Multi-agent CHANS: BDI Farmer Intentions and Decision Making
This paper extends previous works on multi-agent-based simulation models of Coupled Human and Natural Systems (CHANS), by introducing a farmer agent model capable of interact with environmental, economic, and spatial variables in the context of supply and demand of environmental services. Emphasis i...
- Autores:
-
Julio Muto, Tito
Buitrago Bolívar, Elias
Serrano, Jairo E.
Gonzalez, Enrique
- Tipo de recurso:
- Fecha de publicación:
- 2021
- Institución:
- Universidad Tecnológica de Bolívar
- Repositorio:
- Repositorio Institucional UTB
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.utb.edu.co:20.500.12585/10415
- Acceso en línea:
- https://hdl.handle.net/20.500.12585/10415
https://doi.org/10.1007/978-3-030-85739-4_13
- Palabra clave:
- Complex-environmental systems
Multi-agent systems
Emotional BDI
Multi-agent simulation
BDI agent
Fuzzy logic
LEMB
- Rights
- openAccess
- License
- http://creativecommons.org/licenses/by-nc-nd/4.0/
| id |
UTB2_5a1446fc11d26f5c8880e356c94aa786 |
|---|---|
| oai_identifier_str |
oai:repositorio.utb.edu.co:20.500.12585/10415 |
| network_acronym_str |
UTB2 |
| network_name_str |
Repositorio Institucional UTB |
| repository_id_str |
|
| dc.title.spa.fl_str_mv |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| title |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| spellingShingle |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making Complex-environmental systems Multi-agent systems Emotional BDI Multi-agent simulation BDI agent Fuzzy logic LEMB |
| title_short |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| title_full |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| title_fullStr |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| title_full_unstemmed |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| title_sort |
Multi-agent CHANS: BDI Farmer Intentions and Decision Making |
| dc.creator.fl_str_mv |
Julio Muto, Tito Buitrago Bolívar, Elias Serrano, Jairo E. Gonzalez, Enrique |
| dc.contributor.author.none.fl_str_mv |
Julio Muto, Tito Buitrago Bolívar, Elias Serrano, Jairo E. Gonzalez, Enrique |
| dc.subject.keywords.spa.fl_str_mv |
Complex-environmental systems Multi-agent systems Emotional BDI Multi-agent simulation BDI agent Fuzzy logic |
| topic |
Complex-environmental systems Multi-agent systems Emotional BDI Multi-agent simulation BDI agent Fuzzy logic LEMB |
| dc.subject.armarc.none.fl_str_mv |
LEMB |
| description |
This paper extends previous works on multi-agent-based simulation models of Coupled Human and Natural Systems (CHANS), by introducing a farmer agent model capable of interact with environmental, economic, and spatial variables in the context of supply and demand of environmental services. Emphasis is made on how the Farmer Agent implements the BDI framework (Believes, Desires, and Intentions) at its core. Also, insights about its decision-making mechanism based on fuzzy logic are provided. Preliminary results are shown in terms of modulating variables such as knowledge, money, well-being, energy, and productivity. |
| publishDate |
2021 |
| dc.date.issued.none.fl_str_mv |
2021-09-25 |
| dc.date.accessioned.none.fl_str_mv |
2022-01-27T14:53:54Z |
| dc.date.available.none.fl_str_mv |
2022-01-27T14:53:54Z |
| dc.date.submitted.none.fl_str_mv |
2022-01-26 |
| dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
| dc.type.hasVersion.spa.fl_str_mv |
info:eu-repo/semantics/restrictedAccess |
| dc.type.spa.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
| dc.identifier.citation.spa.fl_str_mv |
Muto T.J., Bolivar E.B., Serrano J.E., González E. (2021) Multi-agent CHANS: BDI Farmer Intentions and Decision Making. In: Dignum F., Corchado J.M., De La Prieta F. (eds) Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection. PAAMS 2021. Lecture Notes in Computer Science, vol 12946. Springer, Cham. https://doi.org/10.1007/978-3-030-85739-4_13 |
| dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12585/10415 |
| dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.1007/978-3-030-85739-4_13 |
| dc.identifier.instname.spa.fl_str_mv |
Universidad Tecnológica de Bolívar |
| dc.identifier.reponame.spa.fl_str_mv |
Repositorio Universidad Tecnológica de Bolívar |
| identifier_str_mv |
Muto T.J., Bolivar E.B., Serrano J.E., González E. (2021) Multi-agent CHANS: BDI Farmer Intentions and Decision Making. In: Dignum F., Corchado J.M., De La Prieta F. (eds) Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection. PAAMS 2021. Lecture Notes in Computer Science, vol 12946. Springer, Cham. https://doi.org/10.1007/978-3-030-85739-4_13 Universidad Tecnológica de Bolívar Repositorio Universidad Tecnológica de Bolívar |
| url |
https://hdl.handle.net/20.500.12585/10415 https://doi.org/10.1007/978-3-030-85739-4_13 |
| dc.language.iso.spa.fl_str_mv |
eng |
| language |
eng |
| dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
| dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| dc.rights.accessRights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
| dc.rights.cc.*.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 Internacional |
| rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ Attribution-NonCommercial-NoDerivatives 4.0 Internacional http://purl.org/coar/access_right/c_abf2 |
| eu_rights_str_mv |
openAccess |
| dc.format.extent.none.fl_str_mv |
12 Páginas |
| dc.format.mimetype.spa.fl_str_mv |
application/pdf |
| dc.publisher.place.spa.fl_str_mv |
Cartagena de Indias |
| dc.source.spa.fl_str_mv |
Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection - vol. 12946 |
| institution |
Universidad Tecnológica de Bolívar |
| bitstream.url.fl_str_mv |
https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/1/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdf https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/2/license_rdf https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/3/license.txt https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/4/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdf.txt https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/5/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdf.jpg |
| bitstream.checksum.fl_str_mv |
f4ff10e0943109e0a64921f3b2a05b11 4460e5956bc1d1639be9ae6146a50347 e20ad307a1c5f3f25af9304a7a7c86b6 944a891fc1c927b9de99c71366e963a1 796a47efcaa0c24edf3ce4bb101dac37 |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Repositorio Institucional UTB |
| repository.mail.fl_str_mv |
repositorioutb@utb.edu.co |
| _version_ |
1814021598297980928 |
| spelling |
Julio Muto, Titob21a1b3f-0ba1-496a-ba6d-b8e09da12742Buitrago Bolívar, Elias906de130-46e3-4328-822e-e49fa371a7c2Serrano, Jairo E.fc39a2a7-1db9-4094-b54c-907bb4c863d0Gonzalez, Enriquebaebfa7c-2d51-432f-bb27-83c32bfa2afa2022-01-27T14:53:54Z2022-01-27T14:53:54Z2021-09-252022-01-26Muto T.J., Bolivar E.B., Serrano J.E., González E. (2021) Multi-agent CHANS: BDI Farmer Intentions and Decision Making. In: Dignum F., Corchado J.M., De La Prieta F. (eds) Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection. PAAMS 2021. Lecture Notes in Computer Science, vol 12946. Springer, Cham. https://doi.org/10.1007/978-3-030-85739-4_13https://hdl.handle.net/20.500.12585/10415https://doi.org/10.1007/978-3-030-85739-4_13Universidad Tecnológica de BolívarRepositorio Universidad Tecnológica de BolívarThis paper extends previous works on multi-agent-based simulation models of Coupled Human and Natural Systems (CHANS), by introducing a farmer agent model capable of interact with environmental, economic, and spatial variables in the context of supply and demand of environmental services. Emphasis is made on how the Farmer Agent implements the BDI framework (Believes, Desires, and Intentions) at its core. Also, insights about its decision-making mechanism based on fuzzy logic are provided. Preliminary results are shown in terms of modulating variables such as knowledge, money, well-being, energy, and productivity.12 Páginasapplication/pdfenghttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAttribution-NonCommercial-NoDerivatives 4.0 Internacionalhttp://purl.org/coar/access_right/c_abf2Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection - vol. 12946Multi-agent CHANS: BDI Farmer Intentions and Decision Makinginfo:eu-repo/semantics/articleinfo:eu-repo/semantics/restrictedAccesshttp://purl.org/coar/resource_type/c_2df8fbb1Complex-environmental systemsMulti-agent systemsEmotional BDIMulti-agent simulationBDI agentFuzzy logicLEMBCartagena de IndiasAdam, C., Gaudou, B.: BDI agents in social simulations: a survey. Knowl. Eng. Rev. 31(3), 207–238 (2016). https://doi.org/10.1017/S0269888916000096Balke, T., Gilbert, N.: How do agents make decisions? A survey. JASSS 17(4), 1 (2014). https://doi.org/10.18564/jasss.2687Filatova, T., Verburg, P.H., Parker, D.C., Stannard, C.A.: Spatial agent-based models for socio-ecological systems: challenges and prospects. Environ. Model. Softw. 45, 1–7 (2013). https://doi.org/10.1016/j.envsoft.2013.03.017Gonz´alez, E., Avila, J., Bustacara, C.: BESA: Behavior-Oriented, Event-Driven, Social-Based Agent Framework. Undefined (2003)Groeneveld, J., et al.: Theoretical foundations of human decision-making in agentbased land use models - a review. Environ. Model. Softw. 87, 39–48 (2017). https:// doi.org/10.1016/j.envsoft.2016.10.008Malawska, A., Topping, C.J.: Applying a biocomplexity approach to modelling farmer decision-making and land use impacts on wildlife. J. Appl. Ecol. 55(3), 1445–1455 (2018). https://doi.org/10.1111/1365-2664.13024Matthews, R.B., Gilbert, N.G., Roach, A., Polhill, J.G., Gotts, N.M.: Agent-based land-use models: a review of applications (2007). https://doi.org/10.1007/s10980- 007-9135-1. https://link.springer.com/article/10.1007/s10980-007-9135-1Muto, T.J., Bolivar, E.B., Gonz´alez, E.: BDI multi-agent based simulation model for social ecological systems. In: De La Prieta, F., et al. (eds.) PAAMS 2020. CCIS, vol. 1233, pp. 279–288. Springer, Cham (2020). https://doi.org/10.1007/978-3-030- 51999-5 23Rao, A., Georgeff, M.P.: Modeling rational agents within a BDI-architecture. In: Proceedings of the 2nd International Conference on Principles of Knowledge Representation and Reasoning (1991). https://doi.org/10.5555/3087158.3087205. https://dl-acm-org.ezproxy.javeriana.edu.co/doi/10.5555/3087158.3087205Rodr´ıguez, J., Torres, M., Gonz´alez, E.: La Metodolog´ıa Aopoa. Avances en Sistemas e Inform´atica 4(2) (2007)Ruiz Agudelo, C.A., et al.: Hacia una econom´ıa verde en Colombia: dise˜no e implementaci´on de un esquema de Pago por Servicios Ecosist´emicos (PSE) en el marco del ordenamiento territorial. Fases de dise˜no e implementaci´on temprana. Caso cuenca del rio Rancher´ıa. Departamento de la Guajira-Colombia. Reflexiones sobre el Capital Natural de Colombia (3) (2013)Schulze, J., M¨uller, B., Groeneveld, J., Grimm, V.: Agent-based modelling of socialecological systems: achievements, challenges, and a way forward. J. Artif. Soc. Soc. Simul. 20(2) (2017). https://doi.org/10.18564/jasss.3423http://purl.org/coar/resource_type/c_6501ORIGINALMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdfMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdfapplication/pdf895160https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/1/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdff4ff10e0943109e0a64921f3b2a05b11MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/2/license_rdf4460e5956bc1d1639be9ae6146a50347MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-83182https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/3/license.txte20ad307a1c5f3f25af9304a7a7c86b6MD53TEXTMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdf.txtMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdf.txtExtracted texttext/plain28356https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/4/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdf.txt944a891fc1c927b9de99c71366e963a1MD54THUMBNAILMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdf.jpgMuto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo Enrique Serran.pdf.jpgGenerated Thumbnailimage/jpeg63311https://repositorio.utb.edu.co/bitstream/20.500.12585/10415/5/Muto2021_Chapter_Multi-agentCHANSBDIFarmerInt_Jairo%20Enrique%20Serran.pdf.jpg796a47efcaa0c24edf3ce4bb101dac37MD5520.500.12585/10415oai:repositorio.utb.edu.co:20.500.12585/104152022-01-28 02:22:42.383Repositorio Institucional UTBrepositorioutb@utb.edu.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 |