The ice age cycle and the deglaciations: an application of nonlinear regression modelling

Abstract We have applied the nonlinear regression technique known as additivity and variance stabilisation (AVAS) to time series which reflect Earth's climate over the last 600 ka. AVAS estimates a smooth, nonlinear transform for each variable, under the assumption of an additive model. The Earth's orbital parameters and insolation variations have been used as regression variables. Analysis of the contribution of each variable shows that the deglaciations are characterised by periods of increasing obliquity and perihelion approaching the vernal equinox, but not by any systematic change in eccentricity. The magnitude of insolation changes also plays no role. By approximating the transforms we can obtain a future prediction, with a glacial maximum at 60 ka AP, and a subsequent obliquity and precession forced deglaciation.

[1]  Tyler B. Coplen,et al.  Continuous 500,000-Year Climate Record from Vein Calcite in Devils Hole, Nevada , 1992, Science.

[2]  J. D. Hays,et al.  Variations in the Earth ' s Orbit : Pacemaker of the Ice Ages Author ( s ) : , 2022 .

[3]  A. Berger,et al.  Orbital signature of interglacials , 1981, Nature.

[4]  E. Boyle,et al.  On the Structure and Origin of Major Glaciation Cycles 1. Linear Responses to Milankovitch Forcing , 1992 .

[5]  André Berger,et al.  Insolation values for the climate of the last 10 , 1991 .

[6]  J. Friedman,et al.  Estimating Optimal Transformations for Multiple Regression and Correlation. , 1985 .

[7]  D. Pollard A simple ice sheet model yields realistic 100 kyr glacial cycles , 1982, Nature.

[8]  D. Thomson Quadratic-inverse spectrum estimates: applications to palaeoclimatology , 1990, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[9]  Barry Saltzman,et al.  A first-order global model of late Cenozoic climatic change II. Further analysis based on a simplification of CO2 dynamics , 1991, Transactions of the Royal Society of Edinburgh: Earth Sciences.

[10]  R. Tibshirani,et al.  Generalized additive models for medical research , 1986, Statistical methods in medical research.

[11]  R. Tibshirani Estimating Transformations for Regression via Additivity and Variance Stabilization , 1988 .

[12]  André Berger,et al.  On the Structure and Origin of Major Glaciation Cycles .2. the 100,000-year Cycle , 1993 .

[13]  André Berger,et al.  An alternative astronomical calibration of the lower Pleistocene timescale based on ODP Site 677 , 1990, Transactions of the Royal Society of Edinburgh: Earth Sciences.

[14]  J. Mélice,et al.  Magnetic susceptibility record of Chinese Loess , 1990, Transactions of the Royal Society of Edinburgh: Earth Sciences.

[15]  John Z. Imbrie,et al.  Modeling the Climatic Response to Orbital Variations , 1980, Science.