SpaTiaL: monitoring and planning of robotic tasks using spatio-temporal logic specifications

被引:2
作者
Pek, Christian [1 ,2 ]
Schuppe, Georg Friedrich [2 ]
Esposito, Francesco [2 ]
Tumova, Jana [2 ]
Kragic, Danica [2 ]
机构
[1] Delft Univ Technol, Fac Mech Engn, Dept Cognit Robot, NL-2628 CD Delft, Netherlands
[2] KTH Royal Inst Technol, Sch Elect Engn & Comp Sci, Div Robot Percept & Learning, S-11428 Stockholm, Sweden
关键词
Task and motion planning; Spatio-temporal logics; Monitoring; Object-centric planning; TEMPORAL-LOGIC; MANIPULATION; OPTIMIZATION; FRAMEWORK;
D O I
10.1007/s10514-023-10145-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many tasks require robots to manipulate objects while satisfying a complex interplay of spatial and temporal constraints. For instance, a table setting robot first needs to place a mug and then fill it with coffee, while satisfying spatial relations such as forks need to placed left of plates. We propose the spatio-temporal framework SpaTiaL that unifies the specification, monitoring, and planning of object-oriented robotic tasks in a robot-agnostic fashion. SpaTiaL is able to specify diverse spatial relations between objects and temporal task patterns. Our experiments with recorded data, simulations, and real robots demonstrate how SpaTiaL provides real-time monitoring and facilitates online planning. SpaTiaL is open source and easily expandable to new object relations and robotic applications.
引用
收藏
页码:1439 / 1462
页数:24
相关论文
共 110 条
[1]  
Agostini A., 2020, PREPRINT
[2]  
Aineto D., 2018, P INT C AUT PLANN SC
[3]   MAINTAINING KNOWLEDGE ABOUT TEMPORAL INTERVALS [J].
ALLEN, JF .
COMMUNICATIONS OF THE ACM, 1983, 26 (11) :832-843
[4]   The benefits of relaxing punctuality [J].
Alur, R ;
Feder, T ;
Henzinger, TA .
JOURNAL OF THE ACM, 1996, 43 (01) :116-146
[5]  
Baier C, 2008, PRINCIPLES OF MODEL CHECKING, P1
[6]   Guiding Autonomous Exploration With Signal Temporal Logic [J].
Barbosa, Fernando S. ;
Duberg, Daniel ;
Jensfelt, Patric ;
Tumova, Jana .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2019, 4 (04) :3332-3339
[7]   Trends and challenges in robot manipulation [J].
Billard, Aude ;
Kragic, Danica .
SCIENCE, 2019, 364 (6446) :1149-+
[8]  
Boyd Stephen., 2004, Convex Optimization, V1st, P727
[9]   THE COMPUTATIONAL-COMPLEXITY OF PROPOSITIONAL STRIPS PLANNING [J].
BYLANDER, T .
ARTIFICIAL INTELLIGENCE, 1994, 69 (1-2) :165-204
[10]  
Cashmore M, 2015, P I C AUTOMAT PLAN S, P333