TY - JOUR
T1 - SpaTiaL
T2 - monitoring and planning of robotic tasks using spatio-temporal logic specifications
AU - Pek, Christian
AU - Schuppe, Georg Friedrich
AU - Esposito, Francesco
AU - Tumova, Jana
AU - Kragic, Danica
PY - 2023
Y1 - 2023
N2 - 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.
AB - 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.
KW - Monitoring
KW - Object-centric planning
KW - Spatio-temporal logics
KW - Task and motion planning
UR - http://www.scopus.com/inward/record.url?scp=85175646748&partnerID=8YFLogxK
U2 - 10.1007/s10514-023-10145-1
DO - 10.1007/s10514-023-10145-1
M3 - Article
AN - SCOPUS:85175646748
SN - 0929-5593
VL - 47
SP - 1439
EP - 1462
JO - Autonomous Robots
JF - Autonomous Robots
IS - 8
ER -