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首页> 外文期刊>Journal of Engineering & Applied Sciences >Land Use Change and Development Modeling Using Logistic Regression
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Land Use Change and Development Modeling Using Logistic Regression

机译:使用Logistic回归的土地利用变化和开发建模

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摘要

This study analyzed land use change near Hat Yai international airport, Thailand, from 1991-2009 and modeled land development in order to detect the rate at which each land use type and location was prone to development. Land use data for 1991, 2000 and 2009 were obtained from Thailand Department of Lands. The data structure was improved by digitization where polygonal boundaries of land were converted to gridded sub-plots (cells). Logistic regression technique was utilized in modeling development that emerged. A classification accuracy result was used to measure the accuracy of the model. The result of the study showed development in the North-East increased from 21.8-66.3% and in the South-West increased from 61.3-81.4%. This shows 45% increase in North-East and 20% in South-West. Also, the accuracy of the model in predicting development from 1991-2000 was 87.2 and 81.7% from 2000-2009 indicating a good model. The study concluded there had been immense change in land use in the airport especially the North-East location since 1991-2009. Development had been on the increase throughout the period yet rubber plantation and paddy field and other agricultural land still reigned since they have been a major source of income to the community.
机译:这项研究分析了泰国泰国伊泰国际机场附近的土地利用变化,从1991 - 2009年和建模的土地开发,以检测每个土地利用类型和地点易于发展的速度。 1991年,2000年和2009年的土地利用数据是从泰国土地部获得的。通过数字化改善了数据结构,其中陆地的多边形边界被转换为包装的子图(细胞)。逻辑回归技术用于建模出现的发展。分类准确性结果用于测量模型的准确性。该研究结果表明,东北部的发展从21.8-66.3%增加到31.8-66.3%,而西南部增加从61.3-81.4%增加。这表明西北部增加了45%,西南部增加了20%。此外,从1991 - 2000年预测发展的模型的准确性为87.2和81.7%,从2000-2009表示了一个好的模型。该研究结束了自1991 - 2009年以来,机场的土地利用巨大发生了巨大的变化。在整个时期的发展中,发展已经增加,然而橡胶种植园和稻田等农田仍然统治,因为它们是社区的主要收入来源。

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