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The predictability problem in systems with an uncertainty in the evolution law

G Boffetta et al 2000 J. Phys. A: Math. Gen. 33 1313-1324   doi: 10.1088/0305-4470/33/7/302  Help

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G Boffetta-+, A Celani-+, M Cencini++, G Lacorata§ and A Vulpiani++
-+ Dipartimento di Fisica Generale, Università di Torino, Via Pietro Giuria 1, 10125 Torino, Italy Istituto Nazionale Fisica della Materia, Unità di Torino Università, Istituto di Cosmogeofisica del CNR, C. Fiume 4, 10133 Torino, Italy
++ Dipartimento di Fisica, Università di Roma `la Sapienza', Piazzale Aldo Moro 5, 00185 Roma, Italy Istituto Nazionale Fisica della Materia, Unità di Roma 1
§ Dipartimento di Fisica, Universitàdell' Aquila, Via Vetoio 1, 67010 Coppito, L'Aquila, Italy Istituto di Fisica dell'Atmosfera, CNR, Via Fosso del Cavaliere, 00133 Roma, Italy

Abstract. The problem of unpredictability in a physical system due to the incomplete knowledge of the evolution laws is addressed. Major interest is devoted to the analysis of error amplification in chaotic systems with many characteristic times and scales when the fastest scales are not resolved. The parametrization of the unresolved scales introduces a non-infinitesimal uncertainty (with respect to the true evolution laws) which affects the forecasting ability on the large resolved scales. The evolution of non-infinitesimal errors from the unresolved scales up to the large scales is analysed by means of the finite-size Lyapunov exponent. It is shown that proper parametrization of the unresolved scales allows one to recover the maximal predictability of the system.

Print publication: Issue 7 (25 February 2000)
Received 30 June 1999

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