基于大模型的形式化验证系统架构设计OA
Architecture Design of Formal Verification System Based on Large Language Models
列控系统作为复杂的工控系统,如何在列控系统全生命周期内实现安全验证、安全内生也是当前难题.对列控系统开发环节的代码进行安全验证,将有助于掌握列控系统安全状态,及时进行安全漏洞修补.针对列控系统网络安全验证的需求,提出一种基于大模型的网络安全形式化验证系统架构.该系统集成大模型与形式化验证工具,利用大模型的深度语义理解与推理能力,对列控系统复杂网络安全需求自动捕获、精细分解与形式化建模,确保每一条安全规范和业务需求都能被准确、可执行地表示出来;同时融合多种先进验证技术和验证工具,以智能化的策略调度和并行化的验证执行,快速给出系统安全性的定量评估结论和可复现的错误示例,实现"安全需求、验证决策、结果反馈"的智能化验证流程.
As train control systems are complex industrial control systems,achieving security verification and intrinsic security throughout the lifecycle of train control systems remains a significant challenge.Conducting security verification on the codes during the development of train control systems will help understand the security status of the system and facilitate the timely patching of vulnerabilities.To address the need for cybersecurity verification in train control systems,this paper proposes the architecture of a large language model-based formal verification system for cybersecurity.By combing large language models with formal verification tools,this system leverages the deep semantic understanding and reasoning capabilities of large language models to automatically capture,meticulously decompose,and formally model the complex cybersecurity requirements of train control systems.This ensures that every security specification and service requirement can be accurately and executably represented.Additionally,by integrating multiple advanced verification techniques and verification tools,this system employs intelligent strategy scheduling and parallelized verification execution to quickly deliver quantitative conclusions on system security and examples of reproducible error.This enables an intelligent verification process encompassing"security requirements,verification decision,and result feedback".
陈红学;马卫红;杨雅涵;申翔宇
北京全路通信信号研究设计院集团有限公司,北京 100070||列车自主运行智能控制铁路行业工程研究中心,北京 100070北京全路通信信号研究设计院集团有限公司,北京 100070||列车自主运行智能控制铁路行业工程研究中心,北京 100070北京全路通信信号研究设计院集团有限公司,北京 100070||列车自主运行智能控制铁路行业工程研究中心,北京 100070北京全路通信信号研究设计院集团有限公司,北京 100070||列车自主运行智能控制铁路行业工程研究中心,北京 100070
信息技术与安全科学
大模型安全验证形式化验证智能验证
large language modelcybersecurity verificationformal verificationintelligent verification
《铁路通信信号工程技术》 2026 (3)
9-14,6
国家重点研发计划项目(2024YFB3108600)
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