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Performance heuristics for GR(1) synthesis and related algorithms
Elizabeth Firman1, Shahar Maoz1, Jan Oliver Ringert2
11Tel Aviv University, Tel Aviv, Israel.
This study introduces heuristics to speed up GR(1) synthesis, a key algorithm in reactive systems. Integrating these heuristics into Spectra Tools significantly improves performance, especially for complex specifications.
Area of Science:
- Formal methods in computer science
- Automated synthesis of reactive systems
Background:
- Reactive synthesis for the Linear Temporal Logic (LTL) GR(1) fragment is a well-researched area.
- Existing algorithms face challenges with scalability and running times for complex specifications.
Purpose of the Study:
- To present and evaluate a novel list of heuristics aimed at reducing computation times for GR(1) synthesis.
- To integrate these heuristics into the Spectra Tools synthesis environment.
- To assess the effectiveness of these heuristics on diverse benchmarks, including student-generated robot specifications.
Main Methods:
- Implementation of heuristics for controlled predecessor computation, BDDs, early fixed-point detection, fixed-point recycling, and unrealizable core computations.
- Integration into the Spectra Tools software.
- Empirical evaluation on SYNTECH15, SYNTECH17 robot specifications, and literature benchmarks.
- Comparative analysis against existing tools (RATSY, Slugs).
Main Results:
- All implemented heuristics, when applied together, demonstrate positive results in reducing GR(1) synthesis running times.
- Heuristic effectiveness varies across different specification sets.
- Spectra Tools, incorporating these heuristics, outperforms RATSY and Slugs on most benchmarks, with performance gains increasing for larger specifications.
Conclusions:
- The proposed heuristics offer a significant improvement for GR(1) synthesis and related algorithms.
- Spectra Tools provides a competitive and scalable solution for reactive synthesis.
- The findings highlight the importance of tailored heuristics for optimizing automated synthesis tools.
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