Development and Evaluation of Collaborative Ramp Metering Control for Congested Urban Freeways

Overview

ADAS and autonomous vehicles allow new control paradigms in traffic management. As the time horizon for driverless cars technology shifted forward in the future, collaborative driving and communication open new possibilities in the next 5-10y to realize control policies aimed at increasing safety, reducing congestion, and dissipate waves.

Collaborative driving results are available for vehicle-level controls and mostly focused on architecture and human-in-the-loop approaches. We aim at a macroscopic and network-level approach to exploit the potential impact of collaborative driving.

 

Research Objectives

Task 1. Definition of mean-field multi-scale models for collaborative driving and V2X communication and design of control algorithms for ACC and enhanced perception.

  • Milestone 1. Model for multi-lane traffic and communication
  • Deliverable 1: Publication with model and control algorithms

Task 2. Study case for ramp-metering: congestion decrease and safety. Numerical tests in Flow using Sumo.

  • Milestone 2. Numerical test in Flow showing congestion decrease.
  • Deliverable 2: statistical analysis of congestion’s decrease from numerical simulations.

Task 3. Study case of disruption scenarios for ramp-metering: accident on the downstream of a work zone that requires a lane change.

  • Milestone 3. Numerical test in Flow for accident scenario.
  • Deliverable 3: statistical analysis of accident scenario.

Personnel

Benedetto Piccoli

Professor, Rutgers

Benedetto Piccoli is the Principal Investigator on this project.

Kaan Ozbay

Director, C2SMART Professor, NYU

Kaan Ozbay is a Co-Principal Investigator on this project.

Sean T. McQuade

Researcher, Rutgers

Sean T. McQuade is a Researcher on this project.

Malaika Mahmood

Researcher, Rutgers

Malaika Mahmood is a Researcher on this project.

Ryan Delorenzo

Researcher, Rutgers

Ryan Delorenzo is a Researcher on this project.

Tianya "Terry" Zhang

Reseacher, Rutgers

Tianya "Terry" Zhang is a Researcher on this project.

Deliverables

Datasets

Details