Combining SMT and Simulated Annealing into a Hybrid Planning Method

Authors

  • Jarosław Skaruz
  • Artur Niewiadomski
  • Wojciech Penczek

Abstract

We present a new approach to the concrete planning (CP) - a stage of theWeb service composition in the PlanICS framework. A new hybrid algorithm (HSA) based on a combination of Simulated Annealing (SA) with Satisfiability Modulo Theories (SMT) has been designed and implemented. The main idea of our hybrid solution is to use an SMT-based procedure in order to generate an initial individual and then improve it during subsequent iterations of SA. The experimental results show that HSA is superior to the other methods we have applied to the CP problem, including Genetic Algorithm, an SMT-based approach, and our previously developed hybrids.

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Published

2019-05-07

How to Cite

Skaruz, J., Niewiadomski, A., & Penczek, W. (2019). Combining SMT and Simulated Annealing into a Hybrid Planning Method. Studia Informatica. System and Information Technology, 19(1-2), 43–48. Retrieved from https://czasopisma.uph.edu.pl/studiainformatica/article/view/231