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Tree physiology. 2025 Mar 29:tpaf021. doi: 10.1093/treephys/tpaf021 Q13.52024

Estimation of mesophyll conductance in Ginkgo biloba from the PSII redox state using a machine learning approach

基于机器学习方法从PSII氧化还原状态估测白果的叶肉导度 翻译改进

Jimei Han  1, Lehao Li  1, Xin Yang  1, Zihan Wei  1, Xina Su  2, Fuliang Cao  1, Yuxuan Meng  1, Yang Wu  1, Tingting Dai  1, Guibin Wang  1

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作者单位

  • 1 State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing, China.
  • 2 Statistics, School of Mathematics and Statistics, Shandong University of Technology, Shandong, China.
  • DOI: 10.1093/treephys/tpaf021 PMID: 40156929

    摘要 Ai翻译

    Mesophyll conductance (gm) has been proved to be one of the important factors limiting photosynthesis and thus affects the estimation of plant productivity and terrestrial carbon balance. However, beyond the leaf scale, gm is usually assumed to be infinite because of the unavailability of the estimate technology. In this study, we first verified the important role of gm on photosynthesis by utilizing a wide range of Ginkgo biloba families. Then, the dataset was adopted to establish a random forest-based gm estimation approach with the drivers being selected under the guidance of several mechanistic models (e.g., Farquhar, von Caemmerer, Berry model, the mechanistic light reaction model of photosynthesis). This model exhibited high predictive accuracy, utilizing both the measured fraction of open reaction centers in PSII (qL) (R2 = 0.71, RMSE = 0.008) and the estimated qL (R2 = 0.70, RMSE = 0.008) as inputs. Since qL, a key physiological driver in the model, can be obtained from chlorophyll fluorescence of PSII (SIFPSII) using the open-closed (OC) redox model of photosynthetic electron transport, this leaf-scale model could potentially be applied beyond the leaf scale, provided that environmental data are available. Direct measurements also confirmed the close relationship between qL and gm under ambient CO2 concentration and saturated light conditions. Our findings pave the way for additional attempts to estimate gm across a variety of scales.

    Keywords: Chlorophyll fluorescence; Co2 diffusion conductance; The fraction of open reaction center in psii.

    Keywords:machine learning approach; PSII redox state

    Copyright © Tree physiology. 中文内容为AI机器翻译,仅供参考!

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    期刊名:Tree physiology

    缩写:TREE PHYSIOL

    ISSN:0829-318X

    e-ISSN:1758-4469

    IF/分区:3.5/Q1

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    Estimation of mesophyll conductance in Ginkgo biloba from the PSII redox state using a machine learning approach