Non-Dominated Immune-Endocrine Short Feedback Algorithm for Multi-Robot Maritime Patrolling

Li Huang, Mengchu Zhou, Kuangrong Hao

Research output: Contribution to journalArticlepeer-review

5 Scopus citations

Abstract

Multi-robot systems can be used to patrol a concerned part of ocean to ensure maritime safety under severe weather conditions. Seeking its optimal patrolling strategy to fulfill multi-optimization objectives is challenging. This paper presents a novel approach inspired by an immune-endocrine short feedback system to do so. Regulations produced by an endocrine system act on two phases of an artificial immune algorithm. First, a kind of hormone applied in a mutation process is proposed to decrease the number of undesirable solutions with the help of a Bayesian formula. Second, it is performed at a memory cell to suppress high-concentration antibodies and save high-quality individuals. To verify the feasibility of the proposed method, simulation experiments are conducted. The experimental results illustrate the desired effects of two regulation phases and the proposed method's performance in solving a maritime patrolling problem. Its high search ability and convergence speed are shown via its comparison with the other well-known algorithms.

Original languageEnglish (US)
Article number8643579
Pages (from-to)362-373
Number of pages12
JournalIEEE Transactions on Intelligent Transportation Systems
Volume21
Issue number1
DOIs
StatePublished - Jan 2020

All Science Journal Classification (ASJC) codes

  • Automotive Engineering
  • Mechanical Engineering
  • Computer Science Applications

Keywords

  • Multi-robot system
  • biological intelligent algorithm
  • maritime patrolling
  • multi-objective optimization

Fingerprint Dive into the research topics of 'Non-Dominated Immune-Endocrine Short Feedback Algorithm for Multi-Robot Maritime Patrolling'. Together they form a unique fingerprint.

Cite this