Development of theoretical foundations for the creation of intelligent technology based on a unified artificial immune system for complex objects control of the oil and gas industry

G. Samigulina, Z. Samigulina
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引用次数: 5

Abstract

The article is devoted to the current and promising direction of the implementation of the Industry 4.0 program based on the introduction of artificial intelligence (AI) approaches in the industrial production of the oil and gas industry. A review of the application of modern bioinspired AI approaches for solving problems of control and diagnostics of industrial equipment is carried out. The application of the approach of artificial immune systems (AIS) and various modified AIS algorithms is substantiated in the creation of innovative and competitive applications for solving various specific engineering problems and creating a modern highly efficient technology for automating production processes at oil refineries. The theoretical foundations for the creation of an intelligent innovative technology based on a unified artificial immune system (UAIS) for distributed systems for complex objects control using modern computer technology have been developed. Definitions of UAIS and immunological homeostasis are given. Unification is carried out with the aim of reducing the variety of modified AIS algorithms and their optimal use for solving the assigned tasks for the technological processes control. The classification and assessment of the effectiveness of the application of modified AIS algorithms is carried out. The block diagram of an intelligent control system based on the developed UAIS is presented.
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开发基于统一人工免疫系统的智能技术的理论基础,用于石油和天然气工业的复杂对象控制
本文致力于在石油和天然气工业生产中引入人工智能(AI)方法的基础上实施工业4.0计划的当前和有前途的方向。回顾了现代生物启发的人工智能方法在解决工业设备控制和诊断问题中的应用。人工免疫系统(AIS)方法和各种改进的AIS算法的应用,在解决各种特定工程问题的创新和竞争应用的创造中得到证实,并为炼油厂的自动化生产过程创造了现代高效技术。建立了基于统一人工免疫系统(UAIS)的基于现代计算机技术的复杂对象控制分布式系统智能创新技术的理论基础。给出了UAIS和免疫稳态的定义。统一的目的是减少各种修改的AIS算法和它们的最佳使用,以解决分配的任务,为工艺过程控制。对改进AIS算法的应用效果进行了分类和评价。给出了基于开发的UAIS系统的智能控制系统框图。
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