Distributed macroscopic traffic simulation with Open Traffic Models

03/06/2020
by   Gabriel Gomes, et al.
0

This paper presents OTM-MPI, an extension of the Open Traffic Models platform (OTM) for running macroscopic traffic simulations in high-performance computing environments. Macroscopic simulations are appropriate for studying regional traffic scenarios when aggregate trends are of interest, rather than individual vehicle traces. They are also appropriate for studying the routing behavior of classes of vehicles, such as app-informed vehicles. The network partitioning was performed with METIS. Inter-process communication was done with MPI (message-passing interface). Results are provided for two networks: one realistic network which was obtained from Open Street Maps for Chattanooga, TN, and another larger synthetic grid network. The software recorded a speed-up ratio of 198 using 256 cores for Chattanooga, and 475 with 1,024 cores for the synthetic network.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/13/2023

MPI Advance : Open-Source Message Passing Optimizations

The large variety of production implementations of the message passing i...
research
05/09/2023

Message Passing Neural Networks for Traffic Forecasting

A road network, in the context of traffic forecasting, is typically mode...
research
11/03/2022

MPI-based Evaluation of Coordinator Election Algorithms

In this paper, we detail how two types of distributed coordinator electi...
research
01/15/2023

Synthesizing Proxy Applications for MPI Programs

Proxy applications (proxy-apps) are basic tools for evaluating the perfo...
research
07/01/2020

Simulation and Analysis of Distributed Wireless Sensor Network using Message Passing Interface

Wireless Sensor Networks (WSN) are used by many industries from environm...
research
01/12/2022

Distributed Processing for Encoding and Decoding of Binary LDPC codes using MPI

Low Density Parity Check (LDPC) codes are linear error correcting codes ...
research
05/29/2021

Dash Sylvereye: A WebGL-powered Library for Dashboard-driven Visualization of Large Street Networks

State-of-the-art open network visualization tools like Gephi, KeyLines, ...

Please sign up or login with your details

Forgot password? Click here to reset