Optimal Mission Planner with Timed Temporal Logic Constraints

被引:0
|
作者
Zhou, Yuchen [1 ]
Maity, Dipankar
Baras, John S.
机构
[1] Univ Maryland, Dept Elect & Comp Engn, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present an optimization based method for path planning of a mobile robot subject to time bounded temporal constraints, in a dynamic environment. Temporal logic (TL) can address very complex task specification such as safety, coverage, motion sequencing etc. We use metric temporal logic (MTL) to encode the task specifications with timing constraints. We then translate the MTL formulae into mixed integer linear constraints and solve the associated optimization problem using a mixed integer linear program solver. This approach is different from the automata based methods which generate a finite abstraction of the environment and dynamics, and use an automata theoretic approach to formally generate a path that satisfies the TL specifications. We have applied our approach on several case studies in complex dynamical environments subjected to timed temporal specifications.
引用
收藏
页码:759 / 764
页数:6
相关论文
共 50 条
  • [31] Optimal Directed Control of Discrete Event Systems with Linear Temporal Logic Constraints
    Sakakibara, Ami
    Pruekprasert, Sasinee
    Ushio, Toshimitsu
    PROCEEDINGS OF 2015 IEEE 20TH CONFERENCE ON EMERGING TECHNOLOGIES & FACTORY AUTOMATION (ETFA), 2015,
  • [32] Using temporal logic to control search in a forward chaining planner
    Bacchus, F
    Kabanza, F
    NEW DIRECTIONS IN AI PLANNING, 1996, 31 : 141 - 153
  • [33] Metric Temporal Equilibrium Logic over Timed Traces
    Becker, Arvid
    Cabalar, Pedro
    Dieguez, Martin
    Schaub, Torsten
    Schuhmann, Anna
    THEORY AND PRACTICE OF LOGIC PROGRAMMING, 2024, 24 (03) : 425 - 452
  • [34] An optimal and efficient hierarchical motion planner for industrial robots with constraints
    Zhang, Longfei
    Yin, Zeyang
    Chen, Xiaofang
    Xie, Yongfang
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 119
  • [35] An Exact Optimal Kinodynamic Planner Based on Homotopy Class Constraints
    Sakcak, Basak
    Bascetta, Luca
    Ferretti, Gianni
    MODELLING AND SIMULATION FOR AUTONOMOUS SYSTEMS, 2018, 10756 : 140 - 152
  • [36] Automata Theory Meets Approximate Dynamic Programming: Optimal Control with Temporal Logic Constraints
    Papusha, Ivan
    Fu, Jie
    Topcu, Ufuk
    Murray, Richard M.
    2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 434 - 440
  • [37] Reinforcement Learning with Temporal Logic Constraints
    Lennartson, Bengt
    Jia, Qing-Shan
    IFAC PAPERSONLINE, 2020, 53 (04): : 485 - 492
  • [38] Learning to Execute Timed-Temporal-Logic Navigation Tasks under Input Constraints in Obstacle-Cluttered Environments
    Tolis, Fotios C.
    Trakas, Panagiotis S.
    Blounas, Taxiarchis-Foivos
    Verginis, Christos K.
    Bechlioulis, Charalampos P.
    ROBOTICS, 2024, 13 (05)
  • [39] A Signal Temporal Logic Planner for Ergonomic Human-Robot Collaboration
    Silano, Giuseppe
    Afifi, Amr
    Saska, Martin
    Franchi, Antonio
    2023 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS, ICUAS, 2023, : 328 - 335
  • [40] On the expressiveness of metric temporal logic over bounded timed words
    Ho, Hsi-Ming
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8762 : 138 - 150