(eng): The paper describes the principles and building blocks to be exploitable for the embedded condition monitoring system with advanced features. Existing novel kind of probabilistic logic was selected for propagation and compounding information within the hierarchical distributed system, taking pervasive uncertainty of available data into account. Significant effort is devoted to meaningful transformation of the probabilistic outputs into clear notifications for operators and maintenance personnel.