Design and Evaluation of a Distributed Architecture for GeoSparkSim

Verónica Alba Valencia; Julio Proaño Orellana

doi:10.1007/978-981-16-4126-8_24

Design and Evaluation of a Distributed Architecture for GeoSparkSim

Verónica Alba Valencia, Julio Proaño Orellana

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

The human being throughout history has developed ways to optimize his time and resources. Nowadays, mobility is one of the biggest problems. Traffic simulation tools are frequently used to study mobility problems. GeoSparkSim is a vehicular traffic simulation tool that extends Apache Spark to generate datasets of road network traffic significantly with the simulation of microscopic traffic that includes traffic lights, change of track, and the pursuit of vehicles. This work presents an architecture to implement and evaluate the GeoSparkSim simulation tool. The architecture was developed on different containers in Docker, and two stages of the study were created for its evaluation. Each stage contains 26 simulations in different geographic zones from the Quito city. Results show the potentials of GeoSparkSim in order to study traffic mobility and compare its implementation on different Cloud services such as Google, Amazon, and Azure. In order to have an acceptable simulation, we found a machine that has at least 146 GB in storage and 8 GB in RAM is recommended.

Original language	English
Title of host publication	Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021
Editors	Álvaro Rocha, Paulo Carlos López-López, Juan Pablo Salgado-Guerrero
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	253-263
Number of pages	11
ISBN (Print)	9789811641251
DOIs	https://doi.org/10.1007/978-981-16-4126-8_24
State	Published - 2022
Event	7th International Conference on Science, Technology and Innovation for Society, CITIS 2021 - Virtual, Online Duration: 26 May 2021 → 28 May 2021

Publication series

Name	Smart Innovation, Systems and Technologies
Volume	252
ISSN (Print)	2190-3018
ISSN (Electronic)	2190-3026

Conference

Conference	7th International Conference on Science, Technology and Innovation for Society, CITIS 2021
City	Virtual, Online
Period	26/05/21 → 28/05/21

Bibliographical note

Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

Keywords

Apache Spark
Data space-oriented approach (DSO)
Microscopic traffic simulation
Network-based approach (NB)
Resilient distributed datasets (RDD)
Spatio-temporal data

Access to Document

10.1007/978-981-16-4126-8_24

Cite this

Alba Valencia, V., & Proaño Orellana, J. (2022). Design and Evaluation of a Distributed Architecture for GeoSparkSim. In Á. Rocha, P. C. López-López, & J. P. Salgado-Guerrero (Eds.), Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021 (pp. 253-263). (Smart Innovation, Systems and Technologies; Vol. 252). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-16-4126-8_24

Alba Valencia, Verónica ; Proaño Orellana, Julio. / Design and Evaluation of a Distributed Architecture for GeoSparkSim. Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. editor / Álvaro Rocha ; Paulo Carlos López-López ; Juan Pablo Salgado-Guerrero. Springer Science and Business Media Deutschland GmbH, 2022. pp. 253-263 (Smart Innovation, Systems and Technologies).

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Alba Valencia, V & Proaño Orellana, J 2022, Design and Evaluation of a Distributed Architecture for GeoSparkSim. in Á Rocha, PC López-López & JP Salgado-Guerrero (eds), Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. Smart Innovation, Systems and Technologies, vol. 252, Springer Science and Business Media Deutschland GmbH, pp. 253-263, 7th International Conference on Science, Technology and Innovation for Society, CITIS 2021, Virtual, Online, 26/05/21. https://doi.org/10.1007/978-981-16-4126-8_24

Design and Evaluation of a Distributed Architecture for GeoSparkSim. / Alba Valencia, Verónica; Proaño Orellana, Julio.
Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. ed. / Álvaro Rocha; Paulo Carlos López-López; Juan Pablo Salgado-Guerrero. Springer Science and Business Media Deutschland GmbH, 2022. p. 253-263 (Smart Innovation, Systems and Technologies; Vol. 252).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Y2 - 26 May 2021 through 28 May 2021

ER -

Alba Valencia V, Proaño Orellana J. Design and Evaluation of a Distributed Architecture for GeoSparkSim. In Rocha Á, López-López PC, Salgado-Guerrero JP, editors, Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. Springer Science and Business Media Deutschland GmbH. 2022. p. 253-263. (Smart Innovation, Systems and Technologies). doi: 10.1007/978-981-16-4126-8_24

Design and Evaluation of a Distributed Architecture for GeoSparkSim

Abstract

Publication series

Conference

Bibliographical note

Keywords

Access to Document

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Cite this