Article 4123

Title of the article

Implementation of scalable intelligent systems and applications based on mobile agents 

Authors

Vladimir I. Volchikhin, Doctor of engineering sciences, professor, president of Penza State University (40 Krasnaya street, Penza, Russia), president@pnzgu.ru
Nadezhda S. Karamysheva, Candidate of engineering sciences, associate professor of the sub-department of computer engineering, Penza State University (40 Krasnaya street, Penza, Russia), vt@pnzgu.ru
Danil S. Svishchev, Master’s degree student, Penza State University (40 Krasnaya street, Penza, Russia), vt@pnzgu.ru
Sergey A. Zinkin, Doctor of engineering sciences, associate professor, professor of the sub-department of computer engineering, Penza State University (40 Krasnaya street, Penza, Russia), zsa49@yandex.ru

Abstract

Background. A method for implementing a distributed metacomputer application in a computer network environment is proposed and tested in practice, based on the integrated use of a domain-specific multi-agent system and the concept of agent-oriented programming in accordance with given conceptual graphs. The purpose of the study is to develop recommendations on the use of logical methods and models of artificial intelligence when creating scalable intelligent applications. The solution of this problem is relevant and is associated with the extraction of structured information from large volumes of data and its subsequent processing for placement in databases and knowledge. Materials and methods. Conceptual and other models of artificial intelligence were used to ensure the interoperability of intelligent systems at the levels of external and internal design, i.e. mutual consistency of the tasks to be solved with the design methods of the intelligent system itself. Results. The technology allows scaling computing resources by adding new agents to a group, instances of which perform the specified operations in parallel and independently of each other. Implemented a dynamic search for agents for their interaction “hurriedly”. Conclusions. A method for implementing a distributed metacomputer application in a computer network environment is proposed and tested in practice, it is based on the integrated use of a domain-specific multi-agent system and the concept of agent-oriented programming in accordance with given conceptual graphs. Unlike other methods, it is proposed to create the program code directly according to the conceptual graph. An open, dynamically developing agent platform is used, which ensures the coordinated work of agents in accordance with the relations of the conceptual graph. The proposed technique allows you to quickly create distributed scalable applications for processing big data.

Key words

 scalable computing, mobile agents, distributed computing, logical model, conceptual model, system and functional architecture interoperability

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For citation:

Volchikhin V.I., Karamysheva N.S., Svishchev D.S., Zinkin S.A. Implementation of scalable intelligent systems and applications based on mobile agents. Izvestiya vysshikh uchebnykh zavedeniy. Povolzhskiy region. Tekhnicheskie nauki = University proceedings. Volga region. Engineering sciences. 2023;(1):44–63. (In Russ.).  doi:10.21685/2072-3059-2023-1-4

 

Дата создания: 30.06.2023 10:04
Дата обновления: 02.08.2023 13:50