Backward Reachability of Array-based Systems by SMT solving: Termination and Invariant Synthesis

TL;DR

This paper introduces a symbolic, SMT-based method for verifying safety of array-based infinite state systems by ensuring backward reachability termination and invariant synthesis, improving efficiency and automation.

Contribution

It presents a fully declarative approach for backward reachability and invariant synthesis using SMT solving, with conditions for termination and completeness under certain theories.

Findings

Ensures backward reachability termination for specific theories.

Provides a complete invariant synthesis method.

Achieves significant speed-ups in model checking experiments.

Abstract

The safety of infinite state systems can be checked by a backward reachability procedure. For certain classes of systems, it is possible to prove the termination of the procedure and hence conclude the decidability of the safety problem. Although backward reachability is property-directed, it can unnecessarily explore (large) portions of the state space of a system which are not required to verify the safety property under consideration. To avoid this, invariants can be used to dramatically prune the search space. Indeed, the problem is to guess such appropriate invariants. In this paper, we present a fully declarative and symbolic approach to the mechanization of backward reachability of infinite state systems manipulating arrays by Satisfiability Modulo Theories solving. Theories are used to specify the topology and the data manipulated by the system. We identify sufficient conditions on the theories to ensure the termination of backward reachability and we show the completeness of a method for invariant synthesis (obtained as the dual of backward reachability), again, under suitable hypotheses on the theories. We also present a pragmatic approach to interleave invariant synthesis and backward reachability so that a fix-point for the set of backward reachable states is more easily obtained. Finally, we discuss heuristics that allow us to derive an implementation of the techniques in the model checker MCMT, showing remarkable speed-ups on a significant set of safety problems extracted from a variety of sources.