Design, Analysis and Detection of Urban Mobility Patterns in Guayaquil through Supervised Learning Algorithms
DOI:
https://doi.org/10.59343/yuyay.v3i2.70Keywords:
Urban Mobility, Machine Learning, Public Transport, Urban Planning, Data AnalyticsAbstract
This work explores the use of GPS trajectory data (Git Hub) and supervised learning algorithms to analyze mobility patterns in the city of Guayaquil-Ecuador. The analysis reveals that identifying mobility patterns is crucial to improve urban planning and optimize public transport in terms of its innovations from 2024. The methodology has included data collection from various open access sources, data preprocessing and the use of a Random Forest Classifier to detect mobility patterns. The results indicate a model accuracy of 50%, opening the possibilities for future specialized research to optimize the model and collect more data to improve its performance and propose new StartUPS for the city. The data compiled supports the implementation of the Single Card for Public Transport (TUT), which modernizes and unifies the payment system, facilitating the collection of essential data for analysis. The research concludes that the integration of data from applications such as Waze and Moovit is crucial for efficient and sustainable urban planning and that supervised learning algorithms are effective tools for urban mobility analysis and leaving open the possibility of exploring additional data and other algorithms to improve the accuracy of models and the generation of new mobility routes.
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Bru Diaz, M. M. (2021). Modelos de aprendizaje supervisado para predecir la cantidad de pasajeros que saldrán de la Terminal de Transporte Norte de Medellín a otras regiones de País.
Guerrero, A. P. A., Rodríguez, J. C., Cabeza, M. R. Q., & Moreno, F. E. (2020). Planificación estratégica para el desarrollo territorial de la Provincia Esmeraldas en Ecuador. Revista de Ciencias Sociales, 26(3), 130-147.
Maroto, D., & Pilaloa, B. (2017) Apuntes sobre movilidad urbana inclusiva-El caso de Guayaquil. Más allá de los límites, 81.
Martin Ramos, F. (2021). Diseño de un Sistema de Detección de Intrusiones basado en Machine Learning para tráfico de red real.
Morales Peralta, Á., & Prado Pullas, E. (2013). Discriminación y exclusión de las personas con discapacidad visual en la movilidad urbana en el cantón Guayaquil (Master's thesis).
Naranjo Silva, H. S., Arellano Ramos, B., & Roca Cladera, J. (2019). Estructura, imagen urbana, transporte y movilidad a través de los años en Guayaquil. In XIII CTV 2019 Proceedings: XIII International Conference on Virtual Cityand Territory:“Challenges and paradigms of the contemporary city”: UPC, Barcelona, October 2-4, 2019. Centre de Politica de Sol i Valoracions, CPSV/Universitat Politècnica de Catalunya, UPC.
Reyes-Zambrano, G. (2020). GitHub - gary-reyes-zambrano/Guayaquil-DataSet: Conjunto de datos de trayectorias GPS tomadas de la ciudad de Guayaquil-Ecuador. GitHub. https://github.com/gary-reyes-zambrano/Guayaquil-DataSet
Ruiz Castillo, J. L. (2023). Vulneración a la seguridad jurídica: Ordenanzas Municipales que establecen sanciones a infracciones de tránsito del cantón Guayaquil (Master's thesis, La Libertad: Universidad Estatal Península de Santa Elena, 2023).
Ruiz-Martínez, W., & González-Gómez, A. A. (2021). An Approach from Software Engineering to an IoT and Machine Learning Technological Solution that Allows Monitoring and Controlling Environmental Variables in a Coffee Crop. Ingeniería, 26(3), 465-478.
Tanikawa-Obregón, K., & Paz-Gómez, D. M. (2021). El peatón como base de una movilidad urbana sostenible en Latinoamérica: una visión para construir ciudades del futuro. Boletín de Ciencias de la Tierra, (50), 33-38.
Villón Reyes, J. (2024, May 27). ¿Cómo funcionará la tarjeta única para el transporte en Guayaquil? Eluniverso.com; El Universo. https://www.eluniverso.com/noticias/ecuador/como-funcionara-la-tarjeta-unica-para-el-transporte-en-guayaquil-nota/
Zúñiga, C. (2021, September 27). Actualizar ordenanza para andar en bicicleta, parqueaderos verticales y la multimodalidad, entre ofertas por movilidad sostenible en Guayaquil. Eluniverso.com; El Universo. https://www.eluniverso.com/guayaquil/comunidad/actualizar-ordenanza-para-andar-en-bicicleta-parqueaderos-verticales-y-la-multimodalidad-entre-ofertas-por-movilidad-sostenible-en-guayaquil-nota/
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Copyright (c) 2024 Jefferson Eduardo Cabrera-Amaiquema
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