A Gaussian multi-component model for the tree diameter distribution in old-growth forests

The old-growth forests are characterized by multi-aged structures for which the De Liocourt model with the Meyer negative exponential function is the most common descriptor of tree diameter distributions. In this study, we put forward a mixture of Gaussian functions model for describing the diameter...

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Published inEuropean journal of forest research Vol. 137; no. 2; pp. 185 - 196
Main Authors Horodnic, Sergiu Andrei, Roibu, Cătălin Constantin
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2018
Springer Nature B.V
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Abstract The old-growth forests are characterized by multi-aged structures for which the De Liocourt model with the Meyer negative exponential function is the most common descriptor of tree diameter distributions. In this study, we put forward a mixture of Gaussian functions model for describing the diameter at breast height distribution in uneven-aged mixed forest stands. For this purpose, a permanent plot of one hectare was installed in the natural silver fir-beech mixed old-growth forest Şinca Veche (Făgăraş Mountains, Romania). The sample with 396 trees was split into homogeneous age groups using k -means clustering analysis and by limiting the coefficient of variation to 30%, both for the diameter and for the maximum cambial age at breast height. The proposed cumulative distribution function is generated by summing the Gaussian probability density functions obtained for each age group. For verifying the efficacy of the parameter estimation procedure and to assess the goodness-of-fit, suitable statistical criteria were used: Shapiro–Wilk normality test and the root mean square error (RMSE). The developed mixture distribution and the negative exponential distribution were both compared to the empirical diameter distribution. The comparison of the observed RMSE values (3.12 < 5.93) shows the suitability of the proposed method, with a better degree of accuracy than that achieved by applying the negative exponential model. The results of this study confirm the applicability of Gaussian multi-component models for describing tree diameter distributions in natural silver fir-beech mixed stands.
AbstractList The old-growth forests are characterized by multi-aged structures for which the De Liocourt model with the Meyer negative exponential function is the most common descriptor of tree diameter distributions. In this study, we put forward a mixture of Gaussian functions model for describing the diameter at breast height distribution in uneven-aged mixed forest stands. For this purpose, a permanent plot of one hectare was installed in the natural silver fir-beech mixed old-growth forest Şinca Veche (Făgăraş Mountains, Romania). The sample with 396 trees was split into homogeneous age groups using k -means clustering analysis and by limiting the coefficient of variation to 30%, both for the diameter and for the maximum cambial age at breast height. The proposed cumulative distribution function is generated by summing the Gaussian probability density functions obtained for each age group. For verifying the efficacy of the parameter estimation procedure and to assess the goodness-of-fit, suitable statistical criteria were used: Shapiro–Wilk normality test and the root mean square error (RMSE). The developed mixture distribution and the negative exponential distribution were both compared to the empirical diameter distribution. The comparison of the observed RMSE values (3.12 < 5.93) shows the suitability of the proposed method, with a better degree of accuracy than that achieved by applying the negative exponential model. The results of this study confirm the applicability of Gaussian multi-component models for describing tree diameter distributions in natural silver fir-beech mixed stands.
The old-growth forests are characterized by multi-aged structures for which the De Liocourt model with the Meyer negative exponential function is the most common descriptor of tree diameter distributions. In this study, we put forward a mixture of Gaussian functions model for describing the diameter at breast height distribution in uneven-aged mixed forest stands. For this purpose, a permanent plot of one hectare was installed in the natural silver fir-beech mixed old-growth forest Şinca Veche (Făgăraş Mountains, Romania). The sample with 396 trees was split into homogeneous age groups using k-means clustering analysis and by limiting the coefficient of variation to 30%, both for the diameter and for the maximum cambial age at breast height. The proposed cumulative distribution function is generated by summing the Gaussian probability density functions obtained for each age group. For verifying the efficacy of the parameter estimation procedure and to assess the goodness-of-fit, suitable statistical criteria were used: Shapiro–Wilk normality test and the root mean square error (RMSE). The developed mixture distribution and the negative exponential distribution were both compared to the empirical diameter distribution. The comparison of the observed RMSE values (3.12 < 5.93) shows the suitability of the proposed method, with a better degree of accuracy than that achieved by applying the negative exponential model. The results of this study confirm the applicability of Gaussian multi-component models for describing tree diameter distributions in natural silver fir-beech mixed stands.
Author Roibu, Cătălin Constantin
Horodnic, Sergiu Andrei
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Keywords Uneven aged
Old growth
Gaussian multi-component
Forest structure
Diameter distribution
Mixture distribution
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Snippet The old-growth forests are characterized by multi-aged structures for which the De Liocourt model with the Meyer negative exponential function is the most...
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SubjectTerms Abies alba
Age
Beech
Biomedical and Life Sciences
cambium
Cluster analysis
Clustering
Coefficient of variation
cumulative distribution
Distribution functions
Empirical analysis
Exponential functions
Fagus
forest stands
Forestry
Forests
Goodness of fit
Herbivores
Life Sciences
Mathematical models
Mixed forests
mixed stands
Mountains
Normal distribution
Normality
old-growth forests
Original Paper
Parameter estimation
Plant Ecology
Plant growth
Plant Sciences
Probability density functions
probability distribution
Probability distribution functions
Romania
Root-mean-square errors
Statistical analysis
tree and stand measurements
Trees
Vector quantization
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Title A Gaussian multi-component model for the tree diameter distribution in old-growth forests
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