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Ensuring the transition to advanced digital, intelligent manufacturing technologies, robotic systems, new materials and design methods, the creation of large data processing systems, machine learning and artificial intelligence are directly related to the widespread implementation and use of cyber-physical systems. One of the key technological trends that underlie cyber-physical systems is big data processing, process analytics, the introduction of the Internet of things, and improving information security. Most o...

The paper analyzes the existing data mining methods to predict heat consumption in buildings of public sector facilities. The highest accuracy in solving the regression problem was obtained using the ensembles of artificial neural network models of the MLP architecture, gradient boosting models on decision-making trees and linear regression models. The ensembles of the studied methods were used in the development of the analytical subsystem in the energy resource management system of the Belgorod Region. Approbati...

The article is devoted to the implementation of predictive data analysis in energy resource management systems. An analytical review of modern methods used to verify information about the energy and resource consumption of distributed objects and the construction of mathematical models for its forecasting has been performed. It is reflected the positive and negative aspects of the use of predictive analytics as a source of data for planning the activities of organizations. The need for implementation is justified ...

The transition to advanced digital, intelligent production technologies, the creation of systems for processing big amounts of data, machine learning and artificial intelligence is caused, among other things, by the need to move to a new level of digital energetics, which ensures the interrelationship between the generation, distribution and consumption of energy resources and their effective management. The efficiency of the use of energy resources is one of the urgent problems in the energy sector. One of the pr...

The article presents the analysis results of the physical environment of the data transmission between the technological equipment of automated dispatch control systems via interface RS-485. One of the ways of energy supply and life support systems improving in the part of energy efficiency increasing is distributed facilities automated dispatch control systems (ADCS) application. Because of control centralization of distributed heterogeneous engineering systems of buildings with multivendor devices and different ...