Forecasting cyber risks in the digital economy using hybrid deep learning models and graph structure analysis

Abstract

This article examines the current problem of the relationship between innovative technologies and traditional production methods in a dynamically developing market. The necessity of introducing digital tools to improve the efficiency of production processes and increase the competitiveness of enterprises is substantiated. The purpose of the study is to develop a methodological basis for the integration of innovative technologies into traditional production systems, taking into account the specifics of industry specifics. To achieve this goal, an integrated approach was used, including an analysis of the literature on the topic, expert survey research, modeling of production processes and a comparative analysis of the results of traditional and innovative approaches. As a sample, small and medium-sized enterprises in the industrial sector were studied, which made it possible to obtain representative data and identify general trends in the introduction of technological innovations in conditions of limited resources. The conducted research has shown that the integration of innovative technologies leads to increased labor productivity, lower production costs and improved quality of final products. Special attention is paid to the impact of digitalization on the optimization of logistics processes and resource management. The simulation results demonstrated that the use of modern solutions contributes to a more rapid response to changes in the market environment and to increasing business resilience to external influences. The key success factors such as the skill level of personnel, organizational culture and psychological readiness of personnel for changes are identified. Based on the data obtained, the prospects for the development of digital transformations in traditional sectors of the economy are discussed. The discussion includes an analysis of the advantages and possible obstacles to the introduction of innovative methods, as well as recommendations for the practical application of research results in real conditions. The author notes that the presented results can serve as a basis for further research and development in the field of optimizing production processes through the use of advanced technological solutions. In conclusion, it is emphasized that the systematic introduction of innovations requires an integrated approach and interaction of various stages of the production cycle in order to achieve maximum efficiency and competitiveness of the enterprise.