Speeding up the RUL¯ Dynamic-Controllability-Checking Algorithm for Simple Temporal Networks with Uncertainty
Abstract
A Simple Temporal Network with Uncertainty (STNU) includes real-valued variables, called time-points; binary difference constraints on those time-points; and contingent links that represent actions with uncertain durations. STNUs have been used for robot control, web-service composition, and business processes. The most important property of an STNU is called dynamic controllability (DC); and algorithms for checking this property are called DC-checking algorithms. The DC-checking algorithm for STNUs with the best worst-case time-complexity is the RUL¯ algorithm due to Cairo, Hunsberger and Rizzi. Its complexity is O(mn + k²n + kn log n), where n is the number of time-points, m is the number of constraints, and k is the number of contingent links. It is expected that this worst-case complexity cannot be improved upon. However, this paper provides a new algorithm, called RUL2021, that improves its performance in practice by an order of magnitude, as demonstrated by a thorough empirical evaluation.
Cite
Text
Hunsberger and Posenato. "Speeding up the RUL¯ Dynamic-Controllability-Checking Algorithm for Simple Temporal Networks with Uncertainty." AAAI Conference on Artificial Intelligence, 2022. doi:10.1609/AAAI.V36I9.21213Markdown
[Hunsberger and Posenato. "Speeding up the RUL¯ Dynamic-Controllability-Checking Algorithm for Simple Temporal Networks with Uncertainty." AAAI Conference on Artificial Intelligence, 2022.](https://mlanthology.org/aaai/2022/hunsberger2022aaai-speeding/) doi:10.1609/AAAI.V36I9.21213BibTeX
@inproceedings{hunsberger2022aaai-speeding,
title = {{Speeding up the RUL¯ Dynamic-Controllability-Checking Algorithm for Simple Temporal Networks with Uncertainty}},
author = {Hunsberger, Luke and Posenato, Roberto},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {2022},
pages = {9776-9785},
doi = {10.1609/AAAI.V36I9.21213},
url = {https://mlanthology.org/aaai/2022/hunsberger2022aaai-speeding/}
}