I&C Journal 2023 Journal Article
Learning Mealy machines with one timer
- Frits Vaandrager
- Masoud Ebrahimi
- Roderick Bloem
We present Mealy machines with a single timer (MM1Ts), a class of sufficiently expressive models to describe the real-time behavior of many realistic applications that we can learn efficiently. We show how we can obtain learning algorithms for MM1Ts via a reduction to the problem of learning Mealy machines. We describe an implementation of an MM1T learner on top of LearnLib and compare its performance with recent algorithms proposed by Aichernig et al. and An et al. on several realistic benchmarks.