TY - JOUR
T1 - Dynamic and synergistic influences of air temperature and rainfall on general flowering in a Bornean lowland tropical forest
AU - Ushio, Masayuki
AU - Osada, Yutaka
AU - Kumagai, Tomo'omi
AU - Kume, Tomonori
AU - Pungga, Runi Anak Sylvester
AU - Nakashizuka, Tohru
AU - Itioka, Takao
AU - Sakai, Shoko
N1 - Funding information:
This study was conducted in accordance with memorandums of understanding signed in 2005 by the Sarawak Forestry Corporation (SFC, Kuching, Malaysia) and the Japan Research Consortium for Tropical Forests in Sarawak (JRCTS, Sendai, Japan), and in 2012 by the Sarawak Forest Department (SFD, Kuching, Malaysia) and JRCTS. We thank Mohd Shahbudin Sabki and other staff of SFD, Lucy Chong and other staff of SFC, and staff of Lambir National Park for their support for our study, and Chih-hao Hsieh for discussion about EDM. This study was financially supported by Grants-in-Aid (No. 16H04830 to S.S.) from the Japanese Ministry of Education, Science and Culture and the Hakubi project of Kyoto University.
Publisher copyright:
© 2019 The Authors.
PY - 2020/1
Y1 - 2020/1
N2 - Supra-annually synchronized flowering events occurring in tropical forests in Southeast Asia, known as general flowering (GF), are “spectacular and mysterious” forest events. Recently, studies that combined novel molecular techniques and model-based theoretical approaches suggested that cool temperature and drought synergistically drove GF. Although these advanced our understanding of GF, it is still difficult to know whether the individual-based molecular measurements and model-based mathematical representations reasonably well capture the complex and dynamic GF processes at the community level. In the present study, we collected a 17-year set of community-wide phenology data from Lambir Hills National Park in Borneo, Malaysia, and analyzed it using a model-free approach, empirical dynamic modeling (EDM), which does not rely on specific assumptions about the underlying mechanisms, to overcome and complement the previous limitations. We found that GF in the region is driven synergistically, not independently, by cool air temperature and drought, which is consistent with the previous studies. More importantly, our model-free approach showed for the first time that effects of cumulative meteorological variables on GF changed over time. The time-varying influences of meteorological variables on GF imply that the relationship between GF and meteorological variables might be influenced by other factors such as plant/soil nutrient resource dynamics. Our study provides a novel insight about the mechanism underlying the spectacular tropical forest event GF, and future studies integrating advanced mathematical/statistical frameworks, long-term and large spatial scale ecosystem monitoring and molecular phenology data are promising for achieving better understanding and forecasting of GF events in Southeast Asia.
AB - Supra-annually synchronized flowering events occurring in tropical forests in Southeast Asia, known as general flowering (GF), are “spectacular and mysterious” forest events. Recently, studies that combined novel molecular techniques and model-based theoretical approaches suggested that cool temperature and drought synergistically drove GF. Although these advanced our understanding of GF, it is still difficult to know whether the individual-based molecular measurements and model-based mathematical representations reasonably well capture the complex and dynamic GF processes at the community level. In the present study, we collected a 17-year set of community-wide phenology data from Lambir Hills National Park in Borneo, Malaysia, and analyzed it using a model-free approach, empirical dynamic modeling (EDM), which does not rely on specific assumptions about the underlying mechanisms, to overcome and complement the previous limitations. We found that GF in the region is driven synergistically, not independently, by cool air temperature and drought, which is consistent with the previous studies. More importantly, our model-free approach showed for the first time that effects of cumulative meteorological variables on GF changed over time. The time-varying influences of meteorological variables on GF imply that the relationship between GF and meteorological variables might be influenced by other factors such as plant/soil nutrient resource dynamics. Our study provides a novel insight about the mechanism underlying the spectacular tropical forest event GF, and future studies integrating advanced mathematical/statistical frameworks, long-term and large spatial scale ecosystem monitoring and molecular phenology data are promising for achieving better understanding and forecasting of GF events in Southeast Asia.
KW - Borneo
KW - empirical dynamic modeling
KW - general flowering
KW - Lambir Hill national park
KW - time series
KW - tropical forest
UR - https://www.scopus.com/inward/record.uri?eid=2-s2.0-85074795468&doi=10.1111%2f1440-1703.12057&partnerID=40&md5=19240230cf8108c2295785d120a993f8
U2 - 10.1111/1440-1703.12057
DO - 10.1111/1440-1703.12057
M3 - Journal article
SN - 0912-3814
VL - 35
SP - 17
EP - 29
JO - Ecological Research
JF - Ecological Research
IS - 1
ER -