Non-Commutative Logic for Collective Decision-Making with Perception Bias

Evgeny Kagan, Alexander Novoselsky, Daria Ramon, Alexander Rybalov

Research output: Contribution to journalArticlepeer-review

Abstract

In this paper, we suggest an implementation of non-commutative logic and apply its operators for decision-making in a group of autonomous agents. The suggested operators extend the uninorm and absorbing norm aggregators and use an additional asymmetry parameter that defines the “level of non-commutativity”. The value of this parameter is specified using the perception bias of humans measured in the experiments. The suggested operators and decision-making method are illustrated by the simulated behavior of mobile robots in the group, which verified the possibility of processing systematic sensing errors, as well as of distinguishing and mimicking the biased decisions.

Original languageEnglish
Article number76
Number of pages17
JournalRobotics
Volume12
Issue number3
Early online date22 May 2023
DOIs
StatePublished - Jun 2023

Keywords

  • decision-making
  • irrational decisions
  • mobile robots
  • multivalued logic
  • non-commutative algebra
  • swarm dynamics
  • uncertainty

All Science Journal Classification (ASJC) codes

  • Mechanical Engineering
  • Control and Optimization
  • Artificial Intelligence

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