Diseño de una herramienta de Gestión Predictiva de Incidentes en una red de Telecomunicaciones
| dc.contributor.advisor | López Sanchez, Wilson Ricardo | |
| dc.contributor.author | Ruiz Sanmiguel, Maria Paula | |
| dc.contributor.orcid | López Sanchez Wilson Ricardo [0000-0002-1377-0667] | |
| dc.date.accessioned | 2025-09-24T20:31:19Z | |
| dc.date.available | 2025-09-24T20:31:19Z | |
| dc.date.created | 2025-08-29 | |
| dc.description | Este proyecto presenta el diseño de una herramienta de gestión predictiva de incidentes en redes de telecomunicaciones, enfocada en equipos de fuerza y control como plantas eléctricas y rectificadores. La solución integra Zabbix y Grafana para el monitoreo y visualización de métricas críticas, mientras que un modelo de series temporales basado en Prophet permite anticipar fallos mediante análisis predictivo. Los datos recolectados se almacenan en una base de datos MySQL y son procesados para generar proyecciones y alertas tempranas, facilitando la toma de decisiones proactivas. Los resultados muestran una integración exitosa de sistemas, predicciones funcionales y visualizaciones avanzadas que mejoran la disponibilidad de la red, reducen costos operativos y fortalecen la gestión preventiva en infraestructuras críticas de telecomunicaciones. | |
| dc.description.abstract | This project presents the design of a predictive management tool for incidents in telecommunication networks, focusing on power and control equipment such as electric plants and rectifiers. The solution integrates Zabbix and Grafana for monitoring and visualization of critical metrics, while a time series model based on Prophet enables predictive analysis to anticipate failures. Collected data is stored in a MySQL database and processed to generate forecasts and early alerts, supporting proactive decision-making. The results demonstrate successful system integration, functional predictions, and advanced visualizations that improve network availability, reduce operational costs, and strengthen preventive management in critical telecommunication infrastructures. | |
| dc.format.mimetype | ||
| dc.identifier.uri | http://hdl.handle.net/11349/99243 | |
| dc.language.iso | spa | |
| dc.publisher | Universidad Distrital Francisco José de Caldas | |
| dc.relation.references | W. Castle, “What is predictive fault detection in telecom networks?” 2024, consultado el 6 de abril de 2025. [En línea]. Disponible en: https://wraycastle. com/blogs/glossary/what-is-predictive-fault-detection-in-telecom-network | |
| dc.relation.references | J. F. Kurose & K. W. Ross, Computer Networking: A Top-Down Approach, 7th ed. Pearson, 2017. | |
| dc.relation.references | ITU-T, Handbook on Telecommunication Power Systems. International Telecom munication Union, 2016 | |
| dc.relation.references | R. K. Mobley, An Introduction to Predictive Maintenance, 2nd ed. Butterworth Heinemann, 2002. | |
| dc.relation.references | Z. LLC, Zabbix Documentation 5.0, 2020, available at: https://www.zabbix.com/ documentation/current. | |
| dc.relation.references | W. Stallings, SNMP, SNMPv2, SNMPv3, and RMON 1 and 2. Addison-Wesley, 1999 | |
| dc.relation.references | T. Hastie, R. Tibshirani, & J. Friedman, The Elements of Statistical Learning, 2nd ed. Springer, 2009 | |
| dc.relation.references | W. Stallings, Cryptography and Network Security: Principles and Practice, 7th ed. Pearson, 2017 | |
| dc.relation.references | Z. Team, “Zabbix api python examples,” 2023, https://www.zabbix.com/ documentation/current/en/manual/api. | |
| dc.relation.references | Z. Community, “Custom csv export module for zabbix gui,” 2022, https://share. zabbix.com/csv-export-plugin. | |
| dc.relation.references | A. Zbyr, “Export zabbix metrics to csv using api and bash,” 2021, https://github. com/zbyrne/zabbix-export-csv. | |
| dc.relation.references | T. Marinov, “Zabbix template export and version control using python,” 2023, https://blog.zabbix.com/zabbix-template-export-script/28844. | |
| dc.relation.references | Z. SIA, “How to extract active triggers via zabbix api,” 2023, https://zabbix.org/ wiki/API_samples. | |
| dc.relation.references | S. J. Taylor & B. Letham, “Forecasting at scale,” The American Statistician, vol. 72, no. 1, pp. 37–45, 2018 | |
| dc.relation.references | Meta Open Source, “Prophet: Forecasting at scale,” https://facebook.github.io/ prophet/, 2025, accedido el 22 de agosto de 2025 | |
| dc.relation.references | ——, “Prophet - github repository,” https://github.com/facebook/prophet, 2025, accedido el 22 de agosto de 2025. | |
| dc.rights.acceso | Abierto (Texto Completo) | |
| dc.rights.accessrights | OpenAccess | |
| dc.subject | Monitoreo predictivo | |
| dc.subject | Redes de telecomunicaciones | |
| dc.subject | Inteligencia artificial | |
| dc.subject | Zabbix | |
| dc.subject | Grafana | |
| dc.subject | Prophet | |
| dc.subject.keyword | Predictive monitoring | |
| dc.subject.keyword | Telecommunication networks | |
| dc.subject.keyword | Artificial intelligence | |
| dc.subject.keyword | Zabbix | |
| dc.subject.keyword | Grafana | |
| dc.subject.keyword | Prophet | |
| dc.subject.lemb | Ingeniería Electrónica -- Tesis y disertaciones académicas | |
| dc.title | Diseño de una herramienta de Gestión Predictiva de Incidentes en una red de Telecomunicaciones | |
| dc.title.titleenglish | Design of a Predictive Incident Management Tool in a Telecommunications Network | |
| dc.type | bachelorThesis | |
| dc.type.coar | http://purl.org/coar/resource_type/c_7a1f | |
| dc.type.degree | Pasantía | |
| dc.type.driver | info:eu-repo/semantics/bachelorThesis |
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