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heterogeneous_traffic_estimation

Yanbing Wang July, 2020

Overview

This repository contains the source code for heterogeneous traffic estimation. This resulting journal paper is submitted to Transportmetrica A: Transport Science Journal. Suggested citation:

Yanbing Wang and Daniel B. Work. "Enhanced estimation for heterogeneous traffic". Transportmetrica A: Transport Science, 2020. (In review).

Usage

Running variations of particle filters:

  1. Standard PF: run main_pf_creeping.m, set spatial_correlation as "false"
  2. PF+SCNM: run main_pf_creeping.m, set spatial_correlation as "true"
  3. PAPF: run main_pf_dual.m, set spatial_correlation as "false"
  4. PAPF+SCNM: run main_pf_dual.m, set spatial_correlation as "true"

Change traffic scenarios:

In main_pf_creeping.m or main_pf_dual.m

  1. Set test = 1 for freeflow traffic with overtaking
  2. Set test = 2 for congested traffic
  3. Set test = 3 for queue clearance
  4. Set test = 4 for creeping traffic

Toggle image display:

  1. Set show_sim = true to turn on simulation plots, for example:

2. Set `show_est = true` to turn on estimation plots, for example:

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