New techniques are presented for testing the three main hypotheses about the probability distribution of the climate system: multinormal (single regime), unimodal but not multinormal (single regime), and multimodal (multiple regimes). Rather than searching for evidence that confirms the multimodal hypothesis expected from the chaos and other strongly nonlinear paradigms, our strategy is to try and reject the simplest single-regime hypothesis of multinormality expected for aggregate indices of many local weather degrees of freedom. Concerning, multiple climate regimes in the northern hemisphere, we find no strong evidence in the available monthly mean reanalysis data for rejecting the single-regime multinormal hypothesis in favour of the multimodal hypothesis. A simple non-parametric method is presented for transforming state space into a more homogeneous probability space that makes regimes easier to identify. A spatial point process test is used in this space to demonstrate that the hemispheric clusters are not significantly different to what could be expected from sampling a unimodal distribution. Based on the observed data, the single-regime multinormal hypothesis can not be rejected at the 5% level of significance and so provides the simplest useful model for the probability distribution for the northern hemisphere geopotential-height field.
机构:
Univ Paris 06, Lab Probabil & Modeles Aleatoires, F-75251 Paris 05, France
Univ Paris 07, Lab Probabil & Modeles Aleatoires, F-75251 Paris 05, France
Univ France, CREST & Inst, Paris, FranceUniv Paris 06, Lab Probabil & Modeles Aleatoires, F-75251 Paris 05, France
Pham, Huyen
Vath, Vathana Ly
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ENSIIE, F-91025 Evry, France
Univ Evry Val Essonne, Evry, FranceUniv Paris 06, Lab Probabil & Modeles Aleatoires, F-75251 Paris 05, France
Vath, Vathana Ly
Zhou, Xun Yu
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Univ Oxford, Math Inst, Oxford OX1 3LB, England
Univ Oxford, Nomura Ctr Math Finance, Oxford OX1 3LB, England
Chinese Univ Hong Kong, Dept Syst Engn & Engn Management, Shatin, Hong Kong, Peoples R ChinaUniv Paris 06, Lab Probabil & Modeles Aleatoires, F-75251 Paris 05, France
机构:
Univ Fribourg, Dept Phys, Chemin Musee 3, CH-1700 Fribourg, SwitzerlandUniv Milan, Dipartimento Biotecnol Med & Med Traslaz, Via Flli Cervi 93, I-20090 Segrate, Italy
Trappe, Veronique
Cerbino, Roberto
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Univ Milan, Dipartimento Biotecnol Med & Med Traslaz, Via Flli Cervi 93, I-20090 Segrate, ItalyUniv Milan, Dipartimento Biotecnol Med & Med Traslaz, Via Flli Cervi 93, I-20090 Segrate, Italy