Evolution of Control Programs for a Swarm of Autonomous Unmanned Aerial Vehicles
Language: English
Published by Creative Media Partners, LLC Sep 2012, 2012
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
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Neuware - Unmanned aerial vehicles (UAVs)are rapidly becoming a critical military asset. In the future, advances in miniaturization are going to drive the development of insect sizeU AVs. New approaches to controlling these swarms are required. The goal of this research is to develop a controller to direct a swarm of UAVs in accomplishing a given mission. While previous efforts have largely been limited to a two dimensional model, a three dimensional model has been developed for this project. Models of UAV capabilities including sensors, actuators and communications are presented. Genetic programming uses the principles of Darwinian evolution to generate computer programs to solve problems. A genetic programming approach is used to evolve control programs for UAV swarms. Evolved controllers are compared with a handcrafted solution using quantitative and qualitative methods. Visualization and statistical methods are used to analyze solutions. Results indicate thatgenetic programming is capable of producing effective solutions to multiobjective control problems.…
Seller Inventory # 9781249456506
- Title
- Evolution of Control Programs for a Swarm of Autonomous Unmanned Aerial Vehicles
- Author
- Kevin M Milam
- Publisher
- Creative Media Partners, LLC Sep 2012
- Publication year
- 2012
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1249456509
- ISBN 13
- 9781249456506
- Item weight
- 200 grams
- Dimensions
- 234x156x7 mm
Unmanned aerial vehicles (UAVs)are rapidly becoming a critical military asset. In the future, advances in miniaturization are going to drive the development of insect sizeU AVs. New approaches to controlling these swarms are required. The goal of this research is to develop a controller to direct a swarm of UAVs in accomplishing a given mission. While previous efforts have largely been limited to a two dimensional model, a three dimensional model has been developed for this project. Models of UAV capabilities including sensors, actuators and communications are presented. Genetic programming uses the principles of Darwinian evolution to generate computer programs to solve problems. A genetic programming approach is used to evolve control programs for UAV swarms. Evolved controllers are compared with a handcrafted solution using quantitative and qualitative methods. Visualization and statistical methods are used to analyze solutions. Results indicate thatgenetic programming is capable of producing effective solutions to multiobjective control problems.
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