Automated Negotiation Mechanism and Strategy for Compensational Vehicular Platooning

Sînziana-Maria Sebe, Tim Baarslag, Jörg P. Müller

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Abstract

Our research is developing flexible strategies for forming and routing future platoons of automated urban logistics vehicles. We propose the notion of compensational platooning using automated negotiation between agents representing vehicles. After the vehicles reach the end of a common route, an agent can propose part of its route along with a monetary value to platoon partners for further together-travel. If negotiation is successful, a new platoon is formed and follows the proposed route. If the compensation is too small or the route proposed oversteps the agent's limitations, the offer is rejected and the vehicles continue their travel separately. A contribution of this paper is a negotiation strategy that proposes compensation based on beliefs of what the opponent's payment threshold would be. In doing so, the bid with the highest acceptance likelihood is calculated, keeping negotiations short and effective. Our model is tested on a synthetic network and a real urban example. We show that by using negotiation, vehicles can identify mutually beneficial new routes that a centralised/distributed approach would not find, with utility improvements of up to 8%.
Original languageEnglish
Title of host publicationPRIMA 2020: Principles and Practice of Multi-Agent Systems
EditorsTakahiro Uchiya, Quan Bai, Iván Marsá Maestre
Place of PublicationCham
PublisherSpringer
Pages317-324
Number of pages8
ISBN (Print)978-3-030-69322-0
DOIs
Publication statusPublished - 2021
Externally publishedYes

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12568 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Bibliographical note

Publisher Copyright:
© 2021, Springer Nature Switzerland AG.

Keywords

  • Automated negotiation
  • Decentralised agent coordination
  • Opponent modelling
  • Platoon matching

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