Planning of Heterogeneous Multi-Agent Systems Under Signal Temporal Logic Specifications With Integral Predicates

被引:25
作者
Buyukkocak, Ali Tevfik [1 ]
Aksaray, Derya [1 ]
Yazcoglu, Yasin [2 ]
机构
[1] Univ Minnesota, Dept Aerosp Engn & Mech, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Dept Elect & Comp Engn, Minneapolis, MN 55455 USA
来源
IEEE ROBOTICS AND AUTOMATION LETTERS | 2021年 / 6卷 / 02期
关键词
Formal methods in robotics and automation; multi-robot systems; optimization and optimal control; TASKS;
D O I
10.1109/LRA.2021.3057049
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We address the problem of coordinating the trajectories of heterogeneous multi-agent systems under spatio-temporal specifications. In particular, we consider global Signal Temporal Logic (STL) constraints to express the number and type of agents that should be present at specific locations within the desired time windows. We also introduce an integral predicate to specify cumulative progress that can he achieved asynchronously by multiple agents. In order to generate optimal trajectories, we formulate a mixed-integer linear program whose objective is minimizing the agent movement subject to the heterogeneous abstracted dynamics of the agents and a global STL specification including the novel integral predicate. We demonstrate the performance of the proposed method via simulations and experiments with drones.
引用
收藏
页码:1375 / 1382
页数:8
相关论文
共 34 条
[1]   Time Robustness in MTL and Expressivity in Hybrid System Falsification [J].
Akazaki, Takumi ;
Hasuo, Ichiro .
COMPUTER AIDED VERIFICATION, CAV 2015, PT II, 2015, 9207 :356-374
[2]  
Aksaray Derya, 2015, IFAC - Papers Online, V48, P174, DOI 10.1016/j.ifacol.2015.10.326
[3]  
Aksaray D., IEEE RSJ INT C INT R, V2020
[4]  
Baier C, 2008, PRINCIPLES OF MODEL CHECKING, P1
[5]   Distributed Path Planning for Executing Cooperative Tasks with Time Windows [J].
Bhat, Raghavendra ;
Yazicioglu, Yasin ;
Aksaray, Derya .
IFAC PAPERSONLINE, 2019, 52 (20) :187-192
[6]  
Chen YS, 2011, IEEE DECIS CONTR P, P2718
[7]   Coverage control for mobile sensing networks [J].
Cortés, J ;
Martínez, S ;
Karatas, T ;
Bullo, F .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (02) :243-255
[8]   On-line monitoring for temporal logic robustness [J].
1600, Springer Verlag (8734) :231-246
[9]  
Donzé A, 2010, LECT NOTES COMPUT SC, V6246, P92, DOI 10.1007/978-3-642-15297-9_9
[10]   Robustness of temporal logic specifications for continuous-time signals [J].
Fainekos, Georgios E. ;
Pappas, George J. .
THEORETICAL COMPUTER SCIENCE, 2009, 410 (42) :4262-4291