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
相关论文
共 50 条
  • [21] Ontology-based multi-agent system for automatic process
    Li, Wen-Jie
    Feng, Zhi-Yong
    Chen, Gang
    Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology, 2004, 37 (03): : 253 - 257
  • [22] Ontology-based multi-agent approach to data fusion
    Obitko, M
    Smid, J
    SENSOR FUSION: ARCHITECTURES, ALGORITHMS, AND APPLICATIONS VI, 2002, 4731 : 51 - 59
  • [23] Ontology-based, Multi-agent Support of Production Management
    Meridou, Despina T.
    Inden, Udo
    Rueckemann, Claus-Peter
    Patrikakis, Charalampos Z.
    Kaklamani, Dimitra-Theodora I.
    Venieris, Iakovos S.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2015 (ICNAAM-2015), 2016, 1738
  • [24] Multi-agent systems for ontology-based information retrieval
    Bañares-Alcántara, R
    Jiménez, L
    Aldea, A
    European Symposium on Computer-Aided Process Engineering-15, 20A and 20B, 2005, 20a-20b : 1549 - 1554
  • [25] An ontology-based multi-agent system conceptual model
    Chainbi, Walid
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2008, 31 (1-2) : 35 - 44
  • [26] An ontology-based architecture for multi-agent system environment
    Paiano, Roberto
    Guido, Anna Lisa
    Pulitneno, Enrico
    ICE-B 2008: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON E-BUSINESS, 2008, : 101 - 106
  • [27] A Multi-agent Text Analysis Based on Ontology of Subject Domain
    Garanina, Natalia
    Sidorova, Elena
    Bodin, Eugene
    PERSPECTIVES OF SYSTEM INFORMATICS, PSI 2014, 2015, 8974 : 102 - 110
  • [28] Ontology and multi-agent based decision support for enterprise bidding
    Li, Y
    Huang, BQ
    Liu, WH
    Gou, HM
    Wu, C
    2001 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: E-SYSTEMS AND E-MAN FOR CYBERNETICS IN CYBERSPACE, 2002, : 2947 - 2951
  • [29] An E-negotiation model based on Multi-agent and Ontology
    Mei, Pu Qiu
    Hong, Zhang
    Cun, Cao Yong
    Qin, Pan Xiu
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL II, 2009, : 107 - 110
  • [30] Simulation of an ontology-based multi-agent transport system
    Merdan, Munir
    Vittori, Lisa
    Koppensteiner, Gottfried
    Vrba, Pavel
    Favre-Bulle, Bernard
    2008 PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-7, 2008, : 3208 - +