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ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL SMARTCITY: Sistema de gestión de tráfico inteligente. Autor: Carlos Seoane Veiga Directores: Álvaro Sánchez Miralles Enrique Díaz Plaza Dolores Salcedo Gutiérrez Madrid Mayo 2012 Proyecto realizado por el alumno: Carlos Seoane Veiga Fdo.: Fecha: / / . Autorizada la entrega del proyecto cuya información no es de carácter confidencial LOS DIRECTORES DEL PROYECTO Álvaro Sánchez Miralles Fdo.: Fecha: / / . / / . / / . / . Enrique Díaz Plaza Fdo.: Fecha: Dolores Salcedo Gutiérrez Fdo.: Fecha: VºBº del Coordinador de Proyectos Álvaro Sánchez Miralles Fdo.: Fecha: / UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO SMARTCITY: SISTEMA DE GESTIÓN DE TRÁFICO INTELIGENTE Autor: Seoane Veiga, Carlos. Directores: Sánchez Miralles, Álvaro; Díaz Plaza Sanz, Enrique; Salcedo Gutiérrez, Dolores. Entidades Colaboradoras: IIT (ICAI Universidad Pontificia de Comillas), IBM España. RESUMEN DEL PROYECTO I. Introducción Desde la segunda mitad del siglo pasado se ha venido incrementando de forma rápida y continuada la tasa de atascos en las grandes urbes. Estos atascos representan una fuente de polución y un sumidero de tiempo, dinero y salud que perjudican seriamente la calidad de vida de todos los habitantes de las grandes ciudades. Esta repercusión en la calidad de vida de los ciudadanos no es aceptable si existe una tecnología que, utilizada correctamente, permita reducir de forma considerable o eliminar el problema existente. Los gestores de las ciudades han intentado solucionar el problema utilizando distintas estrategias, y si bien en un primer momento la solución propuesta fue la expansión de la vía, rápidamente se demostró que esta no podía ser la única alternativa a la hora de solucionar el problema. Así, desde los años 70, se ha venido incrementando el número de intersecciones controladas por semáforos, pero, a pesar de haber conseguido instalar en la red una herramienta que nos permite controlar el tráfico, no se ha prestado la suficiente atención al uso de esta, es decir, no se ha dado la suficiente importancia a las estrategias a través de las cuales se controlan estos semáforos. En este proyecto se ha desarrollado un sistema de gestión de tráfico reactivo al estado de este que funciona de forma totalmente automática. Esto se ha conseguido a través de una sensorización del área en la que se pretende instalar el sistema, y la inclusión de los datos obtenidos de estos sensores en un modelo UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO matemático del que se obtendrán los estados de los semáforos a través de los cuales se consigue un tráfico más fluido. Además, se ha preparado el sistema para ser fácilmente aplicable a una nueva ciudad. Pese a existir estrategias desarrolladas dentro de esta clasificación, no existe ningún proyecto terminado que pueda presumir de haber logrado desarrollar una estrategia de control de tráfico que funcione en tiempo real, de forma eficiente y que sea posible implementar en un escenario lo suficientemente grande y complejo como una ciudad. Muchas de ellas tienen una eficacia probada, pero en un ámbito muy restringido en el que los escenarios en los que se prueban son muy simples o de un tamaño reducido. Es por esto que, con la implantación de este sistema en un escenario correspondiente a un barrio completo de una ciudad (el Barrio de la Misericordia en Málaga), se ha logrado un gran avance en lo que a sistemas de gestión de tráfico se refiere. II. Arquitectura Como se puede ver en la Ilustración 1, la arquitectura del proyecto consta de seis módulos diferenciados. Cuatro de ellos constituyen el sistema de gestión de tráfico y los dos restantes cumplen la función de automatizar la implantación del sistema en nuevos escenarios. Los cuatro primeros módulos son el simulador, el agente de control, el optimizador y la interfaz de usuario. El simulador, SUMO (Simulation of Urban Mobility), es el encargado de llevar a cabo la simulación en un escenario creado a tal efecto y bajo unas condiciones de tráfico que el usuario indica a través de la interfaz de usuario, desarrollada en Microsoft Excel mediante el uso de VBA. Durante esta simulación, al estar situados en el escenario sensores destinados a medir el nivel y las características del tráfico, el agente de control, desarrollado en Python, irá recibiendo estos datos que organizará cada cinco minutos en forma de ratios de giro en cada cruce y número de vehículos entrantes en la zona a controlar. Cuando esta información esté organizada, el agente de control será el encargado de UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO enviarla al optimizador, IBM ILOG CPLEX, en forma de dos archivos *.txt y ordenar la ejecución de la optimización de la que se obtendrá el estado de los semáforos que minimiza las colas totales en el escenario. Esta configuración de semáforos será enviada de nuevo desde el optimizador al agente de control, que será el encargado de fijar el estado de los diferentes semáforos de acuerdo a esta configuración óptima de semáforos. Ilustración 1. Arquitectura del Proyecto Los dos módulos restantes están constituidos por el proveedor de mapas online OpenStreetMap, del cual se extraerá el mapa de la nueva zona a controlar en formato *.xml e IBM InfoSphere Data Stage, que, una vez traducido el mapa de la zona a controlar (proceso que se lleva a cabo automáticamente a través de una aplicación del simulador SUMO) para que se puedan realizar sobre el UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO simulaciones, será el encargado de extraer de este diversos parámetros que se utilizarán tanto para configurar el optimizador como el sistema de control. III. Pruebas Las pruebas se han realizado utilizando dos escenarios, un escenario que representa una parte del Barrio de la Misericordia y otro que representa el Barrio de la Misericordia completo. Ambos escenarios se pueden observar en las Ilustraciones 2 y 3 y con la implantación del sistema desarrollado en estos no queda duda acerca de su funcionamiento eficaz en escenarios grandes y complejos. Ilustración 3. Escenario Parcial Ilustración 2. Escenario correspondiente al Barrio de la Misericordia IV. Resultados y conclusiones Los resultados obtenidos de la comparación del sistema desarrollado con un sistema de control de lazo abierto (insensible al estado del tráfico) se muestran en la Tabla 1. Para la obtención de resultados se inyectaron vehículos durante media hora de simulación y se empezaron a tomar resultados transcurridos quince minutos, dejando así un espacio de tiempo para la estabilización del tráfico. La toma de resultados se alargó hasta que el sistema correspondiente fue capaz de despejar la red. UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO EǑĚĞĐŽĐŚĞƐĞŶůĂƐŝŵƵůĂĐŝſŶ dŝĞŵƉŽĚĞƐŝŵƵůĂĐŝſŶ;ƐͿ dŝĞŵƉŽƉĂƌĂůŝŵƉŝĂƌůĂƌĞĚƚƌĂƐĞů ĐĞƐĞĚĞůĂĐƌĞĂĐŝſŶĚĞƌƵƚĂƐ;ƐͿ EǑŵĞĚŝŽĚĞǀĞŚşĐƵůŽƐĞŶůĂƌĞĚ dŝĞŵƉŽŵĞĚŝŽĚĞƉĞƌŵĂŶĞŶĐŝĂĚĞ ůŽƐǀĞŚşĐƵůŽƐĞŶůĂƌĞĚ;ƐͿ KϮĞŵŝƚŝĚŽ;ŐͿ ŽŵďƵƐƚŝďůĞĐŽŶƐƵŵŝĚŽ;ůͿ ^ŝƐƚĞŵĂĚĞ 'ĞƐƚŝſŶ /ŶƚĞůŝŐĞŶƚĞ ϯϱϮ ϭϳϯϱ͘ϬϬ ^ŝƐƚĞŵĂĚĞ'ĞƐƚŝſŶ DĞũŽƌĂƐ ĚĞ>ĂnjŽďŝĞƌƚŽ ŽďƚĞŶŝĚĂƐ ϯϱϱ ϴϭϳϯ͘ϯϯ ϴϯϱ͘ϬϬ ϳϮϳϯ͘ϯϯ ϴϴ͘ϱϮй Ϯϱ͘ϭϮ ϰϳ͘ϲϰ ϰϳ͘Ϯϲй ϭϬϯ͘ϴϰ ϱϵϯ͘ϰϬ ϴϮ͘ϱϬй ϲϳ͘ϳϬ Ϯϲ͘ϴϳ ϭϮϮ͘ϲϱ ϰϲ͘ϰϭ ϰϰ͘ϴϬй ϰϮ͘ϭϬй Tabla 1. Resultados del proyecto Los resultados mostrados en la Tabla 1 son en realidad la media de los resultados obtenidos para distintos casos de simulación. A lo largo de este proceso de toma de resultados se pudo ir comprobando como el sistema trabaja de forma autónoma, consiguiendo un tráfico más fluido, consiguiendo evitar la formación de atascos que en otros sistemas si tendrían lugar ante iguales flujos vehiculares y reduciendo las emisiones de de ଶ y el consumo de combustible. Así, y ante los resultados expuestos, no se puede llegar a otra conclusión que no sea la de que este sistema es tan válido como necesario para las grandes ciudades. UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL RESUMEN DEL PROYECTO UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL ABSTRACT SMARTCITY: SYSTEM FOR SMART TRAFFIC MANAGEMENT Author: Seoane Veiga, Carlos. Managers: Sánchez Miralles, Álvaro; Díaz Plaza Sanz, Enrique; Salcedo Gutiérrez, Dolores. Collaborating Entities: IIT (ICAI Pontifical University of Comillas), IBM Spain. ABSTRACT I. Introduction Since the second half of the last century, rate of traffic jams has been increasing rapidly and continuously. These traffic jams are a pollution source and a drain of time, money and health, which seriously impact in the quality of life of all citizens of large cities. This impact in quality of life of citizens is not acceptable if there is a technology that, used properly, allows to significantly reduce or eliminate the existing problem. Thus, this project stems from the conviction that it is possible with current technology to design a system that provides a more efficient traffic control using traffic lights as a tool to influence this traffic. This will require that traffic lights control strategy takes into account the traffic conditions in real time. Throughout the project, was developed a traffic control strategy for use on a large, complex stage such as a city and, unlike the strategies currently in use (open-loop strategies), it takes into account the current traffic state to decide on the optimal configuration of states of traffic lights (closed-loop strategy). Despite the existence of strategies developed within this classification, there is no completed project that can boast of having succeeded in developing a control strategy that operates in real time, adaptive to the traffic state, efficiently and able to implement in a sufficiently large and complex scenario such as a city. Many of these closed loop strategies as MOTION, TUC, OPAC ... had proven efficacy, but in a very restricted area in which the scenarios that are tested are very simple or small sizes. That is why, with the implementation of this system in a scenario corresponding to an entire neighborhood of a city (the district Barrio de la UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL ABSTRACT Misericordia in Málaga), has been achieved a breakthrough as far as traffic management systems are concerned. During this project was developed a traffic management system adaptive to traffic conditions which works fully automatically. This has been accomplished through installation of sensors in the control area in which it intends to install the system, and including data obtained from these sensors in a mathematical model that will obtain the traffic lights state through which traffic is more fluent. Furthermore, the system is prepared to be easily applicable to any new city. With the system developed, have been fully covered the project's objectives, which were established as: -Optimize traffic management in a scenario that corresponds to a full neighborhood of a city. -Design an architecture for its implementation sensitive to traffic conditions. II. Architecture As shown in Figure 1, project´s architecture consists of six distinct modules. Four of them are the traffic management system and the remaining two have the function to automate the implementation of the system in new nets. The first four modules are the simulator, the control agent, the optimizer and the user´s interface. UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL ABSTRACT Figure 1. Project´s architecture The simulator, SUMO (Simulation of Urban Mobility), is responsible for carrying out the simulation on a net created for this purpose and under traffic conditions that the user indicates via user´s interface, developed in Microsoft Excel using VBA. During this simulation, sensors located on the stage measure the level and nature of traffic conditions, thus, control agent developed in Python will be receiving this data to organize it every five minutes in the form of turn ratios at each intersection and number of incoming vehicles in the area to be controlled. When this information is organized, control agent will be responsible for sending it to the optimizer, IBM ILOG CPLEX, as two files *.txt and order the execution of optimization which will obtain traffic lights state that minimize total queue on stage. This set of traffic lights will be sent back from the optimizer to control agent, which will be responsible for establishing the status of the different lights according to the optimal configuration of traffic lights. UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL ABSTRACT Two remaining modules consist of the online map provider OpenStreetMap, from which the map of the new control area is extracted in *. xml format and IBM InfoSphere Data Stage, which, once translated the map (process being carried out automatically through an application of the simulator SUMO) so that simulations can be performed over it, will be responsible for extracting various parameters that will be used to configure both the optimizer and the control system. III. Tests Tests were carried out using two scenarios, a scenario that represents a portion of the Barrio de la Misericordia and one representing the full neighborhood Barrio de la Misericordia. Both scenarios can be seen in Figures 2 and 3 and the implementation of the system developed in these leaves no doubt about its effective operation in large and complex scenarios. Figure 1. Portion of Barrio de la Misericordia IV. Figure 2. Barrio de la Misericordia Results and conclusions Results obtained from the comparison of the system developed with an open- loop system of control (insensitive to traffic state) are shown in Table 1. To obtain results, vehicles were injected for a half hour and simulation results began to be toke after fifteen minutes, leaving in that way a space of time to stabilize the traffic. UNIVERSIDAD PONTIFICIA COMILLAS ESCUELA TÉCNICA SUPERIOR DE INGENIERÍA (ICAI) INGENIERO INDUSTRIAL ABSTRACT Results taking was lengthened until the corresponding system was able to clear the network. EƵŵďĞƌŽĨĐĂƌƐĚƵƌŝŶŐƐŝŵƵůĂƚŝŽŶ ^ŝŵƵůĂƚŝŽŶƚŝŵĞ;ƐͿ dŝŵĞƚŽĐůĞĂŶƚŚĞŶĞƚǁŽƌŬĂĨƚĞƌƚŚĞ ĨŝŶŝƐŚŝŶŐƚŚĞƌŽƵƚĞƐŝŶũĞĐƚŝŽŶ;ƐͿ ǀĞƌĂŐĞŶƵŵďĞƌŽĨǀĞŚŝĐůĞƐŽŶƚŚĞ ŶĞƚǁŽƌŬ ǀĞƌĂŐĞƚŝŵĞƐƉĞŶƚďLJǀĞŚŝĐůĞƐŽŶ ƚŚĞŶĞƚǁŽƌŬ;ƐͿ ŵŝƚƚĞĚKϮ;ŐͿ &ƵĞůĐŽŶƐƵŵƉƚŝŽŶ;ůͿ ^ŵĂƌƚ DĂŶĂŐĞŵĞŶƚ ^LJƐƚĞŵ ϯϱϮ ϭϳϯϱ͘ϬϬ KƉĞŶͲůŽŽƉ DĂŶĂŐĞŵĞŶƚ ^LJƐƚĞŵ ϯϱϱ ϴϭϳϯ͘ϯϯ ϴϯϱ͘ϬϬ ϳϮϳϯ͘ϯϯ ϴϴ͘ϱϮй Ϯϱ͘ϭϮ ϰϳ͘ϲϰ ϰϳ͘Ϯϲй ϭϬϯ͘ϴϰ ϱϵϯ͘ϰϬ ϴϮ͘ϱϬй ϲϳ͘ϳϬ Ϯϲ͘ϴϳ ϭϮϮ͘ϲϱ ϰϲ͘ϰϭ ϰϰ͘ϴϬй ϰϮ͘ϭϬй /ŵƉƌŽǀĞŵĞŶ ƚƐŽďƚĂŝŶĞĚ Table 1. Project results Results shown in Table 1 are actually the average of the results obtained for different simulation cases. Throughout this process of obtaining results was able to check how the system works getting a fluent traffic, avoiding traffic jams which would be formatted in other systems if it would occur the same traffic flow and reducing emissions of ଶ and fuel consumption. Thus, and with the results shown, no other conclusion can be obtained than that this system is as valid as necessary for large cities. 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