arXiv Open Access 2022

Task planning and explanation with virtual actions

Guowei Cui Xiaoping Chen
Lihat Sumber

Abstrak

One of the challenges of task planning is to find out what causes the planning failure and how to handle the failure intelligently. This paper shows how to achieve this. The idea is inspired by the connected graph: each verticle represents a set of compatible \textit{states}, and each edge represents an \textit{action}. For any given initial states and goals, we construct virtual actions to ensure that we always get a plan via task planning. This paper shows how to introduce virtual action to extend action models to make the graph to be connected: i) explicitly defines static predicate (type, permanent properties, etc) or dynamic predicate (state); ii) constructs a full virtual action or a semi-virtual action for each state; iii) finds the cause of the planning failure through a progressive planning approach. The implementation was evaluated in three typical scenarios.

Topik & Kata Kunci

Penulis (2)

G

Guowei Cui

X

Xiaoping Chen

Format Sitasi

Cui, G., Chen, X. (2022). Task planning and explanation with virtual actions. https://arxiv.org/abs/2201.03199

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2022
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓