Abstract. The state of the atmosphere, or ocean, cannot be exhaustively observed. Crucial parts might remain out reach proper monitoring. Also, defining exact set equations driving atmosphere and ocean is virtually impossible because their complexity. goal this paper to obtain predictions a partially observed dynamical system without knowing model equations. In data-driven context, article focu...