Abstract

We have studied patterns in the decision-making process related to the managerial influence on the part of the operator of a refrigerating unit as a multifactor energy system with internal and external disturbances. An object such as a refrigeration unit cannot be fully formalized and described using the methods of conventional modeling as it has the properties of partial self-regulation and self-adjustment. Therefore, based on the application of the generalized model of a refrigeration unit, we have improved a decision support system that makes it possible to take into consideration the non-formalized information by means of a neuro-fuzzy component. The information technology has been developed to support decision making when managing different types of refrigeration units. Its implementation would make it possible to reduce the time required for equipment to enter the necessary operation mode and to stabilize a temperature regime at objects. That allows a decrease in the working time ratio of refrigeration equipment and reduces the influence of the human factor, which improves safety of the energy unit operation. Effectiveness of the technology has been experimentally investigated at a single-stage vapor-compression industrial ammonia refrigeration machine, at a single-stage vapor-compression freon refrigeration machine of central air conditioner and at a water- ammonia absorption-diffusion assembly of a household freezer the type of island freezer. The number of disturbing factors and the factors of influence varies in a wide range. The datasets intended to train a neuro-fuzzy system were built based on the results of experiments at actual equipment. The proposed information technology could be used to construct computer simulators to enhance the competence and qualification of industrial-production personnel without training at the facilities of increased danger.

Highlights

  • The process to manage complex technical systems (CTS), which include modern refrigeration units, is associated with the application of decision support procedures

  • The specificity of CTS is typically reflected by the information technology that is developed for a specific class of systems

  • Based on the improved model of the generalized refrigeration unit, we have proposed the improved structure of a decision support process that makes it possible to automate the process of control action development by an operator

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Summary

Introduction

The process to manage complex technical systems (CTS), which include modern refrigeration units, is associated with the application of decision support procedures. Managing modern refrigeration units, considering a permanently relevant task to enhance the effectiveness of their operation, needs improvement. Improvement is needed both for the automated systems to control such units and the information technologies that are developed to support decision-making. Development of specialized information support in the form of an integrated information technology that is part of the automated control system of a refrigeration unit, which is aimed to provide information support for decision-making related to managerial influence, is a relevant task. Improving the automated control system of a refrigeration unit based on the development of an information technology to support decision making can be considered the relevant field of research

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