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EARLY FAILURE NOTIFICATION AND PREDICTED LOGISTICS SUPPORT PERSONAL ASSISTANT G. Penchev Key Words Personal assistant; predicted maintenance; machine learning; logistics support Abstract This paper presents an intelligent modular system for early failure notification and logistics support. This is a multi-agent system with cooperative behavior agents. This work describes the implementation of a personal assistant operating on a mobile devices and delivering user personalized information Article PDF Download article (PDF)