Clear data, clear roads: Imputing missing data for enhanced intersection flow of connected autonomous vehicles

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • Marcus Freire - (Author)
  • Adriano Maia - (Author)
  • Gustavo Figueiredo - (Author)
  • Cassio Prazeres - (Author)
  • Wellington Viana Lobato Junior - (Author)
  • Leandro Aparecido Villas - (Author)
  • Christoph Sommer - , Chair of Networked Systems Modeling (Author)
  • Maycon Leone Maciel Peixoto - (Author)

Abstract

Urban intersection management affects traffic safety and flow. Particularly with the increasing presence of Connected Autonomous Vehicle (CAV), pedestrians, and cyclists, inefficient control can lead to congestion, delays, and an increased risk of accidents. Data communication failures due to physical obstacles, interference, network issues, or faulty sensors can create information gaps that negatively impact management solutions. We present an intersection management system for CAVs that relies on continuous data communication between vehicles and infrastructure. The system performs conflict analysis to identify potential collisions while dynamically adjusting vehicle speeds. To address missing information, we incorporate data imputation usingPiecewise Cubic Hermite Interpolating Polynomial (PCHIP), a method for smooth time series interpolation method. Simulation results demonstrate that Dynamic Adaptive Intersection Control System (DAICS) sustains high performance under data loss scenarios, reducing average travel time by 68.4% compared to the baseline algorithm, Intersection Management for Autonomous Vehicles (IMAV).

Details

Original languageEnglish
Article number104233
Number of pages16
JournalJournal of network and computer applications : JNCA
Volume242
Publication statusPublished - Oct 2025
Peer-reviewedYes

External IDs

Scopus 105007834512

Keywords

Sustainable Development Goals

Keywords

  • Connected Autonomous Vehicles (CAVs), Intersection traffic management, Vehicular Ad Hoc Network (VANET)