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元胞自动机的地理过程模拟机制及扩展 被引量:24

Mechanism of Simulating Geographic Process and Extension of Cellular Automata
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摘要 地理空间、地理梯度、地理流和空间关系是经典地理学进行地理过程分析常用的4个基本概念,元胞自动机(CA)作为复杂空间系统研究的重要工具。分析表明,其与经典地理过程分析理论具有类似地表达机制,因而能有效地进行地理过程模拟。但由于标准CA是一种更广泛抽象的空间模型,其对地理特征的描述存在一定局限,限制了其更真实地模拟地理过程的能力。论文提出了基于地理特征的CA概念模型,深圳特区土地利用演化的实证研究表明,地理特征CA概念模型具有极大的应用价值。 Space, grade, flow and spatial relation are basic analytical conception of classical geographic process. The study shows that it has similar expressing mechanism between classical geographic process analyzing theory and cellular automata(CA) in four aspects as follows: (1) Cellular automata model express the concept of geographic space by cell, state, cellular space, etc. (2) Cellular automata represents the concept of geographic grade by the concept of neighbor. The essence of both the rule of neighbor and geographic grade is the selected object of spatial interactions, their difference is that the rule of neighbor is a kind of selective way based on geometry feature and geographic grades is a kind of selective way based on both geometry feature and noneometry feature. (3) Cellular automata model express the concept of geographic flow effectively by local evolvement rule of cellular state, the direction of cellular flow depends on neighbor rule, and the strength of cellular flow depends on the distance between cells strongly, which is similar with the attenuation of strength of spatial interaction with distance. (4) The spatial relation of cellular automata is expressed mainly by framework and figure of cell that hides and includes spatial relation of both geometry and non-geometry. The framework and figure of cell express the absolute position of cellular space, relative position, distance, direction and topologic relation by geometry feature, and express the spatial distributing and combination of cellular state, attribute relation between spatial object. Therefore CA has ability of simulating geographic process. But as a more widely and abstractly model CA has some shortcomings of expressing geographic characteristic. The defective substance is lack in expressing geographic feature of cell, and is not able to describe the deeper geographic attribute information. It can be showed in four aspects as flows: the first is the describable restriction to geographic space cell, and not only it is not able to describe the higher spatial position, but also it is not able to describe the other geographic position that belong to attribute meaning. The second is the describable restriction to local spatial relation based on the concept of neighbor, by which local spatial interaction and spatial relation can not be represented truly because it define neighbor based on just geometry feature. The third is the restriction of presupposition that the medium of cellular flow is homogeneous. The fourth is the restriction of local evolve rule. The evolve rule of cellular state is applicable to all cells, in fact this needs an assumption that all geographic cells follow the same rule. The paper attempt to bring the geographic feature concept including geometry and non-geometry attribute into cellular automata and expend cellular automata in three aspects including cell, neighbor model and local evolvement rule : ( 1 ) selecting cellular entity concept to replace cell concept to promote the conceptual description of geographic space; (2) selecting neighbor by integrating geometric and non-geometric feature; (3) bringing attribute control into local evolve rule of cell. It makes studying flow in the condition of non-homogeneous spatial medium possible that attribute control is brought into extended-CA. Finally, the paper make a case study on land use evolvement of Shenzhen City, which draw conclusions that extended-CA model has great applied value.
出处 《地理科学》 CSCD 北大核心 2005年第6期724-730,共7页 Scientia Geographica Sinica
基金 国家自然科学基金资助项目(40271012) 国家自然科学基金项目(30471421)资助
关键词 元胞自动机 地理过程 地理特征 模拟机制 cellular automata geographic process geographic feature simulative mechanism
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