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Title:Validation of agent-based approach for simulating the conversion to organic farming
Authors:ID Rozman, Črtomir (Author)
ID Škraba, Andrej (Author)
ID Pažek, Karmen (Author)
ID Kofjač, Davorin (Author)
Files:.pdf Organizacija_2017_Rozman_et_al._Validation_of_Agent-based_Approach_for_Simulating_the_Conversion_to_Organic_Farming.pdf (798,59 KB)
MD5: B6D1D4F603BADD8AD17C02186704AC7D
PID: 20.500.12556/dkum/63d80659-fbf7-4812-803c-a2f56bc32e09
 
URL http://www.degruyter.com/view/j/orga.2017.50.issue-3/orga-2017-0018/orga-2017-0018.xml
 
Language:English
Work type:Scientific work
Typology:1.01 - Original Scientific Article
Organization:FKBV - Faculty of Agriculture and Life Sciences
Abstract:Background and Purpose: The purpose of this study is to describe the principles of the development of parallel system-dynamics and agent-based models of organic farming for the case of Slovenia. The advantage of agent-based modeling is demonstrated by including geospatial information as an agent attribute. The models were compared by the validation, confirming the appropriate level of similarity. Design/Methodology/Approach: Both system-dynamics and agent-based modeling approaches were applied. Statistical methods were used in the validation. Results: The results of the validation confirm the appropriateness of the proposed agent-based model. Introducing additional attributes into the agent-based model provides an important advantage over the system-dynamics model, which serves as the paradigmatic example. Conclusion: A thorough validation and comparison of the results of the system-dynamics and agent-based models indicates the proper approach to combining the methodologies. This approach is promising, because it enables the modeling of the entire agricultural sector, taking each particular farm into account.
Keywords:agent-based models, organic farming, system dynamics, validation, multimethod simulation
Publication status:Published
Publication version:Version of Record
Year of publishing:2017
Number of pages:str. 235-243
Numbering:Letn. 50, št. 3
PID:20.500.12556/DKUM-67890 New window
ISSN:1318-5454
UDC:631.147:004.414.23
ISSN on article:1318-5454
COBISS.SI-ID:4343084 New window
DOI:10.1515/orga-2017-0018 New window
NUK URN:URN:SI:UM:DK:HKBLFVEA
Publication date in DKUM:01.09.2017
Views:1823
Downloads:425
Metadata:XML DC-XML DC-RDF
Categories:Misc.
:
ROZMAN, Črtomir, ŠKRABA, Andrej, PAŽEK, Karmen and KOFJAČ, Davorin, 2017, Validation of agent-based approach for simulating the conversion to organic farming. Organizacija : revija za management, informatiko in kadre [online]. 2017. Vol. 50, no. 3, p. 235–243. [Accessed 22 March 2025]. DOI 10.1515/orga-2017-0018. Retrieved from: https://dk.um.si/IzpisGradiva.php?lang=eng&id=67890
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Record is a part of a journal

Title:Organizacija : revija za management, informatiko in kadre
Shortened title:Organizacija
Publisher:Moderna organizacija
ISSN:1318-5454
COBISS.SI-ID:610909 New window

Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:01.09.2017

Secondary language

Language:Slovenian
Title:Validacija agentnega pristopa pri simulaciji prehoda na ekološko kmetijstvo
Abstract:Ozadje in namen: Namen pričujoče raziskave je opisati razvoj paralelnega modela, razvitega po principih Sistemske Dinamike in Agentnega modeliranja. Model je razvit za potrebe simulacije prehoda k ekološkemu kmetijstvu na področju Slovenije. Prednost agentnega modeliranja je bila prikazana z vključitvijo geografske informacije kot agentnega atributa. Izvedena je bila primerjava modelov. S pomočjo validacije je bila potrjena visoka stopnja podobnosti izhodnih rezultatov ter primernost pristopa. Oblikovanje/metodologija/pristop: Uporabljeni so bili principi modeliranja Sistemske Dinamike in agentnega modeliranja. Pri izvedbi validacije so bile uporabljene statistične metode. Rezultati: Rezultati validacije so potrdili primernost razvitega agentnega modela. Možnost dodajanja novih atributov v agentnem modelu zagotavlja pomembno prednost pred modeliranjem po principih sistemske dinamike, in hkrati predstavlja paradigmatski primer. Zaključek: Z izvedenim postopkom validacije in primerjavo modela razvitega po principih Sistemske Dinamike in agentnega modeliranja smo potrdili ustreznost razvitih struktur. Predlagani pristop pretvorbe modelov izkazuje ustrezen potencial za nadaljnje delo pri razvoju modela, kjer obravnavamo vsako posamezno kmetijo kot agenta z večjim naborom atributov.
Keywords:agentno modeliranje, ekološko kmetijstvo, sistemska dinamika, validacija, multimetodna simulacija


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  1. Organizacija

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