Adaptive algorithm of selecting optimal variant of errors detection system for digital means of automation facility of oil and gas complex

Poluyan, Anna; Fugarov, Dmitry; Purchina, Оlga; Nesterchuk, V. V.; Smirnova, Olga; Petrenkova, S. B.

doi:10.1088/1742-6596/1015/2/022013

Cited by 19 publications

(6 citation statements)

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“…Antibodies are evolving through cloning selection theory that consists of solutions search in the space. The given approach allows one to maintain the population diversity [6].…”

Section: Methodsmentioning

confidence: 99%

The algorithm development based on the immune search for solving unclear problems to detect the optical flow with minimal cost

2021

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The main aim of the research is the development of effective methods and algorithms based on the hybrid principles functioning of the immune system and evolutionary search to determine a global optimal solution to optimisation problems. Artificial immune algorithms are characterised as diverse ones, extremely reliable and implicitly parallel. The integration of modified evolutionary algorithms and immune algorithms is proposed to be used for the solution of above problem. There is no exact method for the efficient solving unclear optimisation problems within the polynomial time. However, by determining close to optimal solutions within the reasonable time, the hybrid immune algorithm (HIA) is capable to offer multiple solutions, which provide compromise between several goals. Quite few researches have been focused on the optimisation of more than one goal and even fewer used to have distinctly considered diversity of solutions that plays fundamental role in good performance of any evolutionary calculation method.

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“…Antibodies are evolving through cloning selection theory that consists of solutions search in the space. The given approach allows one to maintain the population diversity [6].…”

Section: Methodsmentioning

confidence: 99%

The algorithm development based on the immune search for solving unclear problems to detect the optical flow with minimal cost

2021

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“…Base station A transmits messages to station B. The main disadvantage of sensor-based radio systems compared to wired systems is their increased vulnerability to various attacks aimed at disrupting the operation of the radio link [3][4][5]. This disruption of work can manifest itself in a breakdown of synchronization, or the imposition of false modes and algorithms for its operation.…”

Section: Methodsmentioning

confidence: 99%

Synchronization system in wireless sensor networks of oil and gas complex

et al. 2020

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The aim of this work is to study the synchronization system in wireless sensor networks of remote objects of the oil and gas complex. The objective of the study is to ensure the timely collection of reliable information about the parameters of the process. In the course of the study, methods of theoretical circuitry and mathematical modeling were used, in particular, regression and analytical models, methods of probability theory and mathematical statistics using MathCad and Matlab software packages. The conducted studies indicate a high vulnerability of the radio links of the infocommunication system for monitoring the parameters of remote objects of the oil and gas complex from attacks on the synchronization system when using deterministic synchronization signals in it. The results achieved allow us to provide the specified requirements for reliability and timeliness when deploying modern wireless sensor networks in the oil and gas industry.

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“…Due to the widespread use of the Internet, sufficient attention has been paid to issues related to the preservation of information from unauthorized access [1]. The methods of intrusion into the system are becoming more sophisticated every day.…”

Section: Introductionmentioning

confidence: 99%

An algorithm based on artificial intelligence for solving information security tasks

2023

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In the age of rapidly developing information technologies, when the process of informatization has long touched almost all aspects of human life, it is impossible to imagine a single company that would not use a computer network for its functioning. And also with the development of the software and hardware infrastructure of companies, security requirements are growing. But business development through the introduction of the Internet only increases the number of threats associated with the availability, integrity and confidentiality of information. The development of antivirus software, intrusion detection and prevention systems does not fundamentally change the statistics on the number of attacks on enterprises. The number and variety of attacks on information systems is growing every year, and financial losses from the introduction of computer viruses and unauthorized access to the system are growing proportionally. Artificial intelligence (AI) is present in all areas of our activities. Whether it is a household area or a commercial one. In this regard, the use of AI in the fields of information security is more often observed, which is a promising area of research. The article describes the ways of possible application of artificial intelligence methods in the field of information protection, and also proposes an algorithm for the system of information protection from abnormal requests. The use of an artificial immune algorithm makes it possible to increase the effectiveness of threat detection by comparison with existing analogues. A distinctive feature of these methods is the ability of these systems to solve multidimensional problems of enormous computational complexity in real time.

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Adaptive algorithm of selecting optimal variant of errors detection system for digital means of automation facility of oil and gas complex

Cited by 19 publications

References 0 publications

The algorithm development based on the immune search for solving unclear problems to detect the optical flow with minimal cost

The algorithm development based on the immune search for solving unclear problems to detect the optical flow with minimal cost

Synchronization system in wireless sensor networks of oil and gas complex

An algorithm based on artificial intelligence for solving information security tasks

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