1. East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
- Author
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Lasse Holmström, Houyuan Lu, Heikki Seppä, Chunhai Li, Zhuo Zheng, Liya Jin, Xiaojian Zhang, Jianyong Li, Yuecong Li, Jian Ni, Liisa Ilvonen, Yunli Luo, and Qinghai Xu
- Subjects
010506 paleontology ,Archeology ,Global and Planetary Change ,010504 meteorology & atmospheric sciences ,Ecology ,Paleontology ,medicine.disease_cause ,Monsoon ,01 natural sciences ,Least squares ,Regression ,13. Climate action ,Climatology ,Pollen ,East asian summer monsoon ,medicine ,Climate model ,Precipitation ,Holocene ,Geology ,0105 earth and related environmental sciences ,Earth-Surface Processes - Abstract
To better understand the long-term changes of the East Asian summer monsoon precipitation ( Pjja), quantitative reconstructions and model simulations are needed. Here, we develop continental-scale pollen-based transfer functions for Pjja with weighted averaging–partial least squares (WA-PLS) regression and a Bayesian multinomial regression method. We apply these transfer functions to a set of fossil pollen data from monsoonal China for quantitatively reconstructing the Pjja changes over the last 9500 years. We compare the reconstructions with Pjja simulations from a coupled atmosphere–ocean–sea ice general circulation model (the Kiel Climate Model, KCM). The results of cross-validation tests for the transfer functions show that both the WA-PLS model ( r2 = 0.83, root mean square error of prediction (RMSEP) = 112.11 mm) and the Bayesian model ( r2 = 0.86, RMSEP = 107.67 mm) exhibit good predictive performance. We stack all Pjja reconstructions from northern China to a summary curve. The stacked record reveals that Pjja increased since 9500 cal. yr BP, attained its highest level during the Holocene summer monsoon maximum (HSMM) at ~7000–4000 cal. yr BP and declined to present. The KCM output and the reconstructions differ in the early-Holocene (~9500–7000 cal. yr BP) where the model suggests higher Pjja than the reconstructions. Moreover, during the HSMM, the amplitude of the Pjja changes (~20–60 mm above present) in simulations is lower than the reconstructed changes (~70–110 mm above present). The rising (declining) Pjja patterns in reconstructions before (after) the HSMM are more pronounced and fluctuating than in simulations. Other palaeohydrological data such as lake-level reconstructions indicate substantial monsoon precipitation changes throughout the Holocene. Our results therefore show that the KCM underestimates the overall amplitude of the Holocene monsoon precipitation changes.
- Published
- 2015
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