Integrated Framework of Vehicle Dynamics, Instabilities, Energy Models, and Sparse Flow Smoothing Controllers

Jan 1, 2021·
Jonathan W. Lee
George Gunter
George Gunter
,
Rabie Ramadan
,
Sulaiman Almatrudi
,
Paige Arnold
,
John Aquino
,
William Barbour
Rahul Bhadani
Rahul Bhadani
,
Joy Carpio
,
Fang-Chieh Chou
,
Marsalis Gibson
,
Xiaoqian Gong
,
Amaury Hayat
,
Nour Khoudari
,
Abdul Rahman Kreidieh
,
Maya Kumar
,
Nathan Lichtle
,
Sean McQuade
,
Brian Nguyen
,
Megan Ross
,
Sydney Truong
,
Eugene Vinitsky
,
Yibo Zhao
Jonathan Sprinkle
Jonathan Sprinkle
,
Benedetto Piccoli
,
Alexandre M. Bayen
Dan Work
Dan Work
,
Benjamin Seibold
· 1 min read
DOI
Type
Publication
Proceedings of the Workshop on Data-Driven and Intelligent Cyber-Physical Systems
publications

This work presents an integrated framework of: vehicle dynamics models, with a particular attention to instabilities and traffic waves; vehicle energy models, with particular attention to accurate energy values for strongly unsteady driving profiles; and sparse Lagrangian controls via automated vehicles, with a focus on controls that can be executed via existing technology such as adaptive cruise control systems. This framework serves as a key building block in developing control strategies for human-in-the-loop traffic flow smoothing on real highways. In this contribution, we outline the fundamental merits of integrating vehicle dynamics and energy modeling into a single framework, and we demonstrate the energy impact of sparse flow smoothing controllers via simulation results.

George Gunter
Authors
PhD Student
Rahul Bhadani
Authors
PhD Student
Authors
Authors
Authors
Authors
Jonathan Sprinkle
Authors
Professor and Chair of Computer Science
Professor of Computer Science at Vanderbilt University. Research in cyber-physical systems, autonomous vehicles, and domain-specific modeling.
Dan Work
Authors
Professor
Dan Work is a Chancellor Faculty Fellow and professor in civil and environmental engineering, computer science, and the Institute for Software Integrated Systems at Vanderbilt University.