Juan Manuel Madrid Molina

Prof. Juan Manuel Madrid Molina

Universidad Icesi
orcid

Research Focus & Metrics

Academic Career Length

18Years (2009-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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1 December 2019 in Journal of Computer Networks and Communications
Verified
Journal Article
Open access
PDF file
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
ÁPÁlvaro Pachón
Álvaro Pachón
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina
Systems trying to solve mobility issues in cities, such as high levels of accidents and traffic congestion, have been developed worldwide. Intelligent Transportation Systems (ITS) services focused on urban public transport are an option contributing to solve such issues. A few intermediate cities in the Latin American context have developed some of these ITS services, which are mainly based on a tracking system for public transport vehicles. Such tracking systems have great limitations in terms of coverage, availability, and operational cost. In addition, they are commonly isolated mobility solutions, which cannot be easily integrated with other mobility services in the city because they are not based on an ITS architecture. In order to improve public transportation systems in intermediate cities, we proposed the development of an IoT-based public vehicle tracking system, using LoRa (Long Range) and ITS services. In this research, we developed the proposed system as a proof of concept. We designed and executed some experiments, in order to adjust parameters of the LoRa technology and to test its operation. This article presents the methods we followed for developing the proof-of-concept model, a description of the experiments, and their results. The results lead to conclude that the LoRa technology and an IoT-based system are adequate for implementation of a mobility service such as the one we propose, once important technical restrictions related mainly to Line of Sight (LoS) are considered. Key aspects for implementation were also identified for deploying the service (as a prototype) in the city of Popayán.

27 August 2020 in Electronics
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Journal Article
Open access
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BRBeimar Rojas
Beimar Rojas
CPCristhian Bolaños Portilla
Cristhian Bolaños Portilla
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
GRGustavo Ramirez-Gonzalez
Gustavo Ramirez-Gonzalez
ÁPÁlvaro Pachón
Álvaro Pachón
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina
In medium-sized cities in developing countries, transit services without dedicated lanes have issues related to route compliance, schedules, speed control, and safety. An efficient way for dealing with this issue is the use of Information and Communication Technologies (ICT), to implement a Fleet Management and Control Systems (FMCS). Such implementation can be performed using Intelligent Transportation Systems (ITSs), which allow integration of services and adequate standardization. This article features: (a) a literature review, related to FMCS based on ITS and enabling technologies, (b) design of the ITS architecture of an FMCS, and (c) some advances in the development of the proposed FMCS in a Colombian city (Popayán). The results of the literature review allowed identifying the most important requirements of FMCS in order to design the ITS architecture and build a prototype featuring the suggested technologies. Finally, some experiments were performed to evaluate the operation of the developed prototype. The results showed evidence of adequate operation in sending and receiving messages from and to four prototypes developed for the vehicles, also complying with the established requirements of location, tracking, exchanged data, and security. This allows continuing the development of the proposed FMCS, with some adjustments.

28 September 2021 in Electronics
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Journal Article
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JGJulián Andrés Hurtado Gómez
Julián Andrés Hurtado Gómez
Juan David Romo TrochezJuan David Romo Trochez
Juan David Romo Trochez
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
ÁPÁlvaro Pachón
Álvaro Pachón
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina
Traffic congestion has several causes, including insufficient road capacity, unrestricted demand and improper scheduling of traffic signal phases. A great variety of efforts have been made to properly program such phases. Some of them are based on traditional transportation assumptions, and others are adaptive, allowing the system to learn the control law (signal program) from data obtained from different sources. Reinforcement Learning (RL) is a technique commonly used in previous research. However, properly determining the states and the reward is key to obtain good results and to have a real chance to implement it. This paper proposes and implements a traffic signal control system (TSCS), detailing its development stages: (a) Intelligent Transportation System (ITS) architecture design for the TSCS; (b) design and development of a system prototype, including an RL algorithm to minimize the vehicle queue at intersections, and detection and calculation of such queues by adapting a computer vision algorithm; and (c) design and development of system tests to validate operation of the algorithms and the system prototype. Results include the development of the tests for each module (vehicle queue measurement and RL algorithm) and real-time integration tests. Finally, the article presents a system simulation in the context of a medium-sized city in a developing country, showing that the proposed system allowed reduction of vehicle queues by 29%, of waiting time by 50%, and of lost time by 50%, when compared to fixed phase times in traffic signals.

1 December 2020 in Journal of Traffic and Transportation Engineering (English Edition)
Verified
Journal Article
Open access
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
ÁCÁlvaro Pachón de la Cruz
Álvaro Pachón de la Cruz
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina

19 November 2020 in Electronics
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Journal Article
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FMFelipe Jurado Murillo
Felipe Jurado Murillo
JYJuan Sebastián Quintero Yoshioka
Juan Sebastián Quintero Yoshioka
ALAndrés David Varela López
Andrés David Varela López
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
ÁPÁlvaro Pachón
Álvaro Pachón
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina
Long-range (LoRa) technology is a low power wide area network (LPWAN) technology that is currently being used for development of Internet of things (IoT)-based solutions. Transit transport, mainly in medium-sized cities where transit vehicles do not have exclusive lanes, is a service that can be improved with a tracking service using technology such as LoRa. Although some proposals exist, there is not enough experimental information to validate the LoRa technology as adequate. This article: (a) evaluates the operation of LoRa technology in a transit vehicle tracking service in a medium-sized city, based on an Intelligent Transportation Systems architecture and IoT; and (b) investigates optimal LoRa technology configuration parameters for the service. Experiments were performed in a semi-controlled environment using LoRa devices and a gateway, by measuring the received packets and the receive signal strength indicator (RSSI) and modifying: (a) distance; (b) number of devices; and (c) the main LoRa transmission parameters. Obtained results show the ideal values of parameters vary considerably with distance and number of devices used. There were very few settings of the experiments in which the RSSI and packet levels were adequate while distance and number of devices were both changed.

1 March 2019
Verified
Conference Paper
Closed access
RSRicardo Salazar-Cabrera
Ricardo Salazar-Cabrera
ACAlvaro Pachon De La Cruz
Alvaro Pachon De La Cruz
Juan Manuel Madrid MolinaJuan Manuel Madrid Molina
Juan Manuel Madrid Molina
Fleet Management and Control Systems (FMCS) have allowed public transport companies to improve their safety, efficiency and productivity. Therefore, national and local governments have supported implementation of such systems, to improve the mobility in cities. In some intermediate cities in developing countries, the implementation of these systems has been based on developed transport systems for large cities (with different operating conditions), without considering advances in service integration and standardization, in Intelligent Transportation Systems (ITS) frameworks. In addition, such implementations do not take into account enabling technologies such as new wireless communication standards featuring improved range, availability and accessibility. In order to improve this situation, we propose the design of an FMCS using ITS services based on an adequate ITS architecture, considering budget constraints and the need for a technology that improves relevant characteristics. We also evaluated the case of eight intermediate Colombian cities that are implementing transportation systems known as Strategic System for Public Transport (SSTP or SETP per its acronym in Spanish) in which one of the main components is an FMCS, and made some recommendations on the design of the system in these cities based in our purpose.