East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations

To better understand the long-term changes of the East Asian summer monsoon precipitation (P-jja), quantitative reconstructions and model simulations are needed. Here, we develop continental-scale pollen-based transfer functions for P-jja with weighted averaging-partial least squares (WA-PLS) regres...

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Published in:The Holocene
Main Authors: Li, Jianyong, Ilvonen, Liisa, Xu, Qinghai, Ni, Jian, Jin, Liya, Holmstrom, Lasse, Zheng, Zhuo, Lu, Houyuan, Luo, Yunli, Li, Yuecong, Li, Chunhai, Zhang, Xiaojian, Seppa, Heikki
Format: Article in Journal/Newspaper
Language:English
Published: SAGE PUBLICATIONS LTD 2016
Subjects:
Online Access:http://ir.ibcas.ac.cn/handle/2S10CLM1/24978
https://doi.org/10.1177/0959683615612564
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spelling ftchiacadscibcas:oai:ir.ibcas.ac.cn:2S10CLM1/24978 2023-05-15T18:18:59+02:00 East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations Li, Jianyong Ilvonen, Liisa Xu, Qinghai Ni, Jian Jin, Liya Holmstrom, Lasse Zheng, Zhuo Lu, Houyuan Luo, Yunli Li, Yuecong Li, Chunhai Zhang, Xiaojian Seppa, Heikki 2016 http://ir.ibcas.ac.cn/handle/2S10CLM1/24978 https://doi.org/10.1177/0959683615612564 英语 eng SAGE PUBLICATIONS LTD HOLOCENE http://ir.ibcas.ac.cn/handle/2S10CLM1/24978 doi:10.1177/0959683615612564 cn.org.cspace.api.content.CopyrightPolicy@6cf1464a climate model climate reconstructions East Asian summer monsoon monsoonal China pollen data precipitation Geography Physical Geosciences Multidisciplinary NORTH-CENTRAL CHINA HIGH-RESOLUTION HOLOCENE VEGETATION MIDHOLOCENE CLIMATE MOISTURE EVOLUTION DAIHAI LAKE ENVIRONMENTAL-CHANGES TEMPORAL PATTERNS SURFACE-POLLEN INNER-MONGOLIA Science Citation Index Expanded (SCI-EXPANDED) Article 期刊论文 2016 ftchiacadscibcas https://doi.org/10.1177/0959683615612564 2022-07-27T09:10:49Z To better understand the long-term changes of the East Asian summer monsoon precipitation (P-jja), quantitative reconstructions and model simulations are needed. Here, we develop continental-scale pollen-based transfer functions for P-jja 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 P-jja changes over the last 9500 years. We compare the reconstructions with P-jja 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 WAPLS 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 P-jja reconstructions from northern China to a summary curve. The stacked record reveals that P-jja increased since 9500 cal. yr BP, attained its highest level during the Holocene summer monsoon maximum (HSMM) at similar to 7000-4000 cal. yr BP and declined to present. The KCM output and the reconstructions differ in the early-Holocene (similar to 9500-7000 cal. yr BP) where the model suggests higher P-jja than the reconstructions. Moreover, during the HSMM, the amplitude of the P-jja changes (similar to 20-60 mm above present) in simulations is lower than the reconstructed changes (similar to 70-110 mm above present). The rising (declining) P-jja 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. Article in Journal/Newspaper Sea ice Institute of Botany: IBCAS OpenIR (Chinese Academy Of Sciences) The Holocene 26 4 592 602
institution Open Polar
collection Institute of Botany: IBCAS OpenIR (Chinese Academy Of Sciences)
op_collection_id ftchiacadscibcas
language English
topic climate model
climate reconstructions
East Asian summer monsoon
monsoonal China
pollen data
precipitation
Geography
Physical
Geosciences
Multidisciplinary
NORTH-CENTRAL CHINA
HIGH-RESOLUTION
HOLOCENE VEGETATION
MIDHOLOCENE CLIMATE
MOISTURE EVOLUTION
DAIHAI LAKE
ENVIRONMENTAL-CHANGES
TEMPORAL PATTERNS
SURFACE-POLLEN
INNER-MONGOLIA
Science Citation Index Expanded (SCI-EXPANDED)
spellingShingle climate model
climate reconstructions
East Asian summer monsoon
monsoonal China
pollen data
precipitation
Geography
Physical
Geosciences
Multidisciplinary
NORTH-CENTRAL CHINA
HIGH-RESOLUTION
HOLOCENE VEGETATION
MIDHOLOCENE CLIMATE
MOISTURE EVOLUTION
DAIHAI LAKE
ENVIRONMENTAL-CHANGES
TEMPORAL PATTERNS
SURFACE-POLLEN
INNER-MONGOLIA
Science Citation Index Expanded (SCI-EXPANDED)
Li, Jianyong
Ilvonen, Liisa
Xu, Qinghai
Ni, Jian
Jin, Liya
Holmstrom, Lasse
Zheng, Zhuo
Lu, Houyuan
Luo, Yunli
Li, Yuecong
Li, Chunhai
Zhang, Xiaojian
Seppa, Heikki
East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
topic_facet climate model
climate reconstructions
East Asian summer monsoon
monsoonal China
pollen data
precipitation
Geography
Physical
Geosciences
Multidisciplinary
NORTH-CENTRAL CHINA
HIGH-RESOLUTION
HOLOCENE VEGETATION
MIDHOLOCENE CLIMATE
MOISTURE EVOLUTION
DAIHAI LAKE
ENVIRONMENTAL-CHANGES
TEMPORAL PATTERNS
SURFACE-POLLEN
INNER-MONGOLIA
Science Citation Index Expanded (SCI-EXPANDED)
description To better understand the long-term changes of the East Asian summer monsoon precipitation (P-jja), quantitative reconstructions and model simulations are needed. Here, we develop continental-scale pollen-based transfer functions for P-jja 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 P-jja changes over the last 9500 years. We compare the reconstructions with P-jja 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 WAPLS 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 P-jja reconstructions from northern China to a summary curve. The stacked record reveals that P-jja increased since 9500 cal. yr BP, attained its highest level during the Holocene summer monsoon maximum (HSMM) at similar to 7000-4000 cal. yr BP and declined to present. The KCM output and the reconstructions differ in the early-Holocene (similar to 9500-7000 cal. yr BP) where the model suggests higher P-jja than the reconstructions. Moreover, during the HSMM, the amplitude of the P-jja changes (similar to 20-60 mm above present) in simulations is lower than the reconstructed changes (similar to 70-110 mm above present). The rising (declining) P-jja 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.
format Article in Journal/Newspaper
author Li, Jianyong
Ilvonen, Liisa
Xu, Qinghai
Ni, Jian
Jin, Liya
Holmstrom, Lasse
Zheng, Zhuo
Lu, Houyuan
Luo, Yunli
Li, Yuecong
Li, Chunhai
Zhang, Xiaojian
Seppa, Heikki
author_facet Li, Jianyong
Ilvonen, Liisa
Xu, Qinghai
Ni, Jian
Jin, Liya
Holmstrom, Lasse
Zheng, Zhuo
Lu, Houyuan
Luo, Yunli
Li, Yuecong
Li, Chunhai
Zhang, Xiaojian
Seppa, Heikki
author_sort Li, Jianyong
title East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
title_short East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
title_full East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
title_fullStr East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
title_full_unstemmed East Asian summer monsoon precipitation variations in China over the last 9500 years: A comparison of pollen-based reconstructions and model simulations
title_sort east asian summer monsoon precipitation variations in china over the last 9500 years: a comparison of pollen-based reconstructions and model simulations
publisher SAGE PUBLICATIONS LTD
publishDate 2016
url http://ir.ibcas.ac.cn/handle/2S10CLM1/24978
https://doi.org/10.1177/0959683615612564
genre Sea ice
genre_facet Sea ice
op_relation HOLOCENE
http://ir.ibcas.ac.cn/handle/2S10CLM1/24978
doi:10.1177/0959683615612564
op_rights cn.org.cspace.api.content.CopyrightPolicy@6cf1464a
op_doi https://doi.org/10.1177/0959683615612564
container_title The Holocene
container_volume 26
container_issue 4
container_start_page 592
op_container_end_page 602
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