Integrated digital twin of ships

<jats:p>The monograph highlights the following: the architectural and methodological principles of designing cyber-physical systems for maritime autonomous surface ships; the development of physics-regularized hybriddigital twins that integrate machine learning with deterministic physical laws; the implementation of predictive analytics, degradation-aware routing, and cyber-resilience strategies within distributed macro-systems.The materials of this monograph will be valuable for researchers, postgraduate students, and engineering specialists in the fields of maritime IT, industrial artificial intelligence, and cyber-physical systems.</jats:p>