IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad

El Internet de las Cosas favorece el aprovechamiento de las herramientas tecnológicas en ambientes rurales, gracias a la capacidad de conexión a Internet entre dispositivos que facilita el quehacer diario. El objetivo de la investigación es evaluar la usabilidad del sistema de soporte para la toma d...

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Autores:
Romero Riaño, Efrén
Galeano Barrera, Claudia
Guerrero, Cesar D.
Martínez Toro, Mauricio
Rico Bautista, Dewar
Tipo de recurso:
Article of investigation
Fecha de publicación:
2022
Institución:
Universidad Autónoma de Bucaramanga - UNAB
Repositorio:
Repositorio UNAB
Idioma:
spa
OAI Identifier:
oai:repository.unab.edu.co:20.500.12749/26576
Acceso en línea:
http://hdl.handle.net/20.500.12749/26576
https://doi.org/10.29375/25392115.4483
Palabra clave:
Evaluación heurística
Evaluación de usabilidad
Interfaz de Usuario
Sistemas de soporte a la toma de decisiones
Internet de las Cosas
Sistemas de irrigación
Heuristic evaluation
Usability testing
User interface
Decision support systems
IoT
Irrigation systems
Rights
License
http://purl.org/coar/access_right/c_abf2
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repository_id_str
dc.title.spa.fl_str_mv IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
dc.title.translated.eng.fl_str_mv IoT applied to irrigation systems in agriculture: A usability analysis
title IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
spellingShingle IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
Evaluación heurística
Evaluación de usabilidad
Interfaz de Usuario
Sistemas de soporte a la toma de decisiones
Internet de las Cosas
Sistemas de irrigación
Heuristic evaluation
Usability testing
User interface
Decision support systems
IoT
Irrigation systems
title_short IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
title_full IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
title_fullStr IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
title_full_unstemmed IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
title_sort IoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidad
dc.creator.fl_str_mv Romero Riaño, Efrén
Galeano Barrera, Claudia
Guerrero, Cesar D.
Martínez Toro, Mauricio
Rico Bautista, Dewar
dc.contributor.author.none.fl_str_mv Romero Riaño, Efrén
Galeano Barrera, Claudia
Guerrero, Cesar D.
Martínez Toro, Mauricio
Rico Bautista, Dewar
dc.contributor.orcid.spa.fl_str_mv Romero Riaño, Efrén [0000-0002-3627-9942]
Galeano Barrera, Claudia [0000-0002-3794-7041]
Guerrero, Cesar D. [0000-0002-3286-6226]
Martínez Toro, Mauricio [0000-0002-2859-5371]
Rico Bautista, Dewar [0000-0002-1808-3874]
dc.subject.spa.fl_str_mv Evaluación heurística
Evaluación de usabilidad
Interfaz de Usuario
Sistemas de soporte a la toma de decisiones
Internet de las Cosas
Sistemas de irrigación
topic Evaluación heurística
Evaluación de usabilidad
Interfaz de Usuario
Sistemas de soporte a la toma de decisiones
Internet de las Cosas
Sistemas de irrigación
Heuristic evaluation
Usability testing
User interface
Decision support systems
IoT
Irrigation systems
dc.subject.keywords.eng.fl_str_mv Heuristic evaluation
Usability testing
User interface
Decision support systems
IoT
Irrigation systems
description El Internet de las Cosas favorece el aprovechamiento de las herramientas tecnológicas en ambientes rurales, gracias a la capacidad de conexión a Internet entre dispositivos que facilita el quehacer diario. El objetivo de la investigación es evaluar la usabilidad del sistema de soporte para la toma de decisiones de riego en el agro, AgroRIEGO, que se tiene desde el desarrollo de una aplicación de un dispositivo basado en IoT. El patrocinador de este proyecto fue el Ministerio de Tecnologías de Información y Comunicación y el Centro de Excelencia de Apropiación en Internet de las Cosas (CEA-IoT) en Colombia. Dentro de los métodos usados se encuentra el uso de la técnica de evaluación heurística, estructurada en 15 categorías y 62 subcategorías de valoración. Este análisis se complementa con el aporte de un grupo de expertos en el diseño y desarrollo de aplicaciones y dispositivos IoT y el agro para valorar los atributos del sistema.
publishDate 2022
dc.date.issued.none.fl_str_mv 2022-04-28
dc.date.accessioned.none.fl_str_mv 2024-09-16T20:23:14Z
dc.date.available.none.fl_str_mv 2024-09-16T20:23:14Z
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identifier_str_mv ISSN: 1657-2831
e-ISSN: 2539-2115
instname:Universidad Autónoma de Bucaramanga UNAB
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https://doi.org/10.29375/25392115.4483
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dc.relation.references.none.fl_str_mv Agarwal, R., & Venkatesh, V. (2002). Assessing a firm’s Web presence: A heuristic evaluation procedure for the measurement of usability. Information Systems Research, 13(2), 168–186. https://doi.org/10.1287/isre.13.2.168.84
Bailey, D. R., Owen, J. S., Wagner, J., & Selker, J. S. (2013). In-situ performance and usability of a distributed, wireless sensor network via mesh connectivity at a production container nursery. Applied engineering in agriculture, 29(5), 779–782.
Bastien, J. M. C. (2010). Usability testing: a review of some methodological and technical aspects of the method. International Journal of Medical Informatics, 79(4), e18–e23. https://doi.org/10.1016/j.ijmedinf.2008.12.004
Blanck, P. (2014). Equality the struggle for web accessibility by persons with cognitive disabilities. In Equality the Struggle for Web Accessibility by Persons with Cognitive Disabilities. https://doi.org/10.1017/CBO9781107280151
Bright, L. F., Kleiser, S. B., & Grau, S. L. (2015). Too much Facebook? An exploratory examination of social media fatigue. Computers in Human Behavior, 44, 148–155. https://doi.org/10.1016/j.chb.2014.11.048
Caro, D, Romero-Riaño, E., Espinosa, A., & Guerrero, C. D. (2020). Evaluating usability contributions in ICT-IOT solutions for agriculture: A bibliometric perspective. RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, 2020(E28), 681–692.
Corneanu, C. A., Simón, M. O., Cohn, J. F., & Guerrero, S. E. (2016). Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-Related Applications. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(8), 1548–1568. https://doi.org/10.1109/TPAMI.2016.2515606
D’mello, S. K., & Kory, J. (2015). A Review and Meta-Analysis of Multimodal Affect Detection Systems. ACM Computing Surveys, 47(3), 1–36. https://doi.org/10.1145/2682899
Flandoli, A. M. B., & Romero-Riaño, E. (2020). The Role of Gamification in the Environmental Awareness: A Bibliometric Review Intellectual Structure Evolution. In Prisma Social (Issue 30).
Garmer, K., Liljegren, E., Osvalder, A. L., & Dahlman, S. (2002). Application of usability testing to the development of medical equipment. Usability testing of a frequently used infusion pump and a new user interface for an infusion pump developed with a human factors approach. International Journal of Industrial Ergonomics, 29(3), 145–159. https://doi.org/10.1016/S0169-8141(01)00060-9
Gil-Quintana, J., Santoveña-Casal, S., & Riaño, E. R. (2021). Realfooders influencers on instagram: From followers to consumers. International Journal of Environmental Research and Public Health, 18(4). https://doi.org/10.3390/ijerph18041624
Granollers, T. (2018). Usability Evaluation with Heuristics. New Proposal from Integrating Two Trusted Sources 2 Combining Common Heuristic Sets. 1–16.
Guerrero, C. D., & Rico-Bautista, D. (2020). Center for excellence and internet acquisition of things: A commitment to competitiveness from alliances between government, academia and productive sector. RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, 2020(E28), 615–628.
Hornbæk, K. (2006). Current practice in measuring usability: Challenges to usability studies and research. International Journal of Human Computer Studies, 64(2), 79–102. https://doi.org/10.1016/j.ijhcs.2005.06.002
Huggins, J. E., Guger, C., Ziat, M., Zander, T. O., Taylor, D., Tangermann, M., Soria-Frisch, A., Simeral, J., Scherer, R., Rupp, R., Ruffini, G., Robinson, D. K. R., Ramsey, N. F., Nijholt, A., Mueller-Putzo, G., McFarland, D. J., Mattia, D., Lancer, B. J., Kindermans, P.-J., … Aarnoutse, E. J. (2017). Workshops of the Sixth International Brain-Computer Interface Meeting: braincomputer interfaces past, present, and future. Brain-Computer Interfaces, 4(1–2, SI), 3–36. https://doi.org/10.1080/2326263X.2016.1275488
Nielsen, J. (1994). Usability Engineering.
Kantner, L., & Rossenabum, S. (1997). Usability Studies of WWW Sites:Heuristic Evaluation vs. Laboratory Testing. ACM International Conference on Interactive Tabletops and Surfaces, ITS 2010.
Kowalczewska, K., & Turnhout, E. (2012). The Usability of Scenario Studies: the Case of the EUruralis from the Users’ Perspective. Polish Sociological Review, 177, 91–105.
Maguire, M. (2001). Methods to support human-centred design. International Journal of Human Computer Studies, 55(4), 587–634. https://doi.org/10.1006/ijhc.2001.0503
Martinez-Toro, G. M., Ariza-Zabala, G. C., Rico-Bautista, D., & Romero-Riaño, E. (2019). Human computer interaction in transport, a systematic literature review. Journal of Physics: Conference Series, 1409, 012002. https://doi.org/10.1088/1742-6596/1409/1/012002
McIntire, J. P., Havig, P. R., & Geiselman, E. E. (2014). Stereoscopic 3D displays and human performance: A comprehensive review. Displays, 35(1), 18–26. https://doi.org/10.1016/j.displa.2013.10.004
Parra Valencia, J. A., Guerrero, C. D., & Rico-Bautista, D. (2017). IOT: una aproximación desde ciudad inteligente a universidad inteligente. Revista Ingenio, 13(1), 9–20. https://doi.org/10.22463/2011642X.2128
Rau, P. L. P., & Liang, S. F. M. (2003). Internationalization and localization: Evaluating and testing a Website for Asian users. Ergonomics, 46(1–3), 255–270. https://doi.org/10.1080/00140130303527
Rautaray, S. S., & Agrawal, A. (2012). Vision based hand gesture recognition for human computer interaction: a survey. Artificial Intelligence Review, 43(1), 1–54. https://doi.org/10.1007/s10462-012-9356-9
Rico-Bautista, D., Collazos, C. A., Guerrero, C. D., Maestre-Gongora, G., & Medina-Cárdenas, Y. (2021). Latin American Smart University: Key Factors for a User-Centered Smart Technology Adoption Model. In Sustainable Intelligent Systems (pp. 161–173). https://doi.org/10.1007/978-981-33-4901-8_10
Rico-Bautista, D., Maestre-Gongora, G., & Guerrero, C. D. (2020). Smart University:IoT adoption model. 2020 Fourth World Conference on Smart Trends in Systems, Security and Sustainability (WorldS4), 821–826. https://doi.org/10.1109/WorldS450073.2020.9210369
Rico-Bautista, D., Medina-Cárdenas, Y., & Guerrero, C. D. (2019). Smart University: A Review from the Educational and Technological View of Internet of Things. In P. M., F. C., & R. A. (Eds.), International Conference on Information Technology and Systems, ICITS 2019 (Vol. 918, pp. 427–440). Springer Verlag. https://doi.org/10.1007/978-3-030-11890-7_42
Romero-Riaño, E., Guerrero-Santander, C. D., & Martínez-Ardila, H. E. (2021). Agronomy research co-authorship networks in agricultural innovation systems. Revista UIS Ingenierías, 20(1), 161–175. https://doi.org/10.18273/revuin.v20n1-2021015
Seufert, M., Egger, S., Slanina, M., Zinner, T., Hossfeld, T., & Tran-gia, P. (2015). A Survey on Quality of Experience of HTTP Adaptive Streaming. Ieee Communication Surveys & Tutorials, 17(1), 469–492. https://doi.org/10.1109/COMST.2014.2360940
Turk, M. (2014). Multimodal interaction: A review. Pattern Recognition Letters, 36(1), 189–195. https://doi.org/10.1016/j.patrec.2013.07.003
Waytz, A., Heafner, J., & Epley, N. (2014). The mind in the machine: Anthropomorphism increases trust in an autonomous vehicle. Journal of Experimental Social Psychology, 52, 113–117. https://doi.org/10.1016/j.jesp.2014.01.005
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dc.source.spa.fl_str_mv Vol. 23 Núm. 1 (2022): Revista Colombiana de Computación (Enero-Junio); 44-52
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spelling Romero Riaño, Efrén76106587-6d1f-4174-87cd-258f1540ce74Galeano Barrera, Claudia36496a07-7aa0-4212-b4d6-6cc496efbde1Guerrero, Cesar D.85ae0424-903e-404a-afa9-1c8076002973Martínez Toro, Mauricio73d7d86b-e5c1-40e4-b21a-d417f71a0ed0Rico Bautista, Dewarb99414eb-6e40-4020-88fd-f2fd1223e9f4Romero Riaño, Efrén [0000-0002-3627-9942]Galeano Barrera, Claudia [0000-0002-3794-7041]Guerrero, Cesar D. [0000-0002-3286-6226]Martínez Toro, Mauricio [0000-0002-2859-5371]Rico Bautista, Dewar [0000-0002-1808-3874]2024-09-16T20:23:14Z2024-09-16T20:23:14Z2022-04-28ISSN: 1657-2831e-ISSN: 2539-2115http://hdl.handle.net/20.500.12749/26576instname:Universidad Autónoma de Bucaramanga UNABrepourl:https://repository.unab.edu.cohttps://doi.org/10.29375/25392115.4483El Internet de las Cosas favorece el aprovechamiento de las herramientas tecnológicas en ambientes rurales, gracias a la capacidad de conexión a Internet entre dispositivos que facilita el quehacer diario. El objetivo de la investigación es evaluar la usabilidad del sistema de soporte para la toma de decisiones de riego en el agro, AgroRIEGO, que se tiene desde el desarrollo de una aplicación de un dispositivo basado en IoT. El patrocinador de este proyecto fue el Ministerio de Tecnologías de Información y Comunicación y el Centro de Excelencia de Apropiación en Internet de las Cosas (CEA-IoT) en Colombia. Dentro de los métodos usados se encuentra el uso de la técnica de evaluación heurística, estructurada en 15 categorías y 62 subcategorías de valoración. Este análisis se complementa con el aporte de un grupo de expertos en el diseño y desarrollo de aplicaciones y dispositivos IoT y el agro para valorar los atributos del sistema.The Internet of Things favors using technological tools in rural environments thanks to the ability to connect to the Internet between devices that facilitate daily tasks. The research aims to evaluate the usability of the decision support system for irrigation in agriculture, AgroRIEGO, through the development of an IoT-based device. The sponsors of this project were the Ministry of Information and Communication Technologies and the Center of Excellence in the Internet of Things Appropriation (CEA-IoT) in Colombia. Among the methods used is the use of the heuristic evaluation technique, structured into 15 categories and 62 subcategories of assessment. This analysis was complemented by the contribution of a group of experts in the design and development of IoT applications and devices and agriculture to assess the system's attributes.application/pdfspaUniversidad Autónoma de Bucaramanga UNABhttps://revistas.unab.edu.co/index.php/rcc/article/view/4483/3611https://revistas.unab.edu.co/index.php/rcc/issue/view/282Agarwal, R., & Venkatesh, V. (2002). Assessing a firm’s Web presence: A heuristic evaluation procedure for the measurement of usability. Information Systems Research, 13(2), 168–186. https://doi.org/10.1287/isre.13.2.168.84Bailey, D. R., Owen, J. S., Wagner, J., & Selker, J. S. (2013). In-situ performance and usability of a distributed, wireless sensor network via mesh connectivity at a production container nursery. Applied engineering in agriculture, 29(5), 779–782.Bastien, J. M. C. (2010). Usability testing: a review of some methodological and technical aspects of the method. International Journal of Medical Informatics, 79(4), e18–e23. https://doi.org/10.1016/j.ijmedinf.2008.12.004Blanck, P. (2014). Equality the struggle for web accessibility by persons with cognitive disabilities. In Equality the Struggle for Web Accessibility by Persons with Cognitive Disabilities. https://doi.org/10.1017/CBO9781107280151Bright, L. F., Kleiser, S. B., & Grau, S. L. (2015). Too much Facebook? An exploratory examination of social media fatigue. Computers in Human Behavior, 44, 148–155. https://doi.org/10.1016/j.chb.2014.11.048Caro, D, Romero-Riaño, E., Espinosa, A., & Guerrero, C. D. (2020). Evaluating usability contributions in ICT-IOT solutions for agriculture: A bibliometric perspective. RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, 2020(E28), 681–692.Corneanu, C. A., Simón, M. O., Cohn, J. F., & Guerrero, S. E. (2016). Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-Related Applications. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(8), 1548–1568. https://doi.org/10.1109/TPAMI.2016.2515606D’mello, S. K., & Kory, J. (2015). A Review and Meta-Analysis of Multimodal Affect Detection Systems. ACM Computing Surveys, 47(3), 1–36. https://doi.org/10.1145/2682899Flandoli, A. M. B., & Romero-Riaño, E. (2020). The Role of Gamification in the Environmental Awareness: A Bibliometric Review Intellectual Structure Evolution. In Prisma Social (Issue 30).Garmer, K., Liljegren, E., Osvalder, A. L., & Dahlman, S. (2002). Application of usability testing to the development of medical equipment. Usability testing of a frequently used infusion pump and a new user interface for an infusion pump developed with a human factors approach. International Journal of Industrial Ergonomics, 29(3), 145–159. https://doi.org/10.1016/S0169-8141(01)00060-9Gil-Quintana, J., Santoveña-Casal, S., & Riaño, E. R. (2021). Realfooders influencers on instagram: From followers to consumers. International Journal of Environmental Research and Public Health, 18(4). https://doi.org/10.3390/ijerph18041624Granollers, T. (2018). Usability Evaluation with Heuristics. New Proposal from Integrating Two Trusted Sources 2 Combining Common Heuristic Sets. 1–16.Guerrero, C. D., & Rico-Bautista, D. (2020). Center for excellence and internet acquisition of things: A commitment to competitiveness from alliances between government, academia and productive sector. RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, 2020(E28), 615–628.Hornbæk, K. (2006). Current practice in measuring usability: Challenges to usability studies and research. International Journal of Human Computer Studies, 64(2), 79–102. https://doi.org/10.1016/j.ijhcs.2005.06.002Huggins, J. E., Guger, C., Ziat, M., Zander, T. O., Taylor, D., Tangermann, M., Soria-Frisch, A., Simeral, J., Scherer, R., Rupp, R., Ruffini, G., Robinson, D. K. R., Ramsey, N. F., Nijholt, A., Mueller-Putzo, G., McFarland, D. J., Mattia, D., Lancer, B. J., Kindermans, P.-J., … Aarnoutse, E. J. (2017). Workshops of the Sixth International Brain-Computer Interface Meeting: braincomputer interfaces past, present, and future. Brain-Computer Interfaces, 4(1–2, SI), 3–36. https://doi.org/10.1080/2326263X.2016.1275488Nielsen, J. (1994). Usability Engineering.Kantner, L., & Rossenabum, S. (1997). Usability Studies of WWW Sites:Heuristic Evaluation vs. Laboratory Testing. ACM International Conference on Interactive Tabletops and Surfaces, ITS 2010.Kowalczewska, K., & Turnhout, E. (2012). The Usability of Scenario Studies: the Case of the EUruralis from the Users’ Perspective. Polish Sociological Review, 177, 91–105.Maguire, M. (2001). Methods to support human-centred design. International Journal of Human Computer Studies, 55(4), 587–634. https://doi.org/10.1006/ijhc.2001.0503Martinez-Toro, G. M., Ariza-Zabala, G. C., Rico-Bautista, D., & Romero-Riaño, E. (2019). Human computer interaction in transport, a systematic literature review. Journal of Physics: Conference Series, 1409, 012002. https://doi.org/10.1088/1742-6596/1409/1/012002McIntire, J. P., Havig, P. R., & Geiselman, E. E. (2014). Stereoscopic 3D displays and human performance: A comprehensive review. Displays, 35(1), 18–26. https://doi.org/10.1016/j.displa.2013.10.004Parra Valencia, J. A., Guerrero, C. D., & Rico-Bautista, D. (2017). IOT: una aproximación desde ciudad inteligente a universidad inteligente. Revista Ingenio, 13(1), 9–20. https://doi.org/10.22463/2011642X.2128Rau, P. L. P., & Liang, S. F. M. (2003). Internationalization and localization: Evaluating and testing a Website for Asian users. Ergonomics, 46(1–3), 255–270. https://doi.org/10.1080/00140130303527Rautaray, S. S., & Agrawal, A. (2012). Vision based hand gesture recognition for human computer interaction: a survey. Artificial Intelligence Review, 43(1), 1–54. https://doi.org/10.1007/s10462-012-9356-9Rico-Bautista, D., Collazos, C. A., Guerrero, C. D., Maestre-Gongora, G., & Medina-Cárdenas, Y. (2021). Latin American Smart University: Key Factors for a User-Centered Smart Technology Adoption Model. In Sustainable Intelligent Systems (pp. 161–173). https://doi.org/10.1007/978-981-33-4901-8_10Rico-Bautista, D., Maestre-Gongora, G., & Guerrero, C. D. (2020). Smart University:IoT adoption model. 2020 Fourth World Conference on Smart Trends in Systems, Security and Sustainability (WorldS4), 821–826. https://doi.org/10.1109/WorldS450073.2020.9210369Rico-Bautista, D., Medina-Cárdenas, Y., & Guerrero, C. D. (2019). Smart University: A Review from the Educational and Technological View of Internet of Things. In P. M., F. C., & R. A. (Eds.), International Conference on Information Technology and Systems, ICITS 2019 (Vol. 918, pp. 427–440). Springer Verlag. https://doi.org/10.1007/978-3-030-11890-7_42Romero-Riaño, E., Guerrero-Santander, C. D., & Martínez-Ardila, H. E. (2021). Agronomy research co-authorship networks in agricultural innovation systems. 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Journal of Experimental Social Psychology, 52, 113–117. https://doi.org/10.1016/j.jesp.2014.01.005Vol. 23 Núm. 1 (2022): Revista Colombiana de Computación (Enero-Junio); 44-52Evaluación heurísticaEvaluación de usabilidadInterfaz de UsuarioSistemas de soporte a la toma de decisionesInternet de las CosasSistemas de irrigaciónHeuristic evaluationUsability testingUser interfaceDecision support systemsIoTIrrigation systemsIoT aplicado a sistemas de riego en agricultura: Un análisis de usabilidadIoT applied to irrigation systems in agriculture: A usability analysisinfo:eu-repo/semantics/articleArtículohttp://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/access_right/c_abf2ORIGINALArtículo.pdfArtículo.pdfArtículoapplication/pdf295177https://repository.unab.edu.co/bitstream/20.500.12749/26576/1/Art%c3%adculo.pdf3565229fde78f360c52f34f5397bd123MD51open accessLICENSElicense.txtlicense.txttext/plain; charset=utf-8347https://repository.unab.edu.co/bitstream/20.500.12749/26576/2/license.txt855f7d18ea80f5df821f7004dff2f316MD52open accessTHUMBNAILArtículo.pdf.jpgArtículo.pdf.jpgIM Thumbnailimage/jpeg9457https://repository.unab.edu.co/bitstream/20.500.12749/26576/3/Art%c3%adculo.pdf.jpgc1cfdf9f0f9c77bb7a89a520b67e86b0MD53open access20.500.12749/26576oai:repository.unab.edu.co:20.500.12749/265762024-09-16 22:02:39.781open accessRepositorio Institucional | Universidad Autónoma de Bucaramanga - UNABrepositorio@unab.edu.coTGEgUmV2aXN0YSBDb2xvbWJpYW5hIGRlIENvbXB1dGFjacOzbiBlcyBmaW5hbmNpYWRhIHBvciBsYSBVbml2ZXJzaWRhZCBBdXTDs25vbWEgZGUgQnVjYXJhbWFuZ2EuIEVzdGEgUmV2aXN0YSBubyBjb2JyYSB0YXNhIGRlIHN1bWlzacOzbiB5IHB1YmxpY2FjacOzbiBkZSBhcnTDrWN1bG9zLiBQcm92ZWUgYWNjZXNvIGxpYnJlIGlubWVkaWF0byBhIHN1IGNvbnRlbmlkbyBiYWpvIGVsIHByaW5jaXBpbyBkZSBxdWUgaGFjZXIgZGlzcG9uaWJsZSBncmF0dWl0YW1lbnRlIGludmVzdGlnYWNpw7NuIGFsIHDDumJsaWNvIGFwb3lhIGEgdW4gbWF5b3IgaW50ZXJjYW1iaW8gZGUgY29ub2NpbWllbnRvIGdsb2JhbC4=

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