Solución tecnológica basada en tecnologías IOT para el monitoreo del clima en Bucaramanga

Vista sencilla de ítem
dc.contributor.advisorOrtiz Cuadros, José David
dc.contributor.authorSilva Pinzón, Omar Felipe
dc.contributor.authorRincón Muñoz, César Alonso
dc.contributor.authorVásquez Pavas, Nodier Alexander
dc.contributor.cvlacOrtiz Cuadros, José David [0000062739]spa
dc.contributor.googlescholarOrtiz Cuadros, José David [lExj5FkAAAAJ&hl=es&oi=ao]spa
dc.contributor.orcidOrtiz Cuadros, José David [0000-0002-2347-6584]spa
dc.coverage.campusUNAB Campus Bucaramangaspa
dc.coverage.spatialBucaramanga (Santander, Colombia)spa
dc.date.accessioned2021-08-26T19:21:28Z
dc.date.available2021-08-26T19:21:28Z
dc.date.issued2020
dc.degree.nameIngeniero de Sistemasspa
dc.description.abstractEl proyecto “Solución tecnológica basada en tecnologías IoT para el monitoreo del clima en Bucaramanga”, es un prototipo funcional de un sistema cuya finalidad es monitorear el comportamiento climático según las principales variables ambientales, esencialmente temperatura, humedad y presión atmosférica, tomando como base análisis y revisión de artículos sobre diseños e implementaciones de estaciones meteorológicas, aprovechando las ventajas inmersas en la teoría de software y hardware libre. El objetivo de este proyecto es el análisis, diseño y elaboración de una solución IoT para la medición y registro de las variables ambientales, puesto que en Bucaramanga y su área metropolitana se encuentran 9 estaciones de servicio, de las cuales 3 son meteorológicas y de estas últimas solo una está en servicio 1. En Colombia, el campo de la meteorología e hidrología es de gran importancia debido a la riqueza natural que existe en todo el territorio nacional, por ello la razón de este proyecto.spa
dc.description.abstractenglishThe Technological Solution based on IoT technologies for weather monitoring in Bucaramanga, is a functional prototype of a system whose purpose is to monitoring the weather values according to the main environmental variables, essentially temperature, humidity and atmospheric pressure, based on analysis and reviews of articles about designs and implementations of weather stations, taking advantage of the inmersed benefits in free software and hardware theory. The objective of this project is the analysis, design and development of an IoT solution for the measurement and recording of environmental variables, since in Bucaramanga there are 9 service stations, of which 3 are meteorological and now days just one is operating 2. In Colombia, the meteorological and hydrological field is very important due to the natural wealth that exists throughout the national territory, this is the reason for this project.spa
dc.description.degreelevelPregradospa
dc.description.learningmodalityModalidad Presencialspa
dc.description.tableofcontentsRESUMEN....................................................................................................................... 12 ABSTRACT ..................................................................................................................... 13 INTRODUCCIÓN ............................................................................................................ 14 1. PLANTEAMIENTO DEL PROBLEMA Y JUSTIFICACIÓN ...................................... 15 1.1. PLANTEAMIENTO DEL PROBLEMA ............................................................... 15 1.2. JUSTIFICACIÓN ................................................................................................ 17 2. OBJETIVOS .............................................................................................................. 19 2.1. OBJETIVO GENERAL ....................................................................................... 19 2.2. OBJETIVOS ESPECÍFICOS ............................................................................. 19 3. MARCO REFERENCIAL .......................................................................................... 20 3.1. MARCO CONCEPTUAL .................................................................................... 20 3.1.1. Estación meteorológica ............................................................................... 20 3.1.2. Temperatura ................................................................................................ 21 3.1.3. Presión atmosférica ..................................................................................... 21 3.1.4. Humedad relativa ........................................................................................ 22 3.1.5. Velocidad del viento .................................................................................... 22 3.1.6. Dirección del viento ..................................................................................... 22 3.1.7. Sensación térmica ....................................................................................... 23 3.1.8. Radiación..................................................................................................... 24 3.1.9. Punto de Rocío ............................................................................................ 24 3.1.10. Índice UV .................................................................................................. 24 3.1.11. Precipitación ............................................................................................. 26 3.1.12. Microcontrolador ...................................................................................... 26 3.1.13. Raspberry Pi ............................................................................................ 27 3.1.14. Arduino ..................................................................................................... 28 3.2. MARCO TEÓRICO ............................................................................................ 31 3.2.1. Internet of Things (IoT) ................................................................................ 31 3.2.2. Smart Cities (Ciudades Inteligentes) .......................................................... 32 3.2.3. Meteorología ............................................................................................... 33 3.3. MARCO LEGAL ................................................................................................. 36 3.3.1. UIT-T Y.4000 Para IoT ................................................................................ 36 3.3.2. ANEXO GENERAL REGLAMENTO TÉCNICO DE INSTALACIONES ELÉCTRICAS (RETIE) ............................................................................................. 37 3.3.3. GUÍA DE INSTRUMENTOS Y MÉTODOS DE OBSERVACIÓN METEOROLÓGICOS OMM - N° 8 ........................................................................... 37 3.4. ESTADO DEL ARTE .......................................................................................... 38 3.4.1. Revisión Sistemática De La Literatura ........................................................ 38 3.4.2. Trabajos Relacionados................................................................................ 41 3.4.3. ESTACIONES METEOROLÓGICAS EN LA ACTUALIDAD. ..................... 55 4. DISEÑO METODOLÓGICO ..................................................................................... 57 5. RESULTADOS ......................................................................................................... 59 5.1. Diagnóstico sobre el uso y estado actual de las estaciones meteorológicas desplegadas en Bucaramanga. ................................................................................... 59 5.2. Requerimientos funcionales y no funcionales de una solución tecnológica para el monitoreo del clima en Bucaramanga, basada en IoT. ........................................... 67 5.2.1. Alcance de la solución................................................................................. 67 5.2.2. Especificación de Requerimientos .............................................................. 67 5.3. Diseño a nivel de hardware y software de una solución tecnológica para el monitoreo del clima basada en IoT. ............................................................................. 75 5.3.1. Situación actual ........................................................................................... 75 5.3.2. Diseño de hardware .................................................................................... 77 5.3.3. Diseño del software. .................................................................................... 86 5.3.4. Diseño de red. Un adecuado funcionamiento en la comunicación garantiza la calidad de la solución tecnológica, de tal modo que se hace necesario diseñar un esquema de red y así garantizar total disponibilidad del sistema............................ 89 5.3.5. Diseño físico del prototipo ........................................................................... 93 5.3.6. Construcción del prototipo funcional ........................................................... 94 5.4. IMPLEMENTACIÓN A NIVEL DE HARDWARE Y SOFTWARE, DE UNA SOLUCIÓN TECNOLÓGICA BASADA EN TECNOLOGÍAS IOT PARA EL MONITOREO DEL CLIMA ........................................................................................... 99 5.4.1. Sitio de instalación ...................................................................................... 99 5.4.2. Comunicación a internet ........................................................................... 102 5.4.3. Plataforma Web General ........................................................................... 102 5.5. Pruebas Piloto del prototipo ............................................................................. 104 6. CONCLUSIONES ................................................................................................... 106 7. TRABAJO FUTURO ............................................................................................... 107 8. REFERENCIAS ...................................................................................................... 108 ANEXO A - Preparación para instalación del sistema embebido ................................. 115 ANEXO B – Desarrollo de página web ......................................................................... 122spa
dc.format.mimetypeapplication/pdfspa
dc.identifier.instnameinstname:Universidad Autónoma de Bucaramanga - UNABspa
dc.identifier.reponamereponame:Repositorio Institucional UNABspa
dc.identifier.repourlrepourl:https://repository.unab.edu.cospa
dc.identifier.urihttp://hdl.handle.net/20.500.12749/14036
dc.language.isospaspa
dc.publisher.facultyFacultad Ingenieríaspa
dc.publisher.grantorUniversidad Autónoma de Bucaramanga UNABspa
dc.publisher.programPregrado Ingeniería de Sistemasspa
dc.relation.referencesAcurite. (2012). What is a Weather Station? https://www.acurite.com/learn/weatherstations/what-is-a-weather-stationspa
dc.relation.referencesAEMET. (2017). Meteoglosario visual. https://meteoglosario.aemet.es/index.phpspa
dc.relation.referencesAponte-Roa, D. A., Montalvan, L. B., Velazquez, C., Espinoza, A. A., Velazquez, L. F., & Serrano, R. (2018). Evaluation of a low-cost, solar-powered weather station for smallscale wind farm site selection. I2MTC 2018 - 2018 IEEE International Instrumentation and Measurement Technology Conference: Discovering New Horizons in Instrumentation and Measurement, Proceedings, 1–5. https://doi.org/10.1109/I2MTC.2018.8409853spa
dc.relation.referencesBabu, K. V., Reddy, K. A., Vidhyapathi, C. M., & Karthikeyan, B. (2017). Weather forecasting using Raspberry Pi with Internet of Things (IOT). ARPN Journal of Engineering and Applied Sciences, 12(17), 5129–5134.spa
dc.relation.referencesBadamasi, Y. A. (2014). The working principle of an Arduino. Proceedings of the 11th International Conference on Electronics, Computer and Computation, ICECCO 2014, 3–6. https://doi.org/10.1109/ICECCO.2014.6997578spa
dc.relation.referencesBannatyne, R., & Viot, G. (1998). Introduction to microcontrollers - Part 2. Wescon Conference Record, 362–366. https://doi.org/10.1109/northc.1998.731543spa
dc.relation.referencesBasualdo, A. B. (2015). Manual de buenas prácticas para la generación, el almacenamiento y la difusión de informática climática en instituciones y organismos del MERCOSUR. In Instituto Interamericano de Cooperación para la Agricultura (IICA)spa
dc.relation.referencesBrito, R. C., Favarim, F., Calin, G., & Todt, E. (2017). Development of a low cost weather station using free hardware and software. Proceedings - 2017 LARS 14th Latin American Robotics Symposium and 2017 5th SBR Brazilian Symposium on Robotics, LARS-SBR 2017 - Part of the Robotics Conference 2017, 2017-Decem, 1–6. https://doi.org/10.1109/SBR-LARS-R.2017.8215292spa
dc.relation.referencesCisco. (2019). Smart Cities: Accelerating the Path to Digital Transformation - Cisco Blogs. https://blogs.cisco.com/internet-of-things/smart-cities-accelerating-the-path-todigital-transformationspa
dc.relation.referencesDesarrollo, P. N. D. E., Másmela, G. A., Salazar, R. A., Estévez-bretón, J. B., & Castro, D. U. (2018). Bases del plan nacional de desarrollo 2018-2022.spa
dc.relation.referencesDevaraju, J. T., Suhas, K. R., Mohana, H. K., & Patil, V. A. (2015). Wireless Portable Microcontroller based Weather Monitoring Station. Measurement: Journal of the International Measurement Confederation, 76, 189–200. https://doi.org/10.1016/j.measurement.2015.08.027spa
dc.relation.referencesDonat, W. (2018). Learn Raspberry Pi Programming with Python. In Learn Raspberry Pi Programming with Python. https://doi.org/10.1007/978-1-4842-3769-4spa
dc.relation.referencesElder, J. (2019, August 20). Kevin Ashton Named The Internet Of Things | Avast. https://blog.avast.com/kevin-ashton-named-the-internet-of-thingsspa
dc.relation.referencesFigueroa-García, J. C., López-Santana, E. R., Villa-Ramírez, J. L., & Ferro-Escobar, R. (2017). Applied computer sciences in engineering: 4th workshop on engineering applications. Communications in Computer and Information Science, 742(August 2017), III–IV. https://doi.org/10.1007/978-3-319-66963-2spa
dc.relation.referencesFourati, M. A., Chebbi, W., & Kamoun, A. (2015). Development of a web-based weather station for irrigation scheduling. Colloquium in Information Science and Technology, CIST, 2015-Janua(January), 37–42. https://doi.org/10.1109/CIST.2014.7016591spa
dc.relation.referencesGangopadhyay, S., & Mondal, M. K. (2016). A wireless framework for environmental monitoring and instant response alert. International Conference on Microelectronics, Computing and Communication, MicroCom 2016, 1, 1–6. https://doi.org/10.1109/MicroCom.2016.7522535spa
dc.relation.referencesGuo, L. G., Huang, Y. R., Cai, J., & Qu, L. G. (2011). Investigation of architecture, key technology and application strategy for the internet of things. Proceedings of 2011 Cross Strait Quad-Regional Radio Science and Wireless Technology Conference, CSQRWC 2011, 2, 1196–1199. https://doi.org/10.1109/CSQRWC.2011.6037175spa
dc.relation.referencesHernández-Sampieri, Roberto, Fernández-Collado, C., & Baptista-Lucio, M. del P. (316 C.E.). Metodología de la investigación (sexta). http://observatorio.epacartagena.gov.co/wp-content/uploads/2017/08/metodologiade-la-investigacion-sexta-edicion.compressed.pdfspa
dc.relation.referencesIbrahim, M., Elgamri, A., Babiker, S., & Mohamed, A. (2015). Internet of things based smart environmental monitoring using the Raspberry-Pi computer. 2015 5th International Conference on Digital Information Processing and Communications, ICDIPC 2015, March 2019, 159–164. https://doi.org/10.1109/ICDIPC.2015.7323023spa
dc.relation.referencesIDEAM. (2019a). Definiciones Del Catálogo Nacional De Estaciones. 1–2.spa
dc.relation.referencesIDEAM. (2019b). Instituto De Hidrologia Meteorologia Y Estudios Ambientales –Ideam. Subdirección de Meteorología. http://www.ideam.gov.co/documents/11769/72085840/Anexo+10.+Glosario+meteor ológico.pdf/6a90e554-6607-43cf-8845-9eb34eb0af8espa
dc.relation.referencesImtiaz, A., Omar, S. G., & Ali, T. A. (2018). Efficient Design of a Low Cost Portable Weather Station. 2018 International Conference on Computer Communication and Informatics, ICCCI 2018, 1–7. https://doi.org/10.1109/ICCCI.2018.8441207spa
dc.relation.referencesINEC. (1960). Generalidades. 1, 5. https://www.inec.gob.pa/archivos/P3761generalidades.pdfspa
dc.relation.referencesIsmagilova, E., Hughes, L., Dwivedi, Y. K., & Raman, K. R. (2019). Smart cities: Advances in research—An information systems perspective. International Journal of Information Management, 47(December 2018), 88–100. https://doi.org/10.1016/j.ijinfomgt.2019.01.004spa
dc.relation.referencesJiménez, R. M. R., Capa, Á. B., & Lozano, A. P. (2004). Meteorología Y Climatología. https://cab.inta-csic.es/uploads/culturacientifica/adjuntos/20130121115236.pdfspa
dc.relation.referencesJoseph, F. J. J. (2019). IoT based weather monitoring system for effective analytics. International Journal of Engineering and Advanced Technology, 8(4), 311–315.spa
dc.relation.referencesKashyap, N., & Pati, U. C. (2015). Multi channel data acqusition and data logging system for meteorology application. 2015 International Conference on Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials, ICSTM 2015 - Proceedings, 220–225. https://doi.org/10.1109/ICSTM.2015.7225418spa
dc.relation.referencesKodali, R. K., & Mandal, S. (2017). IoT based weather station. 2016 International Conference on Control Instrumentation Communication and Computational Technologies, ICCICCT 2016, 680–683. https://doi.org/10.1109/ICCICCT.2016.7988038spa
dc.relation.referencesLee, I., & Lee, K. (2015). The Internet of Things (IoT): Applications, investments, and challenges for enterprises. Business Horizons, 58(4), 431–440. https://doi.org/10.1016/j.bushor.2015.03.008spa
dc.relation.referencesMaddox, T. (2016). Smart cities: 6 essential technologies - TechRepublic.spa
dc.relation.referencesMaksimović, M., Vujović, V., Davidović, N., Milošević, V., & Perišić, B. (2014). Raspberry Pi as Internet of Things hardware : Performances and Constraints. Design Issues, 3(JUNE), 8.spa
dc.relation.referencesMardacany, E. (2014). SMART CITIES CHARACTERISTICS: Importance of built environment components. IET Seminar Digest, 2014(15564). https://doi.org/10.1049/ic.2014.0045spa
dc.relation.referencesMestre, G., Ruano, A., Duarte, H., Silva, S., Khosravani, H., Pesteh, S., Ferreira, P. M., & Horta, R. (2015). An intelligent weather station. Sensors (Switzerland), 15(12), 31005–31022. https://doi.org/10.3390/s151229841spa
dc.relation.referencesMINAMBIENTE. (2012). Todo lo concerniente a este proceso liderado por la CEPAL en torno al Principio 10 en América Latina y el Caribe, está disponible en línea: http://www.cepal.org/es/temas/principio-10 1 1. 1–14. http://www.minambiente.gov.co/images/asuntosinternacionales/pdf/principio_10/20150812_Mecanismo_consulta_al_público_Princi pio_10.pdfspa
dc.relation.referencesMinisterio de Ciencia Tecnología e Innovación (MINCIENCIAS). (2016). Tipologia De Proyectos Calificados Como De Caracter Cientifico, Tecnologico E Innovacion. Colciencias, TODAS. https://aulasciencias.udistrital.edu.co/pluginfile.php/21771/mod_resource/content/1/ Anexo3-tipologia-proyectos-version4_1.pdfspa
dc.relation.referencesMinisterio de Minas y Energia. (2004). Resolucion 180398 de Abril 07 de 2004 RETIE. 2004, 122. http://camacolvalle.org.co/wp-content/uploads/2016/07/5.-Resolución180398-del-07042004.pdfspa
dc.relation.referencesMorón, C., Diaz, J. P., Ferrández, D., & Saiz, P. (2018). Design, development and implementation of a weather station prototype for renewable energy systems. Energies, 11(9). https://doi.org/10.3390/en11092234spa
dc.relation.referencesNuñez, S., & Gentile, E. (2015). Trabajo Práctico No :1 LA OBSERVACIÓN METEOROLÓGICA. 35.spa
dc.relation.referencesOMM, O. M. M. (2017a). Chapter 1 . Measurements At Automatic Weather Stations. c, 1–33. https://library.wmo.int/doc_num.php?explnum_id=3179spa
dc.relation.referencesOMM, O. M. M. (2017b). Guía de Instrumentos y Métodos de Observación Meteorológicos OMM No8_actualizado 2010spa
dc.relation.referencesOMS. (2003). Indice Solar. Índice UV Solar Mundial, 28. https://apps.who.int/iris/bitstream/handle/10665/42633/9243590073.pdf;jsessionid= 341BD5D011C4501C98B362788817D087?sequence=1spa
dc.relation.referencesOrganización Meteorológica Mundial. (2018). Boletín OMM: Cambio climático: ciencia y soluciones. 67 (2)(2).spa
dc.relation.referencesOrganización Meteorológica Mundial, O. (1999). Boletín Vol. 48 No. 4. 48 (4)(4).spa
dc.relation.referencesPatel, K. K., Patel, S. M., & Scholar, P. G. (2016). Internet of Things-IOT: Definition, Characteristics, Architecture, Enabling Technologies, Application & Future Challenges. International Journal of Engineering Science and Computing, 6(5), 1– 10. https://doi.org/10.4010/2016.1482spa
dc.relation.referencesPérez, M. F. R., & Vargas, J. S. (2018). Prototype of a system for acquisition, transmission and visualization of hydrometeorological data based on raspberry Pi. Proceedings of the LACCEI International Multi-Conference for Engineering, Education and Technology, 2018-July(January 2018). https://doi.org/10.18687/LACCEI2018.1.1.458spa
dc.relation.referencesRao, B. S., Rao, K. S., & Ome, N. (2016). Internet of Things (IOT) Based Weather Monitoring system. International Journal of Advanced Research in Computer and Communication Engineering, 5(9), 312–319. https://doi.org/10.17148/IJARCCE.2016.5966spa
dc.relation.referencesRaspberry Pi Foundation. (2016). Raspberry Pi 3 Model B. Raspberry Pi Website, 2837. https://www.raspberrypi.org/products/raspberry-pi-3-model-b/spa
dc.relation.referencesRuano, A. E., Mestre, G., Duarte, H., Silva, S., Pesteh, S., Khosravani, H., Ferreira, P. M., & Horta, R. (2015). A neural-network based intelligent weather station. WISP 2015 - IEEE International Symposium on Intelligent Signal Processing, Proceedings, 1–6. https://doi.org/10.1109/WISP.2015.7139169spa
dc.relation.referencesSarkar, I., Pal, B., Datta, A., & Roy, S. (2020). Wi-Fi-Based Portable Weather Station for Monitoring Temperature, Relative Humidity, Pressure, Precipitation, Wind Speed, and Direction. Advances in Intelligent Systems and Computing, 933(August), 399– 404. https://doi.org/10.1007/978-981-13-7166-0_39spa
dc.relation.referencesSarkar, I., Pal, B., Datta, A., & Roy, S. (2020). Wi-Fi-Based Portable Weather Station for Monitoring Temperature, Relative Humidity, Pressure, Precipitation, Wind Speed, and Direction. Advances in Intelligent Systems and Computing, 933(August), 399– 404. https://doi.org/10.1007/978-981-13-7166-0_39spa
dc.relation.referencesShaout, A., Li, Y., Zhou, M., & Awad, S. (2015). Low cost embedded weather station with intelligent system. 2014 10th International Computer Engineering Conference: Today Information Society What’s Next?, ICENCO 2014, 100–106. https://doi.org/10.1109/ICENCO.2014.7050439spa
dc.relation.referencesSilva, B. N., Khan, M., & Han, K. (2018). Towards sustainable smart cities: A review of trends, architectures, components, and open challenges in smart cities. Sustainable Cities and Society, 38(January), 697–713. https://doi.org/10.1016/j.scs.2018.01.053spa
dc.relation.referencesSolano, G., Lama, F., Terrazos, J., & Tarrillo, J. (2017). Weather station for educational purposes based on Atmega8L. Proceedings of the 2017 IEEE 24th International Congress on Electronics, Electrical Engineering and Computing, INTERCON 2017. https://doi.org/10.1109/INTERCON.2017.8079728spa
dc.relation.referencesStrickland, J. R. (2018). Raspberry Pi for Arduino Users. In Raspberry Pi for Arduino Users. https://doi.org/10.1007/978-1-4842-3414-3spa
dc.relation.referencesTenzin, S., Siyang, S., Pobkrut, T., & Kerdcharoen, T. (2017). Low cost weather station for climate-smart agriculture. 2017 9th International Conference on Knowledge and Smart Technology: Crunching Information of Everything, KST 2017, 172–177. https://doi.org/10.1109/KST.2017.7886085spa
dc.relation.referencesTuros, L. Z., Csernath, G., & Csenteri, B. (2018). Power Management in IoT Weather Station. EPE 2018 - Proceedings of the 2018 10th International Conference and Expositions on Electrical And Power Engineering, 133–138. https://doi.org/10.1109/ICEPE.2018.8559865spa
dc.relation.referencesUIT-T. (2012). UIT-T Rec. Y.2060 Descripción general de Internet de los objetos. Sector de Normalización de Las Telecomunicaciones de La UIT, 2012-06–15, 20.spa
dc.relation.referencesVerle, M. (2008). Introduction : World of Microcontrollersspa
dc.relation.referencesWang, H., Nie, M., & Huang, Q. (2014). Design of intelligent meteorological system based on MEMS. Key Engineering Materials, 609–610, 801–806. https://doi.org/10.4028/www.scientific.net/KEM.609-610.801spa
dc.relation.referencesWarnakulasooriya, K., Jayasuriya, Y. P., & Sudantha, B. H. (2018). Generic IoT Framework for Environmental Sensing Researches: Portable IoT Enabled Weather Station. 2018 International Conference on System Science and Engineering, ICSSE 2018, 1–5. https://doi.org/10.1109/ICSSE.2018.8520238spa
dc.relation.referencesLeach, W. R., & Shapiro, L. (1986). Perfection Salad: Women and Cooking at the Turn of the Century. The Journal of American History, 73(3), 784. https://doi.org/10.2307/1903063spa
dc.relation.referencesBedoya-Mashuth, J., & Salazar de Cardona, M. (2014). Cambio climático y adaptación para la región de los Santanderes: percepciones y consideraciones desde el marco legal. Dixi, 16(19), 71–82. https://doi.org/10.16925/di.v16i19.733spa
dc.rights.accessrightsinfo:eu-repo/semantics/openAccessspa
dc.rights.accessrightshttp://purl.org/coar/access_right/c_abf2spa
dc.rights.creativecommonsAtribución-NoComercial-SinDerivadas 2.5 Colombia*
dc.rights.localAbierto (Texto Completo)spa
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/2.5/co/*
dc.subject.keywordsSystems engineerspa
dc.subject.keywordsTechnological innovationsspa
dc.subject.keywordsWeather stationspa
dc.subject.keywordsDesignspa
dc.subject.keywordsInternetspa
dc.subject.keywordsCommunication networksspa
dc.subject.keywordsMeteorologyspa
dc.subject.keywordsWeather forecastspa
dc.subject.lembIngeniería de sistemasspa
dc.subject.lembInnovaciones tecnológicasspa
dc.subject.lembInternetspa
dc.subject.lembRedes de comunicaciónspa
dc.subject.lembMetereologíaspa
dc.subject.lembPronóstico del tiempospa
dc.subject.proposalEstación meteorológicaspa
dc.subject.proposalIoTspa
dc.subject.proposalDiseñospa
dc.subject.proposalWSNspa
dc.titleSolución tecnológica basada en tecnologías IOT para el monitoreo del clima en Bucaramangaspa
dc.title.translatedTechnological solution based on IOT technologies for climate monitoring in Bucaramangaspa
dc.type.coarhttp://purl.org/coar/resource_type/c_7a1f
dc.type.driverinfo:eu-repo/semantics/bachelorThesis
dc.type.hasversioninfo:eu-repo/semantics/acceptedVersion
dc.type.localTrabajo de Gradospa
dc.type.redcolhttp://purl.org/redcol/resource_type/TP

Archivos

Bloque original

Mostrando 1 - 2 de 2
Miniatura
Nombre:
2021_Tesis_Omar_Felipe_Silva_Pinzon.pdf
Tamaño:
3.65 MB
Formato:
Adobe Portable Document Format
Descripción:
Tesis
Descargar
Miniatura
Nombre:
2021_Licencia_Omar_Felipe_Silva_Pinzon.pdf
Tamaño:
703.7 KB
Formato:
Adobe Portable Document Format
Descripción:
Licencia
Descargar

Bloque de licencias

Mostrando 1 - 1 de 1
Miniatura
Nombre:
license.txt
Tamaño:
1.71 KB
Formato:
Item-specific license agreed upon to submission
Descripción:
Descargar

Colecciones

Pregrado Ingeniería de Sistemas