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Dtic Ada423960%3a Optimization Of Heterogeneous Uav Communications Using The Multiobjective Quadratic Assignment Problem by Defense Technical Information Center
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1DTIC ADA423960: Optimization Of Heterogeneous UAV Communications Using The Multiobjective Quadratic Assignment Problem
By Defense Technical Information Center
The Air Force has placed a high priority on developing new and innovative ways to use Unmanned Aerial Vehicles (UAVs). The Defense Advanced Research Projects Agency (DARPA) currently funds many projects that deal with the advancement of UAV research. The ultimate goal of the Air Force is to use UAVs in operations that are highly dangerous to pilots, mainly the suppression of enemy air defenses (SEAD). With this goal in mind, formation structuring of autonomous or semi-autonomous UAVs is of future importance. This particular research investigates the optimization of heterogeneous UAV multi-channel communications in formation. The problem maps to the multiobjective Quadratic Assignment Problem (mQAP). Optimization of this problem is done through the use of a Multiobjective Evolutionary Algorithm (MOEA) called the Multiobjective Messy Genetic Algorithm - II (MOMGA-II). Experimentation validates the attainment of an acceptable Pareto Front for a variety of mQAP benchmarks. It was observed that building block size can affect the location vectors along the current Pareto Front. The competitive templates used during testing perform best when they are randomized before each building block size evaluation. This tuning of the MOMGA-II parameters creates a more effective algorithm for the variety of mQAP benchmarks, when compared to the initial experiments. Thus this algorithmic approach would be useful for Air Force decision makers in determining the placement of UAVs in formations.
“DTIC ADA423960: Optimization Of Heterogeneous UAV Communications Using The Multiobjective Quadratic Assignment Problem” Metadata:
- Title: ➤ DTIC ADA423960: Optimization Of Heterogeneous UAV Communications Using The Multiobjective Quadratic Assignment Problem
- Author: ➤ Defense Technical Information Center
- Language: English
“DTIC ADA423960: Optimization Of Heterogeneous UAV Communications Using The Multiobjective Quadratic Assignment Problem” Subjects and Themes:
- Subjects: ➤ DTIC Archive - Kleeman, Mark P - AIR FORCE INST OF TECH WRIGHT-PATTERSON AFB OH SCHOOL OF ENGINEERING AND MANAGEMENT - *COMMUNICATION AND RADIO SYSTEMS - *DRONES - AERIAL RECONNAISSANCE - DECISION MAKING - THESES - AERIAL WARFARE - UNMANNED - QUADRATIC EQUATIONS - FORMATION FLIGHT - MULTICHANNEL COMMUNICATIONS - RADIOTELEPHONES
Edition Identifiers:
- Internet Archive ID: DTIC_ADA423960
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 78.71 Mbs, the file-s for this book were downloaded 83 times, the file-s went public at Sat May 19 2018.
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