Time synchronization attack detection for industrial wireless network

Sichao ZHANG; Wei LIANG; Xudong YUAN; Yinlong ZHANG; Meng ZHENG

doi:10.11959/j.issn.2096-3750.2023.00334

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Time synchronization attack detection for industrial wireless network

Theory and Technology | 更新时间：2024-08-16

- Time synchronization attack detection for industrial wireless network
- Chinese Journal on Internet of Things Vol. 7, Issue 2, Pages: 88-97(2023)
- 作者机构：
  
  1. 中国科学院沈阳自动化研究所机器人学国家重点实验室，辽宁沈阳 110016
  2. 中国科学院网络化控制系统重点实验室，辽宁沈阳 110016
  3. 中国科学院机器人与智能制造创新研究院，辽宁沈阳 110169
  4. 中国科学院大学，北京 100049
- 作者简介：
- 基金信息：
- DOI：10.11959/j.issn.2096-3750.2023.00334
  CLC： TN92
- Online First：2023-06，
  
  Published：30 June 2023
- 稿件说明：
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Sichao ZHANG, Wei LIANG, Xudong YUAN, et al. Time synchronization attack detection for industrial wireless network[J]. Chinese Journal on Internet of Things, 2023, 7(2): 88-97.
DOI：

Sichao ZHANG, Wei LIANG, Xudong YUAN, et al. Time synchronization attack detection for industrial wireless network[J]. Chinese Journal on Internet of Things, 2023, 7(2): 88-97. DOI： 10.11959/j.issn.2096-3750.2023.00334.

摘要

高精度的时间同步是保障工业无线网络（IWN

industrial wireless network）安全、可靠传输的基础。延迟攻击作为一类无法使用密码技术解决的时间同步攻击，严重威胁工业无线网络的安全运行。首先，在深入分析工业无线网络时间同步机制的基础上，构造了3种时间同步攻击模型，即单向全生命周期延迟攻击、双向全生命周期延迟攻击和单向非全生命周期延迟攻击，模型在目标节点未被捕获的前提下可实现较隐蔽的延迟攻击。其次，针对现有检测算法难以检测时间特征无明显变化的较隐蔽延迟攻击的问题，提出了一种基于贝叶斯模型的攻击检测算法，算法提取传输速率、传输时延、传输成功率及时间同步周期共4类代表性特征。此外，在贝叶斯特征信息矩阵中引入无线信道噪声模型，以保证在噪声干扰存在条件下的攻击检测和分类准确性。实验结果表明，所提算法在有噪声存在的情况下能够有效检测3种延迟攻击。

Abstract

High-precision time synchronization is the basis for ensuring the secure and reliable transmission of industrial wireless network (IWN).Delay attacks

as a class of time synchronization attacks which cannot be solved by cryptographic techniques

seriously threaten the secure operation of IWN.Firstly

based on the in-depth analysis on the time synchronization mechanisms of IWN

three-time synchronization attack models were proposed

including the one-way full life cycle delay attack

two-way full life cycle delay attack

and one-way non-full-life cycle delay attack.Stealthier delay attacks could be realized by the attack models under the premise that target nodes were not captured.Secondly

considering the problem that existing detection algorithms are difficult to detect stealthier delay attacks without obvious changes in time features

an attack detection algorithm based on a Bayesian model was proposed that extracts four representative features

including transmission rate

transmission delay

transmission success rate and time synchronization interval.In addition

in order to ensure the accuracy of the attack detection and classification in the presence of noise interference

the noise model of wireless channel was introduced to the Bayesian feature information matrix.Experimental results show that the proposed algorithm can effectively detect three kinds of attacks in the presence of noise.

关键词

Keywords

references

LIANG W , ZHENG M , ZHANG J L , et al . WIA-FA and its applications to digital factory:a wireless network solution for factory automation [J ] . Proceedings of the IEEE , 2019 , 107 ( 6 ): 1053 - 1073 .

WOLLSCHLAEGER M , SAUTER T , JASPERNEITE J . The future of industrial communication:automation networks in the era of the internet of things and industry 4.0 [J ] . IEEE Industrial Electronics Magazine , 2017 , 11 ( 1 ): 17 - 27 .

SAUTER T , SOUCEK S , KASTNER W , et al . The evolution of factory and building automation [J ] . IEEE Industrial Electronics Magazine , 2011 , 5 ( 3 ): 35 - 48 .

SHI H G , ZHENG M , LIANG W , et al . Transmission scheduling with order constraints in WIA-FA-based AGV systems [J ] . IEEE Internet of Things Journal , 2021 , 8 ( 1 ): 381 - 392 .

LIANG W , ZHANG J L , SHI H G , et al . An experimental evaluation of WIA-FA and IEEE 802.11 networks for discrete manufacturing [J ] . IEEE Transactions on Industrial Informatics , 2021 , 17 ( 9 ): 6260 - 6271 .

WANG Q , JIANG J . Comparative examination on architecture and protocol of industrial wireless sensor network standards [J ] . IEEE Communications Surveys ＆ Tutorials , 2016 , 18 ( 3 ): 2197 - 2219 .

PETERSEN S , CARLSEN S . WirelessHART versus ISA100.11a:the format war hits the factory floor [J ] . IEEE Industrial Electronics Magazine , 2011 , 5 ( 4 ): 23 - 34 .

ZHENG M , LIANG W , YU H B , et al . Performance analysis of the industrial wireless networks standard:WIA-PA [J ] . Mobile Networks and Applications , 2017 , 22 ( 1 ): 139 - 150 .

SHI H G , ZHENG M , LIANG W , et al . AODR:an automatic on-demand retransmission scheme for WIA-FA networks [J ] . IEEE Transactions on Vehicular Technology , 2021 , 70 ( 6 ): 6094 - 6107 .

吴宝明 , 李声飞 . 基于最优线性拟合的WSN时间同步算法研究 [J ] . 传感技术学报 , 2010 , 23 ( 12 ): 1787 - 1791 .

WU B M , LI S F . Study on optimal linear fit time synchronization algorithm for wireless sensor network [J ] . Chinese Journal of Sensors and Actuators , 2010 , 23 ( 12 ): 1787 - 1791 .

周贤伟 , 韦炜 , 覃伯平 . 无线传感器网络的时间同步算法研究 [J ] . 传感技术学报 , 2006 , 19 ( 1 ): 20 - 25 , 29 .

ZHOU X W , WEI W , QIN B P . Research on time synchronization in wireless sensor network [J ] . Chinese Journal of Sensors and Actuators , 2006 , 19 ( 1 ): 20 - 25 , 29 .

汪付强 , 曾鹏 , 于海斌 . 一种低开销的双向时间同步算法 [J ] . 仪器仪表学报 , 2011 , 32 ( 6 ): 1357 - 1363 .

WANG F Q , ZENG P , YU H B . Low overhead two-way time synchronization algorithm [J ] . Chinese Journal of Scientific Instrument , 2011 , 32 ( 6 ): 1357 - 1363 .

杨雨沱 , 梁炜 , 张晓玲 , 等 . 面向工厂自动化无线网络的时间同步方法 [J ] . 计算机研究与发展 , 2014 , 51 ( 3 ): 511 - 518 .

YANG Y T , LIANG W , ZHANG X L , et al . Time synchronization method of wireless network for factory automation [J ] . Journal of Computer Research and Development , 2014 , 51 ( 3 ): 511 - 518 .

程利娟 , 王福豹 , 段渭军 . 无线传感器网络时间同步算法的安全性研究 [J ] . 计算机应用研究 , 2007 , 24 ( 11 ): 6 - 8 .

CHENG L J , WANG F B , DUAN W J . Research on security of time synchronization in wireless sensor networks [J ] . Application Research of Computers , 2007 , 24 ( 11 ): 6 - 8 .

GANERIWAL S , PÖPPER C , ČAPKUN S , et al . Secure time synchronization in sensor networks [J ] . ACM Transactions on Information and System Security , 2008 , 11 ( 4 ): 1 - 35 .

YANG W , WANG Q , QI Y , et al . Time synchronization attacks in IEEE802.15.4e networks [C ] // Proceedings of 2014 International Conference on Identification,Information and Knowledge in the Internet of Things . Piscataway:IEEE Press , 2015 : 166 - 169 .

杨伟 , 王沁 , 万亚东 , 等 . IEEE802.15.4e 标准的安全多跳时间同步协议设计 [J ] . 计算机科学 , 2017 , 44 ( 3 ): 175 - 181 , 194 .

YANG W , WANG Q , WAN Y D , et al . Design of secure multi-hop time synchronization protocol for IEEE802.15.4e [J ] . Computer Science , 2017 , 44 ( 3 ): 175 - 181 , 194 .

CHHETRI S R , RASHID N , FAEZI S , et al . Security trends and advances in manufacturing systems in the era of industry 4.0 [C ] // Proceedings of 2017 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) . Piscataway:IEEE Press , 2017 : 1039 - 1046 .

LIANG L L , LIU Y Z , YAO Y G , et al . Security challenges and risk evaluation framework for industrial wireless sensor networks [C ] // Proceedings of 2017 4th International Conference on Control,Decision and Information Technologies (CoDIT) . Piscataway:IEEE Press , 2017 : 904 - 907 .

PAN F , PANG Z B , LUVISOTTO M , et al . Physical-layer security for industrial wireless control systems:basics and future directions [J ] . IEEE Industrial Electronics Magazine , 2018 , 12 ( 4 ): 18 - 27 .

MARTI S , GIULI T J , LAI K , et al . Mitigating routing misbehavior in mobile ad hoc networks [C ] // Proceedings of the 6th Annual International Conference on Mobile Computing and Networking . New York:ACM Press , 2000 : 255 - 265 .

尹香兰 , 齐望东 . LiteST:一种无线传感器网络轻量级安全时间同步协议 [J ] . 通信学报 , 2009 , 30 ( 4 ): 74 - 85 .

YIN X L , QI W D . LiteST:a lightweight secure time synchronization protocol for wireless sensor networks [J ] . Journal on Communications , 2009 , 30 ( 4 ): 74 - 85 .

KIM K T . SAEP:secure,accurate and energy-efficient time synchronization protocol in WSNs [J ] . IEICE Transactions on Communications , 2011 , E94-B ( 6 ): 1587 - 1597 .

秦绍华 , 陈冬岩 . 具有容错性的无线传感器网络时间同步协议 [J ] . 软件学报 , 2012 , 23 ( 1 ): 126 - 133 .

QIN S H , CHEN D Y . Fault-tolerant time synchronization protocol for wireless sensor networks [J ] . Journal of Software , 2012 , 23 ( 1 ): 126 - 133 .

赵庭达 , 武晓春 . 基于TCPN的铁路时间同步网延迟攻击应对策略研究 [J ] . 铁道标准设计 , 2022 , 66 ( 8 ): 168 - 174 .

ZHAO T D , WU X C . Research on countermeasures against delay attack of railway time synchronization network based on TCPN [J ] . Railway Standard Design , 2022 , 66 ( 8 ): 168 - 174 .

MOUSSA B , KASSOUF M , HADJIDJ R , et al . An extension to the precision time protocol (PTP) to enable the detection of cyber attacks [J ] . IEEE Transactions on Industrial Informatics , 2020 , 16 ( 1 ): 18 - 27 .

MOHSEN M , AMIR H J . A new delay attack detection algorithm for PTP network in power substation [J ] . International Journal of Electrical Power ＆ Energy Systems , 2021 ,133:107226.

KIM E J , JEONGSIK I N , YOUM S , et al . Delay attack-resilient clock synchronization for wireless sensor networks [J ] . IEICE Transactions on Information and Systems , 2012 , ,E95-D ( 1 ): 188 - 191 .

孙子文 , 吴梦芸 , 白勇 . 抗延迟攻击的 WSN 时间同步方法 [J ] . 传感技术学报 , 2014 , 27 ( 7 ): 982 - 987 .

SUN Z W , WU M Y , BAI Y . Delay attack- resistant time synchronization for WSN [J ] . Chinese Journal of Sensors and Actuators , 2014 , 27 ( 7 ): 982 - 987 .

张颖 , 沈曦 , 黎其浩 , 等 . 基于马尔可夫逻辑树和系统脆性分析的智慧变电站协议延迟攻击检测与恢复模型 [J ] . 电力系统保护与控制 , 2020 , 48 ( 3 ): 113 - 121 .

ZHANG Y , SHEN X , LI Q H , et al . Research on protocol delay attack detection and mitigation model of smart substation based on Markov logic tree and system brittleness analysis [J ] . Power System Protection and Control , 2020 , 48 ( 3 ): 113 - 121 .

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