An efficient intelligent decision method for bionic motion unmanned system. (April 2022)
- Record Type:
- Journal Article
- Title:
- An efficient intelligent decision method for bionic motion unmanned system. (April 2022)
- Main Title:
- An efficient intelligent decision method for bionic motion unmanned system
- Authors:
- Chen, Haipeng
Fu, Wenxing
Feng, Yuze
Long, Jia
Chen, Kang - Abstract:
- In this article, we propose an efficient intelligent decision method for a bionic motion unmanned system to simulate the formation change during the hunting process of the wolves. Path planning is a burning research focus for the unmanned system to realize the formation change, and some traditional techniques are designed to solve it. The intelligent decision based on evolutionary algorithms is one of the famous path planning approaches. However, time consumption remains to be a problem in the intelligent decisions of the unmanned system. To solve the time-consuming problem, we simplify the multi-objective optimization as the single-objective optimization, which was regarded as a multiple traveling salesman problem in the traditional methods. Besides, we present the improved genetic algorithm instead of evolutionary algorithms to solve the intelligent decision problem. As the unmanned system's intelligent decision is solved, the bionic motion control, especially collision avoidance when the system moves, should be guaranteed. Accordingly, we project a novel unmanned system bionic motion control of complex nonlinear dynamics. The control method can effectively avoid collision in the process of system motion. Simulation results show that the proposed simplification, improved genetic algorithm, and bionic motion control method are stable and effective.
- Is Part Of:
- Proceedings of the Institution of Mechanical Engineers. Volume 236:Number 4(2022)
- Journal:
- Proceedings of the Institution of Mechanical Engineers
- Issue:
- Volume 236:Number 4(2022)
- Issue Display:
- Volume 236, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 236
- Issue:
- 4
- Issue Sort Value:
- 2022-0236-0004-0000
- Page Start:
- 683
- Page End:
- 695
- Publication Date:
- 2022-04
- Subjects:
- Intelligent decision -- bionic motion unmanned system -- genetic algorithm -- avoid collision -- path planning
Mechanical engineering -- Periodicals
Automatic control -- Periodicals
Systems engineering -- Periodicals
621.3 - Journal URLs:
- http://pii.sagepub.com/ ↗
http://www.uk.sagepub.com/home.nav ↗
http://journals.pepublishing.com/content/119778 ↗ - DOI:
- 10.1177/09596518211065581 ↗
- Languages:
- English
- ISSNs:
- 0959-6518
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 19402.xml