Developing Digital Twin of Plant Based on Emergent Intelligence Concept, Ontology and Multi-agent Technology

被引:0
|
作者
Skobelev, Petr [1 ]
Tabachinskiy, Aleksey [1 ]
Simonova, Elena [2 ]
Strizhakov, Anatoly [3 ]
Ermakov, Vasiliy [1 ]
Goryanin, Oleg [3 ]
Zhuravel, Yulia [1 ]
机构
[1] Samara State Tech Univ, 244 Molodogvardeyskaya St, Samara 443100, Russia
[2] Samara Natl Res Univ, 34 Moskovskoye Shosse, Samara 443086, Russia
[3] Samara Fed Res Sci Ctr RAS, 3a Studencheskiy Lane, Samara 443001, Russia
基金
俄罗斯科学基金会;
关键词
Precision farming; Digital twin; Emergent intelligence; Multi-agent technology; Knowledge base; Ontology; Plant; Stage;
D O I
10.1007/978-3-031-53445-4_36
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The article advances methodology of designing smart digital twins of plants (SDTP) as a multi-level complex adaptive system, integrating the capabilities of cyber-physical and ontology-customizable multi-agent systems for planning and simulation of plants' growth stages, synchronized with stages of real crops. New multi-agent model and method of creating a SDTP are proposed, based on the use of the "emergent intelligence" concept which combine the advantages of centralized and self-organized resource management in a form of self-guided organization. The multi-level, multi-agent resource-service network model of the plant is developed, as well as a method of compensations, that ensures the quasioptimality of plant plans. Ontologically configurable classes of agents and protocols of their interaction are presented. The newmodel and method are implemented in an ontology-customizable multi-agent system for resource scheduling and control of crops. Results of first experiments for wheat and broccoli are discussed and plans for future developments are given.
引用
收藏
页码:430 / 441
页数:12
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