Automated planning for robotics

E Karpas, D Magazzeni - Annual Review of Control, Robotics …, 2020 - annualreviews.org
Modern robots are increasingly capable of performing “basic” activities such as localization,
navigation, and motion planning. However, for a robot to be considered intelligent, we would …

Pddlstream: Integrating symbolic planners and blackbox samplers via optimistic adaptive planning

CR Garrett, T Lozano-Pérez, LP Kaelbling - Proceedings of the …, 2020 - aaai.org
Many planning applications involve complex relationships defined on high-dimensional,
continuous variables. For example, robotic manipulation requires planning with kinematic …

Interval-based relaxation for general numeric planning

E Scala, P Haslum, S Thiébaux, M Ramirez - ECAI 2016, 2016 - ebooks.iospress.nl
We generalise the interval-based relaxation to sequential numeric planning problems with
non-linear conditions and effects, and cyclic dependencies. This effectively removes all the …

Learning safe numeric action models

A Mordoch, B Juba, R Stern - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
Powerful domain-independent planners have been developed to solve various types of
planning problems. These planners often require a model of the acting agent's actions …

Towards providing explanations for AI planner decisions

R Borgo, M Cashmore, D Magazzeni - arxiv preprint arxiv:1810.06338, 2018 - arxiv.org
In order to engender trust in AI, humans must understand what an AI system is trying to
achieve, and why. To overcome this problem, the underlying AI process must produce …

[PDF][PDF] Integrated Hybrid Planning and Programmed Control for Real Time UAV Maneuvering.

M Ramirez, M Papasimeon, N Lipovetzky, L Benke… - AAMAS, 2018 - academia.edu
The automatic generation of realistic behaviour such as tactical intercepts for Unmanned
Aerial Vehicles (UAV) in air combat is a challenging problem. State-of-the-art solutions …

Scottyactivity: Mixed discrete-continuous planning with convex optimization

E Fernandez-Gonzalez, B Williams, E Karpas - Journal of Artificial …, 2018 - jair.org
The state of the art practice in robotics planning is to script behaviors manually, where each
behavior is typically generated using trajectory optimization. However, in order for robots to …

Real-world planning with pddl+ and beyond

W Piotrowski, A Perez - arxiv preprint arxiv:2402.11901, 2024 - arxiv.org
Real-world applications of AI Planning often require a highly expressive modeling language
to accurately capture important intricacies of target systems. Hybrid systems are ubiquitous …

Lifted heuristics for timeline-based planning

R De Benedictis, A Cesta - ECAI 2020, 2020 - ebooks.iospress.nl
This paper discusses the issue of efficient resolution of timeline-based planning problems. In
particular, taking inspiration from the more classical heuristics for the resolution of STRIPS …

Temporal mission planning for autonomous ships: Design and integration with guidance, navigation and control

MA Hinostroza, AM Lekkas - Ocean Engineering, 2024 - Elsevier
Mission planning constitutes an important feature of autonomy for Maritime Autonomous
Surface Ships (MASS). Nevertheless, this research topic remains largely unexplored, as the …