View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams

We study the problem of viewpoint planning in static and dynamic scenes using multi-robot teams. This work is motivated by two applications: bridge inspection and environmental monitoring using Unmanned Aerial Vehicles. For static scenes, we are given a set of target points in a polygonal environmen...

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Bibliographic Details
Main Author: Budhiraja, Ashish Kumar
Other Authors: Electrical and Computer Engineering
Format: Others
Published: Virginia Tech 2017
Subjects:
Online Access:http://hdl.handle.net/10919/78807
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spelling ndltd-VTETD-oai-vtechworks.lib.vt.edu-10919-788072020-09-29T05:42:12Z View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams Budhiraja, Ashish Kumar Electrical and Computer Engineering Tokekar, Pratap Furukawa, Tomonari Williams, Ryan K. Multi-Robot Coordination Traveling Salesman Problem Target Tracking We study the problem of viewpoint planning in static and dynamic scenes using multi-robot teams. This work is motivated by two applications: bridge inspection and environmental monitoring using Unmanned Aerial Vehicles. For static scenes, we are given a set of target points in a polygonal environment that must be monitored using robots with cameras. The goal is to compute a tour for all the robots such that every target is visible from at least one tour. We solve this problem optimally by reducing it to Generalized Travelling Salesman Problem. For dynamic scenes, we study the multi-robot assignment problem for multi-target tracking. The problem can be viewed as the mixed packing and covering problem. We optimally solve the problem using Mixed Quadratic Integer Linear Program to maximize the total number of targets covered. In addition to theoretical contribution, we also present our hardware system design and findings from field experiments. Master of Science 2017-09-06T08:01:14Z 2017-09-06T08:01:14Z 2017-09-05 Thesis vt_gsexam:12641 http://hdl.handle.net/10919/78807 In Copyright http://rightsstatements.org/vocab/InC/1.0/ ETD application/pdf Virginia Tech
collection NDLTD
format Others
sources NDLTD
topic Multi-Robot Coordination
Traveling Salesman Problem
Target Tracking
spellingShingle Multi-Robot Coordination
Traveling Salesman Problem
Target Tracking
Budhiraja, Ashish Kumar
View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
description We study the problem of viewpoint planning in static and dynamic scenes using multi-robot teams. This work is motivated by two applications: bridge inspection and environmental monitoring using Unmanned Aerial Vehicles. For static scenes, we are given a set of target points in a polygonal environment that must be monitored using robots with cameras. The goal is to compute a tour for all the robots such that every target is visible from at least one tour. We solve this problem optimally by reducing it to Generalized Travelling Salesman Problem. For dynamic scenes, we study the multi-robot assignment problem for multi-target tracking. The problem can be viewed as the mixed packing and covering problem. We optimally solve the problem using Mixed Quadratic Integer Linear Program to maximize the total number of targets covered. In addition to theoretical contribution, we also present our hardware system design and findings from field experiments. === Master of Science
author2 Electrical and Computer Engineering
author_facet Electrical and Computer Engineering
Budhiraja, Ashish Kumar
author Budhiraja, Ashish Kumar
author_sort Budhiraja, Ashish Kumar
title View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
title_short View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
title_full View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
title_fullStr View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
title_full_unstemmed View Point Planning for Inspecting Static and Dynamic Scenes with Multi-Robot Teams
title_sort view point planning for inspecting static and dynamic scenes with multi-robot teams
publisher Virginia Tech
publishDate 2017
url http://hdl.handle.net/10919/78807
work_keys_str_mv AT budhirajaashishkumar viewpointplanningforinspectingstaticanddynamicsceneswithmultirobotteams
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