Cargando…
Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions
In this study, seven popular equations, including 3-parameter Weibull, 2-parameter Weibull, Gompertz, Logistic, Mitscherlich, Korf and R distribution, were used to model stand diameter distributions for exploring the relationship between the equations’ inflection point attributes and model accuracy....
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4446310/ https://www.ncbi.nlm.nih.gov/pubmed/26016995 http://dx.doi.org/10.1371/journal.pone.0126831 |
_version_ | 1782373403125088256 |
---|---|
author | Duan, Aiguo Zhang, Jianguo Zhang, Xiongqing He, Caiyun |
author_facet | Duan, Aiguo Zhang, Jianguo Zhang, Xiongqing He, Caiyun |
author_sort | Duan, Aiguo |
collection | PubMed |
description | In this study, seven popular equations, including 3-parameter Weibull, 2-parameter Weibull, Gompertz, Logistic, Mitscherlich, Korf and R distribution, were used to model stand diameter distributions for exploring the relationship between the equations’ inflection point attributes and model accuracy. A database comprised of 146 diameter frequency distributions of Chinese fir (Cunninghamia lanceolata (Lamb.) Hook.) plantations was used to demonstrate model fitting and comparison. Results showed that the inflection points of the stand diameter cumulative percentage distribution ranged from 0.4 to 0.6, showing a 1/2 close rule. The equation’s inflection point attribute was strongly related to its model accuracy. Equation with an inflection point showed much higher accuracy than that without an inflection point. The larger the effective inflection point interval of the fitting curve of the equation was, and the closer the inflection point was to 0.5 for the equations with fixed inflection points, the higher the equation’s accuracy was. It could be found that the equation’s inflection point had close relationship with skewness of diameter distribution and stand age, stand density, which provided a scientific basis for model selection of a stand diameter distribution for Chinese fir plantations and other tree species. |
format | Online Article Text |
id | pubmed-4446310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44463102015-06-09 Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions Duan, Aiguo Zhang, Jianguo Zhang, Xiongqing He, Caiyun PLoS One Research Article In this study, seven popular equations, including 3-parameter Weibull, 2-parameter Weibull, Gompertz, Logistic, Mitscherlich, Korf and R distribution, were used to model stand diameter distributions for exploring the relationship between the equations’ inflection point attributes and model accuracy. A database comprised of 146 diameter frequency distributions of Chinese fir (Cunninghamia lanceolata (Lamb.) Hook.) plantations was used to demonstrate model fitting and comparison. Results showed that the inflection points of the stand diameter cumulative percentage distribution ranged from 0.4 to 0.6, showing a 1/2 close rule. The equation’s inflection point attribute was strongly related to its model accuracy. Equation with an inflection point showed much higher accuracy than that without an inflection point. The larger the effective inflection point interval of the fitting curve of the equation was, and the closer the inflection point was to 0.5 for the equations with fixed inflection points, the higher the equation’s accuracy was. It could be found that the equation’s inflection point had close relationship with skewness of diameter distribution and stand age, stand density, which provided a scientific basis for model selection of a stand diameter distribution for Chinese fir plantations and other tree species. Public Library of Science 2015-05-27 /pmc/articles/PMC4446310/ /pubmed/26016995 http://dx.doi.org/10.1371/journal.pone.0126831 Text en © 2015 Duan et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Duan, Aiguo Zhang, Jianguo Zhang, Xiongqing He, Caiyun Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title | Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title_full | Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title_fullStr | Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title_full_unstemmed | Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title_short | Relationship between Modelling Accuracy and Inflection Point Attributes of Several Equations while Modelling Stand Diameter Distributions |
title_sort | relationship between modelling accuracy and inflection point attributes of several equations while modelling stand diameter distributions |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4446310/ https://www.ncbi.nlm.nih.gov/pubmed/26016995 http://dx.doi.org/10.1371/journal.pone.0126831 |
work_keys_str_mv | AT duanaiguo relationshipbetweenmodellingaccuracyandinflectionpointattributesofseveralequationswhilemodellingstanddiameterdistributions AT zhangjianguo relationshipbetweenmodellingaccuracyandinflectionpointattributesofseveralequationswhilemodellingstanddiameterdistributions AT zhangxiongqing relationshipbetweenmodellingaccuracyandinflectionpointattributesofseveralequationswhilemodellingstanddiameterdistributions AT hecaiyun relationshipbetweenmodellingaccuracyandinflectionpointattributesofseveralequationswhilemodellingstanddiameterdistributions |