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Simulation de Jumeau Numérique×Modèle d'espace d'états (Filtre de Kalman)×
DomaineSimulationÉconométrie
FamilleProcess / pipelineRegression model
Année d'origine2002 (concept); 2014 (white paper formalization)1990
Auteur d'origineMichael Grieves (University of Michigan, 2002; white paper 2014)Harvey; Durbin & Koopman (state space treatment); Kalman filter
TypeHybrid physics-based + machine-learning simulationState space time series model
Source fondatriceGrieves, M. (2014). Digital Twin: Manufacturing Excellence through Virtual Factory Replication. White Paper, University of Michigan. link ↗Harvey, A. C. (1990). Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge University Press. DOI ↗
AliasDijital İkiz Simülasyonu (Digital Twin), digital twin, digital shadow, cyber-physical twinstate space, Kalman filter, unobserved components model, Durum Uzayı Modeli (State Space / Kalman Filter)
Apparentées44
RésuméDigital Twin Simulation, first conceptualised by Michael Grieves at the University of Michigan around 2002 and formally described in his 2014 white paper, creates a continuously updated virtual copy of a physical system by fusing real-time sensor data with a mechanistic (physics-based) model and machine-learning components. The twin mirrors the physical asset's current state and projects its future behaviour, enabling fault detection, predictive maintenance, and operational optimisation without disrupting the real system.A state space model is a general time series framework that describes a series through unobserved (latent) state variables linked by a measurement equation and a transition equation, with the states estimated in real time by the Kalman filter. Developed in the state space tradition of Harvey (1990) and Durbin & Koopman (2012), it nests ARIMA and exponential smoothing as special cases.
ScholarGateJeu de données
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ScholarGateComparer des méthodes: Digital Twin Simulation · State Space Model. Consulté le 2026-06-17 sur https://scholargate.app/fr/compare