A genetic-Fuzzy Approach for Detection of Worm Attack in Ad-Hoc Wireless Networks

Reji, M.; Raja, P. C. Kishore; Joseph, Christeena; Baskar, Radhika

doi:10.5958/0976-5506.2017.00517.4

Cited by 3 publications

(2 citation statements)

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“…Of particular interest is the analysis of the possibility of building FCM ensembles to increase the effectiveness of risk assessment using several options for formalizing the expert's knowledge and experience. This issue is partially considered in the works [25][26][27], devoted mainly to the use of these cognitive models in the construction of attack detection systems and the assessment of information risks associated with them, but the issue of intelligent management systems in highly specialized industries, such as for example, the printing industry.…”

Section: Overview Of the Main Aspects Of The Theory Of Fuzzy Cognitiv...mentioning

confidence: 99%

Analysis of Cyber Security Threats of the Printing Enterprise

Shepita,

Tupychak,

Shepita

2023

JCSANDM

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The topic of scientific works on the implementation of modern technologies and systems of automated management of the enterprise, its resources and technical means is analyzed, and the insufficient completeness of research on the features of the integrated approach to the design and deployment of innovative means of production order support. Based on the determined factors of the operation of the enterprise in the latest conditions of the fourth industrial revolution, directions for the formation of strategies for the introduction of the elements of Industry 4.0 in modern printing enterprises, as well as information protection systems, are determined with electronic document circulation. The mechanisms of decision of tasks of management informative risks considered in complex control system by printeries in the conditions of vagueness and at co-operation of elements of control system between itself. The necessity of using a web portal for the formation of printing orders is substantiate, the main components are define and the levels of access to them described. The paper examines the use of classic and gray fuzzy cognitive maps to solve the problem of cyber security risk assessment of the intelligent management system of a printing enterprise. It is demonstrate that the average estimate of local risk, which is formed using an ensemble of two heterogeneous fuzzy cognitive maps, decreases compared to the use of individual cognitive maps. In order tî better, highlight the results of the research, an example of the application of the proposed methodology for assessing the risks of ensuring the integrity of telemetric information in the industrial network of the intelligent technological process management system of a printing enterprise given, with the continuity of the technological process of manufacturing printing products. In addition to the classic FCM, the paradigms of two variants of the FCM extension were also use in the study, namely, the gray FCM, which used to solve the problem of assessing cyber security risks of intelligent management systems of printing enterprises. An analysis of the possibility of building FCM ensembles to increase the effectiveness of risk assessment using several options for formalizing the expert’s knowledge and experience performed. A fragment of the enterprise management system was consider and an analysis of possible directions of attacks on the printing enterprise by malicious software was perform. These are attacks such as replacing the executable files of server and ARM software, overwriting PLC projects during system operation, and refusing to service the equipment. Based on the formed list of attack vectors and the consequences of their implementation, the task of analyzing the risks of cyber security of a printing enterprise, taking into account the impact on the system of possible internal threats, was considered, using the cognitive modeling apparatus as a modeling tool. The scenario of cognitive modeling of the influence of an internal criminal who exploits the vulnerabilities of the software and hardware components of the control system using the given variants of FCM construction is considered. The average assessment of local risks, which formed using an ensemble of cognitive maps, is better from the point of view of dispersion of assessments of the state of target concepts than the use of individual FCMs. The spread of estimates of the state of ensemble concepts is smaller than the spread of estimates of their gray values using the GFCM, on average by 1.4–1.8 times, which indicates a decrease in the influence of the subjectivity factor on the results of risk assessment. The performed scenario modeling showed that the use of the specified means of protection and organizational measures allows reducing the assessment of local risks by 12–18%, which is a significant indicator. This technique allows obtaining a qualitative and quantitative assessment of risk indicators, taking into account the entire set of objective and subjective factors of uncertainty.

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Section: Overview Of the Main Aspects Of The Theory Of Fuzzy Cognitiv...mentioning

confidence: 99%

Analysis of Cyber Security Threats of the Printing Enterprise

Shepita,

Tupychak,

Shepita

2023

JCSANDM

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“…Главное внимание будет уделено их совместному использованию в составе ансамбля НКК с целью повышения эффективности оценки риска за счет использования различных способов формализации знаний и опыта эксперта. Этот вопрос практически не освещен в литературе, за исключением ряда работ [136][137][138][139], посвященных главным образом использованию указанных выше когнитивных моделей при построении систем обнаружения атак и оценке связанных с ними информационных рисков.…”

Section: анализ рисков кибербезопасности промышленных объектов с помоunclassified

Методы И Модели Поддержки Принятия Решений При Управлении Инновационными Проектами В Производственно-Экономических Системах

Черняховская¹,

Васильев²,

Gvozdev³

et al. 2021

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В монографии рассматриваются задачи построения интеллектуальной системы поддержки принятия решений для повышения эффективности управления инновационными проектами в производственно-экономических системах с применением методов искусственного интеллекта, онтологического инжиниринга и математического моделирования в условиях неопределенности и рисков. Для широкого круга специалистов в области инженерии знаний и управления сложными системами, научных работников и аспирантов.

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Implementation of Online Marketing Information Mining System for Small and Medium-sized Enterprises: Data Flow Perspectives

Wang

2021

2021 Fifth International Conference on I-Smac (IoT in Social, Mobile, Analytics and Cloud) (I-Smac)

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A genetic-Fuzzy Approach for Detection of Worm Attack in Ad-Hoc Wireless Networks

Cited by 3 publications

References 0 publications

Analysis of Cyber Security Threats of the Printing Enterprise

Analysis of Cyber Security Threats of the Printing Enterprise

Методы И Модели Поддержки Принятия Решений При Управлении Инновационными Проектами В Производственно-Экономических Системах

Implementation of Online Marketing Information Mining System for Small and Medium-sized Enterprises: Data Flow Perspectives

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