko

Erschienen in: Advances in Practical Applications of Survivable Agents and Multi-Agent Systems: The PAAMS Collection

Verlag: Springer International Publishing

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Abstract

The paper is addressing new challenges in agriculture, which are becoming nowadays critical for many countries, including climate changes, exhausted soils, aged farmers, etc. One of the new trends is associated with a step from Agriculture–4.0 focused on automation of physical processes for precision farming – to Agriculture–5.0 based on Artificial Intelligence (AI) for digitalization of domain knowledge and automation of farmer decision-making processes. A brief overview of existing IT systems for precision farming is given, key limitations are discussed and business requirements for developing AI solutions are formulated. The concept of digital eco-system of smart services for precision farming is proposed based on AI-technologies. The paper presents functionality and architecture of multi-agent platform and eco-system and identifies vitally important smart services for everyday operations of farmers. The structure and content of ontology-driven knowledge base for precision agriculture is considered, aimed at formalizing specifications of modern types of crops, agro- and bio-technologies, etc. The virtual “round table” is proposed as a generic framework for forming well-balanced recommendations for farmers with the use of ontology-based model of agricultural enterprise, which forms a specification of situation for automatic decision-making. Finally, the first case studies of the industrial prototype of the solution development are discussed.

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Literatur
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Zurück zum Zitat Zarco-Tejada, P.J., Hubbard, N., Loudjani, P.: Precision agriculture – An opportunity for EU farmers – Potential support with the CAP 2014–2020. Joint Research Centre (JRC) of the EU, Monitoring Agriculture Resources (2014) Zarco-Tejada, P.J., Hubbard, N., Loudjani, P.: Precision agriculture – An opportunity for EU farmers – Potential support with the CAP 2014–2020. Joint Research Centre (JRC) of the EU, Monitoring Agriculture Resources (2014)
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Zurück zum Zitat Ali, O., Germain, B., Belle, J., Valckenaers, P., et al.: Multi-agent coordination and control system for multi-vehicle agricultural operations. In: Proceedings of AAMAS 2010, International Foundation for Autonomous Agents and Multiagent Systems, pp. 1621–1622 (2010) Ali, O., Germain, B., Belle, J., Valckenaers, P., et al.: Multi-agent coordination and control system for multi-vehicle agricultural operations. In: Proceedings of AAMAS 2010, International Foundation for Autonomous Agents and Multiagent Systems, pp. 1621–1622 (2010)
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17.
Zurück zum Zitat Budaev, D., Lada, A., Simonova, E., Skobelev, P., et al.: Conceptual design of smart farming solution for precise agriculture. Int. J. Des. Nat. Ecodyn. 13(3), 307–314 (2018)CrossRef Budaev, D., Lada, A., Simonova, E., Skobelev, P., et al.: Conceptual design of smart farming solution for precise agriculture. Int. J. Des. Nat. Ecodyn. 13(3), 307–314 (2018)CrossRef
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Zurück zum Zitat Skobelev, P.: Ontologies activities for situational management of enterprise real-time. Ontol. Designing 1(3), 26–48 (2012) Skobelev, P.: Ontologies activities for situational management of enterprise real-time. Ontol. Designing 1(3), 26–48 (2012)
21.
Zurück zum Zitat Skobelev, P., Simonova, E., Smirrnov, S., et al.: Development of knowledge base in the “Smart Farming” system for agricultural enterprise management. Procedia Comput. Sci. 150, 154–161 (2019)CrossRef Skobelev, P., Simonova, E., Smirrnov, S., et al.: Development of knowledge base in the “Smart Farming” system for agricultural enterprise management. Procedia Comput. Sci. 150, 154–161 (2019)CrossRef
Metadaten
Titel
Smart Farming – Open Multi-agent Platform and Eco-System of Smart Services for Precision Farming
verfasst von
Petr Skobelev
Vladimir Larukchin
Igor Mayorov
Elena Simonova
Olga Yalovenko
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-24209-1_18

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