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Structural Coverability for intelligent automation systems 19

Structural Coverability for Intelligent Automation Systems

引用

19th ieee international conference on automation Science and Engineering, CASE 2023

作者： Eros, Endre Bengtsson, Kristofer Åkesson, Knut Chalmers University of Technology Automation Research Group Electrical Engineering Systems and Control Department Gothenburg Sweden Research and Technology Development Volvo Group Smart and Connected Operations Gothenburg Sweden

ISBN: (纸本)9798350320695

In order to be flexible and handle complex scenarios, intelligent automation systems might benefit from automated planning techniques which rely on specifications and models describing their behavior. However, due to the presence of message passing, latency, jitter, timeouts, failures, and error handling, the verification of such behavior models using formal methods is often unfeasible. Therefore, testing has emerged as an approach to evaluating the behavior of intelligent automation systems. This paper presents a way to analyze structural coverability of behavior models for intelligent automation systems, which is inspired by the modified condition/decision coverage (MC/DC) criterion. This is paired with a testing procedure that enables each test case to influence both the controller and the simulated environment by injecting some specific state. As a result, the proposed coverability criterion can effectively identify segments of the behavior model that have not been adequately tested and suggest additional test cases to improve coverability. An example use case is presented to demonstrate the effectiveness of this approach. © 2023 ieee.

关键词： Message passing

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Deep Learning For Enhanced cyber-Attack Detection 1

Deep Learning For Enhanced Cyber-Attack Detection

引用

1st ieee international conference on Cognitive Robotics and intelligent systems, ICC - ROBINS 2024

作者： Suhana Nafais, A. Boomikka, K. Gowtham, E. Mullai Ilamathi, C. Sona College of Technology Department of Computer Applications Salem India

ISBN: (数字)9798350372748

ISBN: (纸本)9798350372748

With the rapid growth of the Internet of Things, cyber-attacks have also been increasing. To identify and prevent these threats, Intrusion Detection systems analyze network data traffic patterns. However, processing raw data in an Intrusion Detection System is computationally expensive. This system uses an autoencoder Deep Learning Model to extract features, reduce computational costs, and enhance detection accuracy. Various machine learning classifiers, including K-Nearest Neighbor (K-NN), Random Forest, Gradient Boosting, Logistic Regression, Decision Tree, and Support Vector Machine, are evaluated on autoencoder features. The K-NN classifier outperforms other models with an extraordinary 99.28% accuracy in predicting cyber-attacks. Moreover, the proposed system evaluates the effectiveness of different types of machine learning classifiers in detecting network attacks in the NSL_KDD dataset, while also assessing performance scores for each classifier. © 2024 ieee.

关键词： Network security

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A Power-voltage coordinated control strategy of inverters in low-voltage distribution networks

A Power-voltage coordinated control strategy of inverters in...

引用

2024 international conference on Mechatronics and intelligent control, ICMIC 2024

作者： Wei, Yinzhong Mei, Jianchun Zhou, Yalong Su, Jiabin Yan, Anxin Zhou, Zhen China Energy Engineering Group Jiangsu Power Design Institute Co. Ltd. Nanjing211102 China Jiangsu Keneng Electric Power Engineering Consulting Co. Ltd. Nanjing210000 China School of Automation Nanjing University of Science and Technology Nanjing210094 China

ISBN: (数字)9781510686847

ISBN: (纸本)9781510686830

Considering the problem concerning voltage beyond limit caused by the photovoltaic generators in low-voltage distribution network system, a power-voltage coordinated manage method about inverters is offered to deal with voltage beyond limit by photovoltaic generators. This method can give priority to voltage adjustment through reactive power belonging to the PV, if the reactive regulation ability from the PV reaches its limit while the voltage continues to exceed the limit, an active power reduction control based on sparrow search algorithm is further adopted to minimize the waste of photovoltaic active power and avoid voltage beyond limit. The simulation outcomes confirm the potency as well as advantages belonging to the offered method in dealing with the beyond-limits about voltage created by the PV. © 2025 SPIE.

关键词： Photovoltaics control systems Lithium Solar energy Resistance automation Mathematical optimization Algorithm development Design Safety

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Analysis of Human-Machine Interaction for Assessing the Functional Reliability of cyber-Physical systems 17

Analysis of Human-Machine Interaction for Assessing the Func...

引用

17th ieee international conference on Advanced Trends in Radioelectronics, Telecommunications and Computer Engineering, TCSET 2024

作者： Lavrov, Evgeniy Siryk, Olga Tatarchuk, Ruslan Pliuhin, Vladyslav Chybiriak, Yana Klimenko, Igor Sumy State University Dept. of Information Technologies Sumy Ukraine O.M. Beketov National University of Urban Economy in Kharkiv Dept. of Urban Power Supply & Consumption Systems Kharkiv Ukraine Taras Shevchenko National University of Kyiv Dept. of General Mathematics Kyiv Ukraine

ISBN: (纸本)9798331520564

The article is devoted to decision support aimed at ensuring the reliability of cyber-physical systems and assessing the accuracy and timeliness of the implementation of human-operator and automation interaction processes. The need for increased attention to taking into account 'human factors' is substantiated. A method for assessing the accuracy and timeliness of the implementation of cyber-physical systems functioning algorithms is proposed. The apparatus of functional networks by Professor A. Gubinsky and the principle of structural graph analysis proposed by A. Adamenko are used. A Prolog technology for analyzing human-machine interaction structures in CPS is developed. The results of testing the developed method are described © 2024 ieee.

关键词： Ergonomics

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Secure Remote State Estimation Against False Data Injection Attacks Based on Improved Kalman Filtering Algorithm 24

Secure Remote State Estimation Against False Data Injection ...

引用

2nd international conference on Frontiers of intelligent Manufacturing and automation, CFIMA 2024

作者： Zhuang, Xu Wang, Zhichuang He, Wei School of Intelligence Science and Technology University of Science and Technology Beijing Beijing China

ISBN: (纸本)9798400710681

Due to the development of wireless networks, many secure remote state estimation algorithms have been studied by researchers. This paper proposed an improved Kalman filter method to deal with the secure remote state estimation problem caused by the false data injection (FDI) attacks in cyber–physical systems (CPSs). We redesign Kalman filter gain by making full use of the attack information so that the systems can achieve accurate state estimation even if the FDI attack exists. Moreover, the modelling of the attack is arbitrary Gaussian distribution thus have more extensive applications. The Kullback-Leibler divergence is used to measure the impact of the attacks. No matter the attack parameters are time-varying or time-invariant, they can be identified and used to redesign Kalman filter gain. Finally, comparative simulations are provided to verify the effectiveness and superiority of our method. © 2024 Copyright held by the owner/author(s).

关键词： Kalman filters

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SIES Development for EOPMS Towards Industry 4.0 2

SIES Development for EOPMS Towards Industry 4.0

引用

2nd ieee international conference on IoT, Communication and automation technology, ICICAT 2024

作者： Dewangan, Omprakash Prakash, Vasani Vaibhav Kalinga University Department of CS & IT Raipur India

ISBN: (纸本)9798350368109

This study introduces a semi-automatic method that assists in Product Innovation (PI). The Smart Innovation Engineering System (SIES) facilitates choice-making by explicitly understanding formal decision processes. The SIES can expedite and streamline innovation procedures for produced items. The system records and retrieves previous decision-making tasks or collections of experiences connected to innovation concerns, that improves PI. The method is utilized in massive organizations that produce identical items or in a consortium of Small and Medium-Sized firms (SMEs). The examination of fundamental principles and execution approach demonstrates that the SIES is an advanced model which enables cyber-Physical systems (CPS) and significantly impacts Industry 4.0. This methodology offers versatility and personalization of goods, is efficient and organized, and is expanded for viable innovations. © 2024 ieee.

关键词： cyber-physical system Industry4.0 Smart Innovation Engineering

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One-Key Sequential control technology for intelligent Substation Based on Convolutional Neural Network and Natural Language Processing 6

One-Key Sequential Control Technology for Intelligent Substa...

引用

6th international conference on Energy, Power and Grid, ICEPG 2024

作者： Lu, Jian Liu, Wenjie Ren, Shixuan Niu, Juntao State Grid Shanghai Electric Power Research Institute Shanghai China Wuhan Kemov Electric Co. Ltd Wuhan China

ISBN: (纸本)9798350377798

intelligent substations, as an important part of modern power grids, have been widely used in the automation control of power systems. Although the existing One-Key sequential control technology has significant results in improving operation efficiency and reducing the risk of misoperation, there are still major limitations in the efficiency of operation ticket writing and checking, as well as the manual error rate. In this paper, we propose a One-Key sequential control scheme for intelligent substations based on CNN and NLP technologies, aiming to improve the automation of generating and checking operation tickets by integrating these two technologies. This paper investigates the application of CNN in the recognition of main wiring diagrams of intelligent substations and explores the effectiveness of NLP in the verification of operation tickets and database signals. In order to verify the feasibility and practicality of the proposed scheme, this paper designs and implements a system architecture integrating CNN and NLP technologies, and conducts systematic tests on a 500 kV substation. The test results show that the technical scheme proposed in this paper can significantly improve the efficiency of generating and verifying operation tickets, reduce the errors caused by human intervention, and has wide application value and development potential. © 2024 ieee.

关键词： convolutional neural network natural language processing One-Key Sequential control technology operation ticket calibration

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Security Analysis of the Module Type Package Concept 21

Security Analysis of the Module Type Package Concept

引用

ieee 21st international conference on Industrial Informatics (INDIN)

作者： Madsen, Marwin Palmin, Anna Stutz, Andreas Barth, Mike Karlsruhe Inst Technol Inst Control Syst Karlsruhe Germany Siemens AG Digital Ind Technol & Innovat Karlsruhe Germany

ISBN: (纸本)9781665493130

To address the need for flexibility of production plants in the process industry modularization is a widely accepted approach. In particular, the Module Type Package Concept described in VDI/VDE/NAMUR 2658 is seen as a possible core part for modularization. A clear separation of engineering efforts into plant-independent module engineering and plant-specific integration engineering as well as a fast integration of a module's automation system into a higher-level process control system changes the fundamental automation architecture. However, in the state-of-the-art technical literature which has been analyzed and applied by the authors, few security considerations are made for modularization and especially the Module Type Package. This is even more problematic considering that even with an extensive field of security analysis, standards, and guidelines to secure conventional operational technology recent reports found severe vulnerabilities in those. This paper elaborates on security standards and guidelines to which the Module Type Package Concept should be compliant to achieve a high coverage regarding security requirements in the context of industrial automation and control systems. Based on this a security analysis of the Module Type Package Concept is performed on the IEC 62443, VDI/VDE 2182, and NIST SP 800-82.

关键词： Module Type Package IEC 62443 cyber security IACS

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Automated Multimodal Detection and Reporting of cyber Bullying using ML and Encryption 5

Automated Multimodal Detection and Reporting of Cyber Bullyi...

引用

5th international conference on IoT Based control Networks and intelligent systems, ICICNIS 2024

作者： Deekshitha, M. Kesavamoorthy, R. Shah, Preety Upadhyay, Aditya Umesh CMR Institute of Technology Department of CSE Bengaluru India

ISBN: (纸本)9798331518097

cyberbullying refers to the harassment, threatening or damage using online platforms. There was a significant increase in the number of cyberbullying cases mainly due to a spike in the number of people using the internet. According to AAG IT Support, there is a victim of cybercrime every 37s, making it an average of 97 victims per hour;however, only few of them are actually reported to the cyber cell. Despite the alarming issue, many cases go unreported due to several reasons. Hence, there is a need for an automated cyberbullying reporting system to be employed so as to increase awareness and help the victims. With accuracy rates of 98.5%, 88.7%, and 80.7%, respectively, this study uses machine learning techniques like Random Forest for text-based identification and ensemble models for identifying cyberbullying in photos and videos. To guarantee data security and integrity, cryptographic techniques including RSA for safe key exchange, SHA-256 for tamper-proofing, and AES for encryption are used. The current reporting methods are not properly streamlined, resulting in delayed responses for victims and hence there is crucial need for an automated system. Thus the approach proposed aims in identifying any kind of cyber bullying and automatically reports it, creating a safer digital environment for all the users. © 2024 ieee.

关键词： cybersecurity

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Multi-step Compensation control Strategy under DoS Attack in cyber Physical System 3

Multi-step Compensation Control Strategy under DoS Attack in...

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3rd international conference on intelligent Power and systems, ICIPS 2023

作者： Wu, Meng Jie, Xinchun Shao, Jong Zhai, Zhishuai School of Information Engineering Inner Mongolia University of Science and Technology Inner Mongolia Baotou014010 China

ISBN: (纸本)9798350328691

To solve the Denial of service (DoS) attack problem in communication channel between sensor node and controller node in cyber physical system, a multi-step compensation control strategy was proposed. Firstly, a DoS attack model is established based on the existence of multiple sampling periods in a single control period. Secondly, under the condition of DoS attack, one constructed object simulator is used to simulate the state information lost by receiving the latest transmitted state and control information successfully. Finally, through the simulation input and double output a plant with double, it is shown that the multi-step compensation control strategy can make the system run stably in a certain control period. ©2023 ieee.

关键词： cyber Physical System

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