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A machine learning-based framework for evaluating photosynthetic regulation and carbon sequestration capacity among shelter forest species
Journal of Central South University of Forestry & Technology 2026, 46(6): 140-152
Published: 25 June 2026
Abstract PDF (2.9 MB) Collect
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【Objective】

The middle section of the Yinshan mountains in Inner Mongolia, as a representative area of the Three-North Shelter Forest Program, faces critical challenges in enhancing ecosystem carbon sequestration functions. This study aims to investigate the diurnal variation characteristics of photosynthesis and water use efficiency (WUE) in arbor and shrub species in the Middle Section of the Yinshan Mountains, analyze the influence of environmental factors on photosynthetic regulation, and comprehensively evaluate the ecological adaptability and carbon sequestration functions of different tree species. For the first time, a combination of random forest regression models and cluster analysis is applied to provide scientific insights for improving shelter forest ecosystem functions.

【Method】

Seven arbor species and five shrub species were selected in the middle section of the Yinshan mountains, Inner Mongolia. Photosynthetic parameters were measured using a CI-340 portable photosynthesis system. Spearman's correlation analysis, principal component analysis (PCA), random forest regression modeling, and hierarchical cluster analysis were employed to explore the photosynthetic mechanisms and ecological adaptability of the species.

【Result】

The study revealed distinct diurnal variation patterns in photosynthetic activity among arbor and shrub species. Net photosynthetic rate (Pn) and WUE exhibited significant interspecific differences, with single-peak and double-peak patterns observed. Temperature, stomatal conductance, and transpiration rate were identified as key regulators of photosynthesis, particularly in coniferous species, which demonstrated higher WUE. Random forest regression analysis highlighted the critical roles of temperature and water management in photosynthetic processes. Cluster analysis further revealed marked differences in carbon sequestration capacity and ecological adaptability among species, offering critical guidance for species selection and carbon sequestration assessments.

【Conclusion】

This study underscores the significant differences in photosynthesis and WUE between arbor and shrub species in the middle section of the Yinshan mountains. Temperature, stomatal conductance, and transpiration rate were pivotal in photosynthetic regulation. Unlike traditional linear regression methods, the random forest model effectively captured the nonlinear relationships between environmental variables and photosynthetic rates. The hierarchical cluster analysis, applied for the first time in this context, identified distinct functional groups of species based on their carbon sequestration potential and ecological adaptability. These findings fill a critical gap in understanding photosynthetic mechanisms and carbon sequestration capacity within the Three-North Shelter forest program, providing a novel framework for quantitative carbon sequestration assessment and informing future afforestation and restoration strategies.

Issue
Effects of single and combined stresses of Mn and Cd on the physiological and biochemical characteristics of Morus alba
Journal of Central South University of Forestry & Technology 2023, 43(9): 164-170,198
Published: 25 September 2023
Abstract PDF (2.3 MB) Collect
Downloads:3
Objective

The purpose of this study was to explore the stress resistance of Morus alba to the remediation and treatment of single and complex heavy metal soil pollution, to provide a theoretical basis and practical references for the application of Morus alba in the restoration and ecological treatment of heavy metal polluted land.

Method

In this study, 16 heavy metal pollution gradients were set up in the soil culture test to study the effects of single and combined stresses of Mn and Cd on chlorophyll, MDA, POD, SOD and other common physiological and biochemical indices of plants.

Result

The results showed that during the process of heavy metal stress, the degree of influence on chlorophyll, MDA, POD, SOD and other physiological characteristics of Morus alba was in the order of Mn and Cd combined stress > single Cd stress > single Mn stress. The chlorophyll content of Morus alba decreased gradually with the increase of stress gradient. The MDA content of mulberry increased with the increase of stress gradient. The POD activity and SOD activity increased under the treatments of the first to the third gradients and decreased under the treatment of the fourth gradients. When the Mn stress level was greater than 25 mg/L and Cd stress level was greater than 200 mg/L, the POD and SOD activities of mulberry were inhibited to varying degrees, and the range of activity changes was more obvious under combined stress, which has greater damage effects on Morus alba.

Conclusion

The changes in the chlorophyll, MDA, POD, SOD and other physiological indexes of Morus alba under single and combined Mn and Cd stresses have the greatest effect on plants, followed by single Cd stress, and single Mn stress has the least effect. The changing amplitude of chlorophyll and MDA is opposite, while the changing amplitude of POD and SOD is similar.

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