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Abstract. In the minds of modern energy, innovative technologies play an important role, as they allow for faster process monitoring, diagnostics and technical maintenance. One of the promising areas is the integration of technical surveillance systems (STZ) and machine intelligence (SI), which will provide automated image recognition to identify defects and anomalies in energy systems. The evidence shows the value of integration to increase the efficiency, security and cost-effectiveness of energy processes.