Cyber-physical data stream assessment incorporating Digital Twins in future power systems

Kummerow, André; Monsalve, Cristian; Rosch, Dennis; Schäfer, Kevin; Nicolai, Steffen

doi:10.1109/sest48500.2020.9203270

Cited by 8 publications

(2 citation statements)

References 17 publications

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“…Future work will include the implementation of a postprocessing algorithm to combine and assess the detection results of the different applications, which has been conceptually investigated in [30]. This can be a basis to further integrate comprehensive monitoring systems into existing decision processes of the system operation and to develop appropriate countermeasures against occurring cyber-attacks.…”

Section: Discussionmentioning

confidence: 99%

Combined Network Intrusion and Phasor Data Anomaly Detection for Secure Dynamic Control Centers

Kummerow

2022

Energies

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The dynamic operation of power transmission systems requires the acquisition of reliable and accurate measurement and state information. The use of TCP/IP-based communication protocols such as IEEE C37.118 or IEC 61850 introduces different gateways to launch cyber-attacks and to compromise major system operation functionalities. Within this study, a combined network intrusion and phasor data anomaly detection system is proposed to enable a secure system operation in the presence of cyber-attacks for dynamic control centers. This includes the utilization of expert-rules, one-class classifiers, as well as recurrent neural networks to monitor different network packet and measurement information. The effectiveness of the proposed network intrusion and phasor data anomaly detection system is shown within a real-time simulation testbed considering multiple operation and cyber-attack conditions.

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Section: Discussionmentioning

confidence: 99%

Combined Network Intrusion and Phasor Data Anomaly Detection for Secure Dynamic Control Centers

Kummerow

2022

Energies

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“…DT uses the data and perform statistical analysis through data stream assessment. Finally, it will provide a DT based monitoring system in control rooms [121]. To be more precise, even if the articles directly speak about system monitoring, the main goal of the dynamic monitoring is also anomaly detection [117].…”

Section: Rq1_applications and Impactmentioning

confidence: 99%

Digital Twin (DT) in Smart Energy Systems - Systematic Literature Review of DT as a growing solution for Energy Internet of the Things (EIoT)

2021

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In the industry 4.0 era, the Smart Energy System (SES) should be able to address the emerging challenges of digitization and socioeconomic/ecologic transition along with other critical entities of the society. However, because of the complexity of this system, both researchers and practitioners are seeking an agile and smart solution. The main motive of this review is to investigate the applications and implementation of Digital Twin (DT) in the provision of energy services. Research Questions (RQ) of this study include: RQ1: What are the applications of DT in SES and how effective is DT in that use case of EIoT? RQ2: Which issues of an SES can be addressed efficiently by using DT? Through answering the mentioned questions, the current study is heading to following objectives (O), O1: Describe the state of the art of DT in SES. O2: Develop a direction for energy 4.0 management through listing the applications, challenges and important factors of implementing DTs. O3: Provide a list of various approaches in employing DT in the scope of SES. The current study is a systematic literature review (SLR), based on SCOPUS, WOS and IEEE digital libraries. Two keywords (namely “Digital Twin” and “Energy Systems”) have been first used. To achieve the final list of articles, 2 levels of screening have been conducted. The first Screening was based on the relevance of the results concerning research objectives. The second screening was an abstract study. The exclusion/inclusion criteria in the abstract study were based on the research questions. The papers that have the potential of answering one of the research questions have been included. Since the implementation of DT is a rather new topic, both backward snowballing and forward snowballing strategies are implemented to finalize the article selection phase. 60 articles identified by searching through scientific databases and 11 articles have been appended to the list during the snowballing process. The results of the current review provide a managerial guideline for practitioners that are heading to utilize DT, along with an anthology of DT within SES scope to feed possible future studies.

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Open Platform Infrastructure for Industrial Control Systems Security

Francia III,

El-Sheikh

2024

Lecture Notes in Networks and Systems

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Cyber-physical data stream assessment incorporating Digital Twins in future power systems

Cited by 8 publications

References 17 publications

Combined Network Intrusion and Phasor Data Anomaly Detection for Secure Dynamic Control Centers

Combined Network Intrusion and Phasor Data Anomaly Detection for Secure Dynamic Control Centers

Digital Twin (DT) in Smart Energy Systems - Systematic Literature Review of DT as a growing solution for Energy Internet of the Things (EIoT)

Open Platform Infrastructure for Industrial Control Systems Security

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