{"title":"分布式硬件智能电网的进程感知IDS评估","authors":"Verena Menzel, Kai Oliver Großhanten, Anne Remke","doi":"10.1109/CSR57506.2023.10224985","DOIUrl":null,"url":null,"abstract":"Recent incidents clearly identify the need for improved (cyber) security in the power distribution grid. The communication infrastructure of a power grid (the Supervisory Control and Data Acquisition (SCADA) network) is often a lucrative target for cyber-attacks and manipulations. In a recent line of work, a process-aware approach was proposed to locally monitor the communicated data and detect anomalies and inconsistencies. Recently, that approach was extended to a neighborhood level and tested in a simulation environment. This paper takes the extended approach closer to practice and shows its feasibility on distributed hardware. We evaluate the hardware capacity, the chosen communication protocol, and the real-time capability with respect to performance on a Raspberry Pis cluster and compare it to the originally centralized test cases. Further, requirements for transforming the distributed prototype into a real-world application are discussed.","PeriodicalId":354918,"journal":{"name":"2023 IEEE International Conference on Cyber Security and Resilience (CSR)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evaluating a Process-Aware IDS for Smart Grids on Distributed Hardware\",\"authors\":\"Verena Menzel, Kai Oliver Großhanten, Anne Remke\",\"doi\":\"10.1109/CSR57506.2023.10224985\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Recent incidents clearly identify the need for improved (cyber) security in the power distribution grid. The communication infrastructure of a power grid (the Supervisory Control and Data Acquisition (SCADA) network) is often a lucrative target for cyber-attacks and manipulations. In a recent line of work, a process-aware approach was proposed to locally monitor the communicated data and detect anomalies and inconsistencies. Recently, that approach was extended to a neighborhood level and tested in a simulation environment. This paper takes the extended approach closer to practice and shows its feasibility on distributed hardware. We evaluate the hardware capacity, the chosen communication protocol, and the real-time capability with respect to performance on a Raspberry Pis cluster and compare it to the originally centralized test cases. Further, requirements for transforming the distributed prototype into a real-world application are discussed.\",\"PeriodicalId\":354918,\"journal\":{\"name\":\"2023 IEEE International Conference on Cyber Security and Resilience (CSR)\",\"volume\":\"28 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-07-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 IEEE International Conference on Cyber Security and Resilience (CSR)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CSR57506.2023.10224985\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE International Conference on Cyber Security and Resilience (CSR)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSR57506.2023.10224985","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Evaluating a Process-Aware IDS for Smart Grids on Distributed Hardware
Recent incidents clearly identify the need for improved (cyber) security in the power distribution grid. The communication infrastructure of a power grid (the Supervisory Control and Data Acquisition (SCADA) network) is often a lucrative target for cyber-attacks and manipulations. In a recent line of work, a process-aware approach was proposed to locally monitor the communicated data and detect anomalies and inconsistencies. Recently, that approach was extended to a neighborhood level and tested in a simulation environment. This paper takes the extended approach closer to practice and shows its feasibility on distributed hardware. We evaluate the hardware capacity, the chosen communication protocol, and the real-time capability with respect to performance on a Raspberry Pis cluster and compare it to the originally centralized test cases. Further, requirements for transforming the distributed prototype into a real-world application are discussed.