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Machine Condition Monitoring System Based on Edge Computing Technology.

Sensors (Basel)

December 2024

Institute of Applied Informatics, Automation and Mechatronics, Faculty of Materials Science and Technology in Trnava, Slovak University of Technology in Bratislava, 812 43 Bratislava, Slovakia.

The core of this publication is the design of a system for evaluating the condition of production equipment and machines by monitoring selected parameters of the production process with an additional sensor subsystem. The main positive of the design is the processing of data from the sensor layer using artificial intelligence (AI) and expert systems (ESs) with the use of edge computing (EC). Sensor information is processed directly at the sensor level on the monitored equipment, and the results of the individual subsystems are stored in the form of triggers in a database for use in the predictive maintenance process.

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Background: With more women entering surgical training, barriers concerning pregnancy and breastfeeding are pertinent issues that have not been addressed adequately in a specialty with more men. An increasing body of evidence for the consequences of these challenges is emerging but has not been reviewed thoroughly. This study aims to provide a comprehensive review of the physical, emotional, and practical challenges of pregnancy and breastfeeding during surgical training and career and to elucidate the main difficulties and barriers female surgeons experience.

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Colorectal cancer (CRC) is a histologically heterogeneous disease with variable clinical outcome. The role the tumour microenvironment (TME) plays in determining tumour progression is complex and not fully understood. To improve our understanding, it is critical that the TME is studied systematically within clinically annotated patient cohorts with long-term follow-up.

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