Multi-Robot Patrolling with Sensing Idleness and Data Delay Objectives

被引:0
|
作者
Jürgen Scherer
Bernhard Rinner
机构
[1] University of Klagenfurt,Institute of Networked and Embedded Systems
关键词
Multi-robot systems; Mobile robotics; Patrolling; Coordination; Cooperating robots;
D O I
暂无
中图分类号
学科分类号
摘要
Multi-robot patrolling represents a fundamental problem for many monitoring and surveillance applications and has gained significant interest in recent years. In patrolling, mobile robots repeatedly travel through an environment, capture sensor data at certain sensing locations and deliver this data to the base station in a way that maximizes the changes of detection. Robots move on tours, exchange data when they meet with robots on neighboring tours and so eventually deliver data to the base station. In this paper we jointly consider two important optimization criteria of multi-robot patrolling: (i) idleness, i.e. the time between consecutive visits of sensing locations, and (ii) delay, i.e. the time between capturing data at the sensing location and its arrival at the base station. We systematically investigate the effect of the robots’ moving directions along their tours and the selection of meeting points for data exchange. We prove that the problem of determining the movement directions and meeting points such that the data delay is minimized is NP-hard. For this purpose, we define a structure called tour graph which models the neighborhood of the tours defined by potential meeting points. We propose two heuristics that are based on a shortest-path-search in the tour graph. We provide a simulation study which shows that the cooperative approach can outperform an uncooperative approach where every robot delivers the captured data individually to the base station. Additionally, the experiments show that the heuristic which is computational more expensive performs slightly better on average than the less expensive heuristic in the considered scenarios.
引用
收藏
页码:949 / 967
页数:18
相关论文
共 50 条
  • [1] Multi-Robot Patrolling with Sensing Idleness and Data Delay Objectives
    Scherer, Juergen
    Rinner, Bernhard
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2020, 99 (3-4) : 949 - 967
  • [2] A Survey on Multi-robot Patrolling Algorithms
    Portugal, David
    Rocha, Rui
    [J]. TECHNOLOGICAL INNOVATION FOR SUSTAINABILITY, 2011, 349 : 139 - 146
  • [3] Trust Modeling in Multi-Robot Patrolling
    Pippin, Charles
    Christensen, Henrik
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2014, : 59 - 66
  • [4] A Survey of Multi-robot Regular and Adversarial Patrolling
    Huang, Li
    Zhou, MengChu
    Hao, Kuangrong
    Hou, Edwin
    [J]. IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2019, 6 (04) : 894 - 903
  • [5] A Survey of Multi-robot Regular and Adversarial Patrolling
    Li Huang
    MengChu Zhou
    Kuangrong Hao
    Edwin Hou
    [J]. IEEE/CAA Journal of Automatica Sinica, 2019, 6 (04) : 894 - 903
  • [6] PatrolGRAPH: a Distributed Algorithm for Multi-Robot Patrolling
    Baglietto, M.
    Cannata, G.
    Capezio, F.
    Grosso, A.
    Sgorbissa, A.
    Zaccaria, R.
    [J]. IAS-10: INTELLIGENT AUTONOMOUS SYSTEMS 10, 2008, : 415 - 424
  • [7] Randomized Multi-Robot Patrolling with Unidirectional Visibility
    Echefu, Louis
    Alam, Tauhidul
    Newaz, Abdullah Al Redwan
    [J]. 2024 21ST INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS, UR 2024, 2024, : 324 - 329
  • [8] Stochastic Multi-Robot Patrolling with Limited Visibility
    Alam, Tauhidul
    Rahman, Md. Mahbubur
    Carrillo, Pedro
    Bobadilla, Leonardo
    Rapp, Brian
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2020, 97 (02) : 411 - 429
  • [9] Stochastic Multi-Robot Patrolling with Limited Visibility
    Tauhidul Alam
    Md. Mahbubur Rahman
    Pedro Carrillo
    Leonardo Bobadilla
    Brian Rapp
    [J]. Journal of Intelligent & Robotic Systems, 2020, 97 : 411 - 429
  • [10] DynFloR: A Flow Approach for Data Delivery Optimization in Multi-Robot Network Patrolling
    Ionescu, Vlad-Sebastian
    Onet-Marian, Zsuzsanna
    Badita, Marin-Georgian
    Czibula, Gabriela
    Popescu, Mihai-Ioan
    Dibangoye, Jilles S.
    Simonin, Olivier
    [J]. KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS (KES 2019), 2019, 159 : 97 - 106