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首页> 外文期刊>Environmental earth sciences >Land use change modeling and the effect of compact city paradigms: integration of GIS-based cellular automata and weights-of-evidence techniques
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Land use change modeling and the effect of compact city paradigms: integration of GIS-based cellular automata and weights-of-evidence techniques

机译:土地利用变化建模和紧凑型城市范式的影响:基于GIS的元胞自动机和证据权重技术的集成

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摘要

In recent decades, attaining urban sustainability is the primary goal for urban planners and decision makers. Among various aspects of urban sustainability, environmental protection such as agricultural and forest conservations is very important in tropical countries like Malaysia. In this regard, compact urban development due to high density, rural development containment is known as the most sustainable urban forms. This paper attempts to propose an integrated modeling approach to predict the future land use changes by considering city compactness paradigms. First, the cellular automata ( CA) were applied for calculating land use conversion. Next, weights-of-evidence (WoE) which is based on Bayes theory was utilized to calibrate CA model and to support the transitional rule assessment. Several urban-related parameters as well as compact city indicators were utilized to estimate the future land use maps. The results showed how compact development parameters and site characteristics can be combined using the WoE model to predict the probability of land use changes. The modeling approach supports the essential logic of probabilistic methods and indicates that spatial autocorrelation of various land use types and accessibility is the main drivers of urban land use changes.
机译:在最近的几十年中,实现城市可持续性是城市规划者和决策者的主要目标。在城市可持续发展的各个方面中,农业和森林保护等环境保护在像马来西亚这样的热带国家中非常重要。在这方面,由于人口密度高,对农村发展的控制而导致的紧凑的城市发展被称为最可持续的城市形式。本文尝试提出一种综合建模方法,通过考虑城市紧凑度范式来预测未来的土地利用变化。首先,应用元胞自动机(CA)计算土地利用转化。接下来,基于贝叶斯理论的证据权重(WoE)用于校准CA模型并支持过渡规则评估。一些与城市有关的参数以及紧凑的城市指标被用来估算未来的土地利用图。结果表明,如何使用WoE模型将紧凑的开发参数和场地特征结合起来,以预测土地利用变化的可能性。该建模方法支持概率方法的基本逻辑,并指出各种土地利用类型和可及性的空间自相关是城市土地利用变化的主要驱动力。

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