יום שישי, 31 ביולי 2026 LIVE
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כתבה arXiv cs.LG ·

Disentangling Forced and Internal Climate Variability in Single Realizations using Dynamic Mode Decomposition with Control

תקציר מקורי באנגליתarXiv:2607.18298v1 Announce Type: cross Abstract: We show that a single climate realization can be decomposed into forced and internal components by treating external forcing as a dynamical driver within a linear stochastic system, an idea grounded in pullback attractor theory. In doing so, we address a central methodological challenge in climate science with direct implications for climate projection and the detection and attribution of the forced response, disentangling the forced climate response from internal variability in a single observed record. Statistical methods range from approaches trained on large ensembles to techniques operating on single realizations. The latter often rely on linear frameworks such as linear inverse models (LIMs) and linear regression. LIMs ignore forcing
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