DR. SHILONG PIAO (Orcid ID : 0000-0001-8057-2292) Article type : Primary Research Articles Attribution of seasonal leaf area index trends in the northern latitudes with “optimally” integrated ecosystem models Running head: Attribution of seasonal LAI trends Article Zaichun Zhu 1, Shilong Piao 1,2*, Xu Lian 1, Ranga B. Myneni 3, Shushi Peng 1, Hui Yang1 1 Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China. 2 Key Laboratory of Alpine Ecology and Biodiversity, Institute of Tibetan Plateau Research, CAS Center for Excellence in Tibetan Plateau Earth Science, Chinese Academy of Sciences, Beijing 100085, China. 3 Department of Earth and Environment, Boston University, Boston, Massachusetts 02215, USA. This article has been accepted for publication and undergone full peer review but has not been through the copyediting, typesetting, pagination and proofreading process, which may lead to differences between this version and the Version of Record. Please cite this article as doi: 10.1111/gcb.13723 Accepted This article is protected by copyright. All rights reserved. * Corresponding author: Dr. Shilong Piao, Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China. Tel: 86-010-62753298, Email:
[email protected] Keywords: Attribution, vegetation greening, seasonal change, remote sensing, climate change, Bayesian model averaging Paper Type: Primary research Article Manuscript for Global Change Biology Abstract Significant increases in remotely sensed vegetation indices in the northern latitudes since the 1980s have been detected and attributed at annual and growing season scales. However, we presently lack a systematic understanding of how vegetation responds to asymmetric seasonal environmental changes.