Formal verification of Matrix based MATLAB models using interactive theorem proving

PeerJ Comput Sci. 2021 Mar 22;7:e440. doi: 10.7717/peerj-cs.440. eCollection 2021.

Abstract

MATLAB is a software based analysis environment that supports a high-level programing language and is widely used to model and analyze systems in various domains of engineering and sciences. Traditionally, the analysis of MATLAB models is done using simulation and debugging/testing frameworks. These methods provide limited coverage due to their inherent incompleteness. Formal verification can overcome these limitations, but developing the formal models of the underlying MATLAB models is a very challenging and time-consuming task, especially in the case of higher-order-logic models. To facilitate this process, we present a library of higher-order-logic functions corresponding to the commonly used matrix functions of MATLAB as well as a translator that allows automatic conversion of MATLAB models to higher-order logic. The formal models can then be formally verified in an interactive theorem prover. For illustrating the usefulness of the proposed library and approach, we present the formal analysis of a Finite Impulse Response (FIR) filter, which is quite commonly used in digital signal processing applications, within the sound core of the HOL Light theorem prover.

Keywords: Formal Methods; Formal verification; HOL Light; Higher-order logic; Interactive theorem proving; MATLAB; Matrix based MATLAB models.

Associated data

  • figshare/10.6084/m9.figshare.13992317.v1

Grant support

The authors received no funding for this work.