Reactive Dubins Traveling Salesman Problem for Replanning of Information Gathering by UAVs
Identifikátory výsledku
Kód výsledku v IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F17%3A00312671" target="_blank" >RIV/68407700:21230/17:00312671 - isvavai.cz</a>
Výsledek na webu
<a href="http://ieeexplore.ieee.org/document/8098704/" target="_blank" >http://ieeexplore.ieee.org/document/8098704/</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ECMR.2017.8098704" target="_blank" >10.1109/ECMR.2017.8098704</a>
Alternativní jazyky
Jazyk výsledku
angličtina
Název v původním jazyce
Reactive Dubins Traveling Salesman Problem for Replanning of Information Gathering by UAVs
Popis výsledku v původním jazyce
We introduce a novel online replanning method for robotic information gathering by Unmanned Aerial Vehicles~(UAVs) called Reactive Dubins Traveling Salesman Problem~(RDTSP). The considered task is the following: a set of target locations are to be visited by the robot. From an initial information gathering plan, obtained as an offline solution of either the Dubins Traveling Salesman Problem~(DTSP) or the Coverage Path Planning~(CPP), the proposed RDTSP ensures robust information gathering in each given target location by replanning over possible missed target locations. Furthermore, a simple decision making is a part of the proposed RDTSP to determine which target locations are marked as missed and also to control the appropriate time instant at which the repair plan is inserted into the initial path. The proposed method for replanning is based on the Variable Neighborhood Search metaheuristic which ensures visiting of all possibly missed target locations by minimizing the length of the repair plan and by utilizing the preplanned offline solution of the particular information gathering task. The novel method is evaluated in a realistic outdoor robotic information gathering experiment with UAV for both the Dubins Traveling Salesman Problem and the Coverage Path Planning scenarios.
Název v anglickém jazyce
Reactive Dubins Traveling Salesman Problem for Replanning of Information Gathering by UAVs
Popis výsledku anglicky
We introduce a novel online replanning method for robotic information gathering by Unmanned Aerial Vehicles~(UAVs) called Reactive Dubins Traveling Salesman Problem~(RDTSP). The considered task is the following: a set of target locations are to be visited by the robot. From an initial information gathering plan, obtained as an offline solution of either the Dubins Traveling Salesman Problem~(DTSP) or the Coverage Path Planning~(CPP), the proposed RDTSP ensures robust information gathering in each given target location by replanning over possible missed target locations. Furthermore, a simple decision making is a part of the proposed RDTSP to determine which target locations are marked as missed and also to control the appropriate time instant at which the repair plan is inserted into the initial path. The proposed method for replanning is based on the Variable Neighborhood Search metaheuristic which ensures visiting of all possibly missed target locations by minimizing the length of the repair plan and by utilizing the preplanned offline solution of the particular information gathering task. The novel method is evaluated in a realistic outdoor robotic information gathering experiment with UAV for both the Dubins Traveling Salesman Problem and the Coverage Path Planning scenarios.
Klasifikace
Druh
D - Stať ve sborníku
CEP obor
—
OECD FORD obor
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Návaznosti výsledku
Projekt
Výsledek vznikl pri realizaci vícero projektů. Více informací v záložce Projekty.
Návaznosti
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Ostatní
Rok uplatnění
2017
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Údaje specifické pro druh výsledku
Název statě ve sborníku
Proceedings of ECMR 2017
ISBN
978-1-5386-1096-1
ISSN
—
e-ISSN
—
Počet stran výsledku
6
Strana od-do
1-6
Název nakladatele
IEEE
Místo vydání
Marseille
Místo konání akce
Paris
Datum konání akce
6. 9. 2017
Typ akce podle státní příslušnosti
WRD - Celosvětová akce
Kód UT WoS článku
000426455100051