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计算基于瓦瑟斯坦度量的景观镶嵌体的玻尔兹曼熵。

Calculating the Wasserstein Metric-Based Boltzmann Entropy of a Landscape Mosaic.

作者信息

Zhang Hong, Wu Zhiwei, Lan Tian, Chen Yanyu, Gao Peichao

机构信息

Faculty of Geosciences & Environmental Engineering, Southwest Jiaotong University, Chengdu 611756, China.

State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China.

出版信息

Entropy (Basel). 2020 Mar 26;22(4):381. doi: 10.3390/e22040381.

Abstract

Shannon entropy is currently the most popular method for quantifying the disorder or information of a spatial data set such as a landscape pattern and a cartographic map. However, its drawback when applied to spatial data is also well documented; it is incapable of capturing configurational disorder. In addition, it has been recently criticized to be thermodynamically irrelevant. Therefore, Boltzmann entropy was revisited, and methods have been developed for its calculation with landscape patterns. The latest method was developed based on the Wasserstein metric. This method incorporates spatial repetitiveness, leading to a Wasserstein metric-based Boltzmann entropy that is capable of capturing the configurational disorder of a landscape mosaic. However, the numerical work required to calculate this entropy is beyond what can be practically achieved through hand calculation. This study developed a new software tool for conveniently calculating the Wasserstein metric-based Boltzmann entropy. The tool provides a user-friendly human-computer interface and many functions. These functions include multi-format data file import function, calculation function, and data clear or copy function. This study outlines several essential technical implementations of the tool and reports the evaluation of the software tool and a case study. Experimental results demonstrate that the software tool is both efficient and convenient.

摘要

香农熵是目前用于量化空间数据集(如景观格局和地图)的无序性或信息量的最流行方法。然而,其应用于空间数据时的缺点也有充分记载;它无法捕捉构型无序。此外,最近有人批评它与热力学无关。因此,人们重新审视了玻尔兹曼熵,并开发了用景观格局计算玻尔兹曼熵的方法。最新的方法是基于瓦瑟斯坦度量开发的。该方法纳入了空间重复性,从而得到了一种基于瓦瑟斯坦度量的玻尔兹曼熵,它能够捕捉景观镶嵌体的构型无序。然而,计算这种熵所需的数值工作超出了通过手工计算实际所能达到的范围。本研究开发了一种新的软件工具,用于方便地计算基于瓦瑟斯坦度量的玻尔兹曼熵。该工具提供了用户友好的人机界面和许多功能。这些功能包括多格式数据文件导入功能、计算功能以及数据清除或复制功能。本研究概述了该工具的几个基本技术实现,并报告了对该软件工具的评估和一个案例研究。实验结果表明,该软件工具既高效又方便。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c85f/7516855/ef7147d37001/entropy-22-00381-g001.jpg

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