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 in | European journal of forest research Vol. 137; no. 2; pp. 185 - 196 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Sergiu Andrei orcidid: 0000-0003-3370-2060 surname: Horodnic fullname: Horodnic, Sergiu Andrei email: horodnic@usv.ro organization: Faculty of Forestry, University “Ştefan cel Mare” of Suceava – sequence: 2 givenname: Cătălin Constantin surname: Roibu fullname: Roibu, Cătălin Constantin organization: Faculty of Forestry, University “Ştefan cel Mare” of Suceava |
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Cites_doi | 10.2307/2333709 10.5849/forsci.14-070 10.1080/02664760903150706 10.1890/04-0150 10.1016/j.mbs.2014.01.007 10.1007/BF01891203 10.1016/j.foreco.2005.03.033 10.1139/f79-137 10.1016/S0378-1127(97)00073-X 10.1287/ijoc.4.1.2 10.1139/x01-086 10.1016/S0378-1127(02)00553-4 10.1007/s10310-006-0218-7 10.1007/s13595-017-0629-y 10.1016/j.foreco.2005.04.012 10.1002/9780470191613 10.1016/j.foreco.2005.10.049 10.1093/forestry/72.4.359 10.1016/j.cca.2005.11.007 10.1007/s11284-014-1232-4 10.1016/j.foreco.2008.06.050 10.2307/1936836 10.1007/978-94-015-9886-6_13 10.1016/j.foreco.2011.08.025 10.1093/forestry/cpr014 10.1007/978-94-007-2202-6_2 10.4129/IFM.2013.2.03 10.1016/j.foreco.2005.10.057 10.1139/x00-036 10.1007/s12205-013-0037-2 10.1007/s10310-011-0254-9 10.1016/S0378-1127(99)00229-7 10.1093/forestry/cpm025 10.2307/2425414 10.1016/S0378-1127(97)00003-0 10.1080/00401706.1969.10490657 10.1111/j.0030-1299.2008.16598.x 10.1007/978-3-642-80328-4_13 10.13140/2.1.3931.2162 10.1093/wjaf/11.1.4 10.1093/jof/96.7.4a |
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Title | A Gaussian multi-component model for the tree diameter distribution in old-growth forests |
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