Decentralized multi-robot allocation of tasks with temporal and precedence constraints

被引:22
|
作者
Nunes, Ernesto [1 ]
McIntire, Mitchell [2 ]
Gini, Maria [1 ]
机构
[1] Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
[2] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
Task allocation; temporal constraints; precedence constraints; COORDINATION; TAXONOMY;
D O I
10.1080/01691864.2017.1396922
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We present an auction-based method for a team of robots to allocate and execute tasks that have temporal and precedence constraints. Temporal constraints are expressed as time windows, within which a task must be executed. The robots use our priority-based iterated sequential single-item auction algorithm to allocate tasks among themselves and keep track of their individual schedules. A key innovation is in decoupling precedence constraints from temporal constraints and dealing with them separately. We demonstrate the performance of the allocation method and show how it can be extended to handle failures and delays during task execution. We leverage the power of simulation as a tool to analyze the robustness of schedules. Data collected during simulations are used to compute well-known indexes that measure the risk of delay and failure in the robots' schedules. We demonstrate the effectiveness of our method in simulation and with real robot experiments.
引用
收藏
页码:1193 / 1207
页数:15
相关论文
共 50 条
  • [1] Multi-Robot Allocation of Tasks with Temporal and Ordering Constraints
    Gini, Maria
    [J]. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 4863 - 4869
  • [2] Multi-Robot Auctions for Allocation of Tasks with Temporal Constraints
    Nunes, Ernesto
    Gini, Maria
    [J]. PROCEEDINGS OF THE TWENTY-NINTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2015, : 2110 - 2116
  • [3] Multi-Robot Task Allocation and Scheduling Considering Cooperative Tasks and Precedence Constraints
    Bischoff, Esther Y.
    Meyer, Fabian
    Inga, Jairo
    Hohmann, Soren
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 3949 - 3956
  • [4] Decentralized Allocation of Tasks with Temporal and Precedence Constraints to a Team of Robots
    Nunes, Ernesto
    McIntire, Mitchell
    Gini, Maria
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON SIMULATION, MODELING, AND PROGRAMMING FOR AUTONOMOUS ROBOTS (SIMPAR), 2016, : 197 - 202
  • [5] Multi-Robot Assignment Algorithm for Tasks with Set Precedence Constraints
    Luo, Lingzhi
    Chakraborty, Nilanjan
    Sycara, Katia
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2011, : 2526 - 2533
  • [6] Multi-objective Optimisation of Multi-robot Task Allocation with Precedence Constraints
    Panchu, K. Padmanabhan
    Rajmohan, M.
    Sundar, R.
    Baskaran, R.
    [J]. DEFENCE SCIENCE JOURNAL, 2018, 68 (02) : 175 - 182
  • [7] An Efficient Ant Colony System for Multi-Robot Task Allocation with Large-scale Cooperative Tasks and Precedence Constraints
    Liu, Xiao-Fang
    Lin, Bo-Cheng
    Zhan, Zhi-Hui
    Jeon, Sang-Woon
    Zhang, Jun
    [J]. 2021 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2021), 2021,
  • [8] Dynamic multi-robot task allocation under uncertainty and temporal constraints
    Shushman Choudhury
    Jayesh K. Gupta
    Mykel J. Kochenderfer
    Dorsa Sadigh
    Jeannette Bohg
    [J]. Autonomous Robots, 2022, 46 : 231 - 247
  • [9] Dynamic multi-robot task allocation under uncertainty and temporal constraints
    Choudhury, Shushman
    Gupta, Jayesh K.
    Kochenderfer, Mykel J.
    Sadigh, Dorsa
    Bohg, Jeannette
    [J]. AUTONOMOUS ROBOTS, 2022, 46 (01) : 231 - 247
  • [10] Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints
    Choudhury, Shushman
    Gupta, Jayesh K.
    Kochendeefer, Mykel J.
    Sadigh, Dorsa
    Bohg, Jeannette
    [J]. ROBOTICS: SCIENCE AND SYSTEMS XVI, 2020,