Stabilization Guarantees of Human-Compatible Control via Lyapunov Analysis

Sirui Li, Roy Dong, Cathy Wu

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Autonomous vehicles (AVs) enable more efficient and sustainable transportation systems. Ample studies have shown that controlling a small fraction of AVs can smooth traffic flow and mitigate traffic congestion. However, deploying AVs to real-world systems is challenging due to transparency and safety concerns. An alternative approach deployable in the imminent future is human-compatible driving, where human drivers are guided by real-time instructions to stabilize the traffic. To respect human drivers' reaction time Δ, a class of piecewise-constant policies is considered, where periodic instructions are given at every Δ seconds to human drivers, who hold the instructed action constant until the next instruction. While previous work provides a basic theoretical analysis by considering a single driver setting in the absence of traffic, a principled control theoretic analysis that takes into account the full traffic system is lacking. This work uses Lyapunov stability theory to analyze piecewise-constant policies in a traffic system governed by the Optimal Velocity Model (OVM). We provide sufficient conditions for piecewise-constant controls with hold length Δ to stabilize the system. Numerical simulations demonstrate that our theoretical analyses closely follow simulated results, and can be used to interpret meaningful relationships between system parameters and maximum stable hold lengths.

Original languageEnglish (US)
Title of host publication2023 European Control Conference, ECC 2023
PublisherIEEE
Pages1-8
Number of pages8
ISBN (Electronic)9783907144084
ISBN (Print)9781665465311
DOIs
StatePublished - Jun 16 2023
Event2023 European Control Conference (ECC) - Bucharest, Romania
Duration: Jun 13 2023Jun 16 2023

Conference

Conference2023 European Control Conference (ECC)
Period6/13/236/16/23

Keywords

  • Sufficient conditions
  • Europe
  • Numerical simulation
  • Real-time systems
  • Safety
  • Numerical models
  • Control theory

ASJC Scopus subject areas

  • Control and Optimization
  • Modeling and Simulation

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