UAV trajectory optimization for Minimum Time Search with communication constraints and collision avoidance. (October 2019)
- Record Type:
- Journal Article
- Title:
- UAV trajectory optimization for Minimum Time Search with communication constraints and collision avoidance. (October 2019)
- Main Title:
- UAV trajectory optimization for Minimum Time Search with communication constraints and collision avoidance
- Authors:
- Pérez-Carabaza, Sara
Scherer, Jürgen
Rinner, Bernhard
López-Orozco, José A.
Besada-Portas, Eva - Abstract:
- Abstract: Minimum Time Search (MTS) algorithms help in search missions proposing search trajectories that minimize the target detection time considering the available information about the search scenario. This work proposes a MTS planner based on ant colony optimization that includes communication and collision avoidance constraints. This ensures that the Unmanned Aerial Vehicles (UAVs) are able to complete the optimized search trajectories without risk of collision or loss of communication with the ground control station. This approach is a great advantage nowadays, where UAVs flight regulation is quite strict, often requiring to monitor the state of the UAVs during the whole mission, impeding UAV deployments without continuous communication to the ground control station. The proposed algorithm is tested with several search scenarios and compared against two state of the art techniques based on Cross Entropy Optimization and Genetic Algorithms, which have been adapted to make them consider collision and communication constraints as well.
- Is Part Of:
- Engineering applications of artificial intelligence. Volume 85(2019)
- Journal:
- Engineering applications of artificial intelligence
- Issue:
- Volume 85(2019)
- Issue Display:
- Volume 85, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 85
- Issue:
- 2019
- Issue Sort Value:
- 2019-0085-2019-0000
- Page Start:
- 357
- Page End:
- 371
- Publication Date:
- 2019-10
- Subjects:
- Ant Colony Optimization -- Probabilistic path planning -- UAVs -- Minimum time search -- Communication constraints
Engineering -- Data processing -- Periodicals
Artificial intelligence -- Periodicals
Expert systems (Computer science) -- Periodicals
Ingénierie -- Informatique -- Périodiques
Intelligence artificielle -- Périodiques
Systèmes experts (Informatique) -- Périodiques
Artificial intelligence
Engineering -- Data processing
Expert systems (Computer science)
Periodicals
620.00285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09521976 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.engappai.2019.06.002 ↗
- Languages:
- English
- ISSNs:
- 0952-1976
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3755.704500
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11678.xml