基于功率侧信道的代码执行跟踪

Yannan Liu, Lingxiao Wei, Zhe Zhou, Kehuan Zhang, Wenyuan Xu, Q. Xu
{"title":"基于功率侧信道的代码执行跟踪","authors":"Yannan Liu, Lingxiao Wei, Zhe Zhou, Kehuan Zhang, Wenyuan Xu, Q. Xu","doi":"10.1145/2976749.2978299","DOIUrl":null,"url":null,"abstract":"With the proliferation of Internet of Things, there is a growing interest in embedded system attacks, e.g., key extraction attacks and firmware modification attacks. Code execution tracking, as the first step to locate vulnerable instruction pieces for key extraction attacks and to conduct control-flow integrity checking against firmware modification attacks, is therefore of great value. Because embedded systems, especially legacy embedded systems, have limited resources and may not support software or hardware update, it is important to design low-cost code execution tracking methods that require as little system modification as possible. In this work, we propose a non-intrusive code execution tracking solution via power-side channel, wherein we represent the code execution and its power consumption with a revised hidden Markov model and recover the most likely executed instruction sequence with a revised Viterbi algorithm. By observing the power consumption of the microcontroller unit during execution, we are able to recover the program execution flow with a high accuracy and detect abnormal code execution behavior even when only a single instruction is modified.","PeriodicalId":432261,"journal":{"name":"Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security","volume":"255 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"59","resultStr":"{\"title\":\"On Code Execution Tracking via Power Side-Channel\",\"authors\":\"Yannan Liu, Lingxiao Wei, Zhe Zhou, Kehuan Zhang, Wenyuan Xu, Q. Xu\",\"doi\":\"10.1145/2976749.2978299\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"With the proliferation of Internet of Things, there is a growing interest in embedded system attacks, e.g., key extraction attacks and firmware modification attacks. Code execution tracking, as the first step to locate vulnerable instruction pieces for key extraction attacks and to conduct control-flow integrity checking against firmware modification attacks, is therefore of great value. Because embedded systems, especially legacy embedded systems, have limited resources and may not support software or hardware update, it is important to design low-cost code execution tracking methods that require as little system modification as possible. In this work, we propose a non-intrusive code execution tracking solution via power-side channel, wherein we represent the code execution and its power consumption with a revised hidden Markov model and recover the most likely executed instruction sequence with a revised Viterbi algorithm. By observing the power consumption of the microcontroller unit during execution, we are able to recover the program execution flow with a high accuracy and detect abnormal code execution behavior even when only a single instruction is modified.\",\"PeriodicalId\":432261,\"journal\":{\"name\":\"Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security\",\"volume\":\"255 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-10-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"59\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2976749.2978299\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2976749.2978299","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 59

摘要

随着物联网的普及,人们对嵌入式系统攻击越来越感兴趣,例如密钥提取攻击和固件修改攻击。因此,代码执行跟踪作为定位易受密钥提取攻击的指令片段和对固件修改攻击进行控制流完整性检查的第一步,具有重要的价值。由于嵌入式系统,特别是遗留嵌入式系统,资源有限,可能不支持软件或硬件更新,因此设计低成本的代码执行跟踪方法非常重要,这些方法需要尽可能少的系统修改。在这项工作中,我们提出了一种通过功率侧信道的非侵入式代码执行跟踪解决方案,其中我们使用修订的隐马尔可夫模型表示代码执行及其功耗,并使用修订的Viterbi算法恢复最可能执行的指令序列。通过观察微控制器单元在执行过程中的功耗,我们能够高精度地恢复程序执行流程,即使只修改了一条指令,也能检测到异常的代码执行行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On Code Execution Tracking via Power Side-Channel
With the proliferation of Internet of Things, there is a growing interest in embedded system attacks, e.g., key extraction attacks and firmware modification attacks. Code execution tracking, as the first step to locate vulnerable instruction pieces for key extraction attacks and to conduct control-flow integrity checking against firmware modification attacks, is therefore of great value. Because embedded systems, especially legacy embedded systems, have limited resources and may not support software or hardware update, it is important to design low-cost code execution tracking methods that require as little system modification as possible. In this work, we propose a non-intrusive code execution tracking solution via power-side channel, wherein we represent the code execution and its power consumption with a revised hidden Markov model and recover the most likely executed instruction sequence with a revised Viterbi algorithm. By observing the power consumption of the microcontroller unit during execution, we are able to recover the program execution flow with a high accuracy and detect abnormal code execution behavior even when only a single instruction is modified.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信