Optimization-Based Model Checking and Trace Synthesis for Complex STL Specifications

Abstract

AbstractTechniques of light-weight formal methods, such as monitoring and falsification, are attracting attention for quality assurance of cyber-physical systems. The techniques require formal specs, however, and writing right specs is still a practical challenge. Commonly one relies on trace synthesis—i.e. automatic generation of a signal that satisfies a given spec—to examine the meaning of a spec. In this work, motivated by 1) complex STL specs from an automotive safety standard and 2) the struggle of existing tools in their trace synthesis, we introduce a novel trace synthesis algorithm for STL specs. It combines the use of MILP (inspired by works on controller synthesis) and a variable-interval encoding of STL semantics (previously studied for SMT-based STL model checking). The algorithm solves model checking, too, as the dual of trace synthesis. Our experiments show that only ours has realistic performance needed for the interactive examination of STL specs by trace synthesis.