A memory-related vulnerability detection approach based on vulnerability model with Petri Net

IF 0.7 4区 数学 Q3 COMPUTER SCIENCE, THEORY & METHODS
Jinfu Chen , Chi Zhang , Saihua Cai , Lin Zhang , Liang Ma
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引用次数: 0

Abstract

With the continuous development of information technology, software vulnerabilities have become a critical threat to information security. Post-release detection of memory leaks, double free and use after free is one of the most challenging research problems in software vulnerability analysis. To tackle this challenge, we introduce a vulnerability model based on Petri Net. We consider the characteristics and causes of vulnerabilities, modeling is conducted from the subject and environment of vulnerabilities. Based on this vulnerability model, we propose a memory-related vulnerability detection framework based on vulnerability model (MRVD-VM) and its vulnerability detection algorithm based on vulnerability mode (VDA-VM). The results of experiments on Juliet Test Suite 1.2 for C_CPP show that MRVD-VM significantly outperforms three state-of-the-art baseline tools, including Cppcheck, Flawfinder, and Splint, in detecting memory leaks, double free and use after free.

基于Petri网漏洞模型的内存相关漏洞检测方法
随着信息技术的不断发展,软件漏洞已成为威胁信息安全的重大问题。发布后检测内存泄漏、重复释放和释放后使用是软件漏洞分析中最具挑战性的研究问题之一。为了解决这个问题,我们引入了一个基于Petri网的漏洞模型。考虑漏洞的特点和成因,从漏洞的主体和环境两方面进行建模。基于该漏洞模型,我们提出了基于漏洞模型的内存相关漏洞检测框架(MRVD-VM)及其基于漏洞模式的漏洞检测算法(VDA-VM)。在Juliet Test Suite 1.2 for C_CPP上的实验结果表明,MRVD-VM在检测内存泄漏、双重释放和释放后使用方面明显优于三种最先进的基线工具,包括Cppcheck、Flawfinder和Splint。
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来源期刊
Journal of Logical and Algebraic Methods in Programming
Journal of Logical and Algebraic Methods in Programming COMPUTER SCIENCE, THEORY & METHODS-LOGIC
CiteScore
2.60
自引率
22.20%
发文量
48
期刊介绍: The Journal of Logical and Algebraic Methods in Programming is an international journal whose aim is to publish high quality, original research papers, survey and review articles, tutorial expositions, and historical studies in the areas of logical and algebraic methods and techniques for guaranteeing correctness and performability of programs and in general of computing systems. All aspects will be covered, especially theory and foundations, implementation issues, and applications involving novel ideas.
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