Development of a Knowledge Base in the "Smart Farming" System for Agricultural Enterprise Management

被引:24
作者
Skobelev, P. O. [1 ,2 ]
Simonova, E. V. [3 ,4 ]
Smirnov, S. V. [1 ]
Budaev, D. S. [5 ]
Voshchuk, G. Yu. [5 ]
Morokov, A. L. [4 ]
机构
[1] Russian Acad Sci, Inst Control Complex Syst, Sadovaya St,61, Samara 443020, Russia
[2] Samara State Tech Univ, Molodogvardeyskaya St,244, Samara 443100, Russia
[3] Samara Natl Res Univ, Moskovskoe Shosse,34, Samara 443086, Russia
[4] Smart Solut Ltd, Business Ctr Vertikal, Off 1201, Moskovskoe Shosse 17, Samara 443100, Russia
[5] Aeropatrol Ltd, Business Ctr Vert, Off 35, Moskovskoe Shosse 17, Samara 443013, Russia
来源
PROCEEDINGS OF THE 13TH INTERNATIONAL SYMPOSIUM INTELLIGENT SYSTEMS 2018 (INTELS'18) | 2019年 / 150卷
关键词
knowledge base; Aristotle metaontology; ontology of plant growing; semantic network; multi-agent technology; smart decision support system; ONTOLOGY;
D O I
10.1016/j.procs.2019.02.029
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Increasing the efficiency of agricultural production is a very important task. To solve this problem, it is proposed to use the "Smart Farming" cloud system for precision farming management. The novelty of the proposed approach lies in using the knowledge base and multi-agent technology to develop coordinated decisions on management of agricultural enterprises. The paper focuses on development of the knowledge base in the "Smart Farming" system on precision agriculture. Information storage is organized in the form of a semantic network of concepts and relations on the "All about the concept" principle in a single repository, which facilitates the work of farmers with this resource. The paper covers storage, editing, verification, and visualization of knowledge representation about the domain of crop production, production resources, agricultural machinery, equipment and other material resources, as well as peculiarities of the tasks of precision farming. The knowledge base of plant production, built on ontological principles, will be useful to enterprise managers, agronomists, machine operators, planning services and other specialists of large, medium and small farms, as well as to individual farmers. (C) 2019 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/) Peer-review under responsibility of the scientific committee of the 13th International Symposium "Intelligent Systems" (INTELS'18).
引用
收藏
页码:154 / 161
页数:8
相关论文
共 12 条
[1]  
Buttigieg PL., 2013, J BIOMEDICAL SEMANTI, P4
[2]   The Planteome database: an integrated resource for reference ontologies, plant genomics and phenomics [J].
Cooper, Laurel ;
Meier, Austin ;
Laporte, Marie-Angelique ;
Elser, Justin L. ;
Mungall, Chris ;
Sinn, Brandon T. ;
Cavaliere, Dario ;
Carbon, Seth ;
Dunn, Nathan A. ;
Smith, Barry ;
Qu, Botong ;
Preece, Justin ;
Zhang, Eugene ;
Todorovic, Sinisa ;
Gkoutos, Georgios ;
Doonan, John H. ;
Stevenson, Dennis W. ;
Arnaud, Elizabeth ;
Jaiswal, Pankaj .
NUCLEIC ACIDS RESEARCH, 2018, 46 (D1) :D1168-D1180
[3]   The Plant Ontology as a Tool for Comparative Plant Anatomy and Genomic Analyses [J].
Cooper, Laurel ;
Walls, Ramona L. ;
Elser, Justin ;
Gandolfo, Maria A. ;
Stevenson, Dennis W. ;
Smith, Barry ;
Preece, Justin ;
Athreya, Balaji ;
Mungall, Christopher J. ;
Rensing, Stefan ;
Hiss, Manuel ;
Lang, Daniel ;
Reski, Ralf ;
Berardini, Tanya Z. ;
Li, Donghui ;
Huala, Eva ;
Schaeffer, Mary ;
Menda, Naama ;
Arnaud, Elizabeth ;
Shrestha, Rosemary ;
Yamazaki, Yukiko ;
Jaiswal, Pankaj .
PLANT AND CELL PHYSIOLOGY, 2013, 54 (02) :E1-+
[4]  
Domingue J, 2011, HANDBOOK OF SEMANTIC WEB TECHNOLOGIES: FOUNDATIONS AND TECHNOLOGIES, VOLS 1 AND 2, P3, DOI 10.1007/978-3-540-92913-0_1
[5]   Towards a thesaurus of plant characteristics: an ecological contribution [J].
Garnier, Eric ;
Stahl, Ulrike ;
Laporte, Marie-Angelique ;
Kattge, Jens ;
Mougenot, Isabelle ;
Kuehn, Ingolf ;
Laporte, Baptiste ;
Amiaud, Bernard ;
Ahrestani, Farshid S. ;
Boenisch, Gerhard ;
Bunker, Daniel E. ;
Cornelissen, J. Hans C. ;
Diaz, Sandra ;
Enquist, Brian J. ;
Gachet, Sophie ;
Jaureguiberry, Pedro ;
Kleyer, Michael ;
Lavorel, Sandra ;
Maicher, Lutz ;
Perez-Harguindeguy, Natalia ;
Poorter, Hendrik ;
Schildhauer, Mark ;
Shipley, Bill ;
Violle, Cyrille ;
Weiher, Evan ;
Wirth, Christian ;
Wright, Ian J. ;
Klotz, Stefan .
JOURNAL OF ECOLOGY, 2017, 105 (02) :298-309
[6]  
Gavrilova T. A., 2000, KNOWLEDGE BASE INTEL
[7]   AgroPortal: A vocabulary and ontology repository for agronomy [J].
Jonquet, Clement ;
Toulet, Anne ;
Arnaud, Elizabeth ;
Aubin, Sophie ;
Yeumo, Esther Dzale ;
Emonet, Vincent ;
Graybeal, John ;
Laporte, Marie-Angelique ;
Musen, Mark A. ;
Pesce, Valeria ;
Larmande, Pierre .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 144 :126-143
[8]   The AGROVOC Concept Scheme - A Walkthrough [J].
Rajbhandari, Sachit ;
Keizer, Johannes .
JOURNAL OF INTEGRATIVE AGRICULTURE, 2012, 11 (05) :694-699
[9]  
Rzevski G., 2014, MANAGING COMPLEXITY
[10]   Multifunctional crop trait ontology for breeders' data: field book, annotation, data discovery and semantic enrichment of the literature [J].
Shrestha, Rosemary ;
Arnaud, Elizabeth ;
Mauleon, Ramil ;
Senger, Martin ;
Davenport, Guy F. ;
Hancock, David ;
Morrison, Norman ;
Bruskiewich, Richard ;
McLaren, Graham .
AOB PLANTS, 2010,