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Context-Aware Temporal Logic for Probabilistic Systems

Publication ,  Journal Article
Elfar, M; Wang, Y; Pajic, M
Published in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
January 1, 2020

In this paper, we introduce the context-aware probabilistic temporal logic (CAPTL) that provides an intuitive way to formalize system requirements by a set of PCTL objectives with a context-based priority structure. We formally present the syntax and semantics of CAPTL and propose a synthesis algorithm for CAPTL requirements. We also implement the algorithm based on the PRISM-games model checker. Finally, we demonstrate the usage of CAPTL on two case studies: a robotic task planning problem, and synthesizing error-resilient scheduler for micro-electrode-dot-array digital microfluidic biochips.

Duke Scholars

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2020

Volume

12302 LNCS

Start / End Page

215 / 232

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences
 

Citation

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MLA
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Elfar, M., Wang, Y., & Pajic, M. (2020). Context-Aware Temporal Logic for Probabilistic Systems. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12302 LNCS, 215–232. https://doi.org/10.1007/978-3-030-59152-6_12
Elfar, M., Y. Wang, and M. Pajic. “Context-Aware Temporal Logic for Probabilistic Systems.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 12302 LNCS (January 1, 2020): 215–32. https://doi.org/10.1007/978-3-030-59152-6_12.
Elfar M, Wang Y, Pajic M. Context-Aware Temporal Logic for Probabilistic Systems. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2020 Jan 1;12302 LNCS:215–32.
Elfar, M., et al. “Context-Aware Temporal Logic for Probabilistic Systems.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12302 LNCS, Jan. 2020, pp. 215–32. Scopus, doi:10.1007/978-3-030-59152-6_12.
Elfar M, Wang Y, Pajic M. Context-Aware Temporal Logic for Probabilistic Systems. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2020 Jan 1;12302 LNCS:215–232.

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2020

Volume

12302 LNCS

Start / End Page

215 / 232

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences