A heuristic cellular automata approach for modelling urban land-use change based on simulated annealing     

Yongjiu Feng 《International journal of geographical information science》2013,27(3):449-466

This article presents a novel cellular automata (CA) approach to simulate the spatio-temporal process of urban land-use change based on the simulated annealing (SA) algorithm. The SA algorithm enables dynamic optimisation of the CA's transition rules that would otherwise be difficult to configure using conventional mathematical methods. In this heuristic approach, an objective function is constructed based on a theoretical accumulative disagreement between the simulated land-use pattern and the actual land-use pattern derived from remotely sensed imagery. The function value that measures the mismatch between the actual and the simulated land-use patterns would be minimised randomly through the SA process. Hence, a set of attribution parameters that can be used in the CA model is achieved. An SA optimisation tool was developed using Matlab and incorporated into the cellular simulation in GIS to form an integrated SACA model. An application of the SACA model to simulate the spatio-temporal process of land-use change in Jinshan District of Shanghai Municipality, PR China, from 1992 to 2008 shows that this modelling approach is efficient and robust and can be used to reconstruct historical urban land-use patterns to assist with urban planning policy-making and actions. Comparison of the SACA model with a typical CA model based on a logistic regression method without the SA optimisation (also known as LogCA) shows that the SACA model generates better simulation results than the LogCA model, and the improvement of the SACA over the LogCA model is largely attributed to higher locational accuracy, a feature desirable in most spatially explicit simulations of geographical processes.  相似文献   

Integrating ensemble-urban cellular automata model with an uncertainty map to improve the performance of a single model     

Xuecao Li  Peng Gong 《International journal of geographical information science》2013,27(5):762-785

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基于CA模型的旅游小镇增长的时空模拟与应用——以河北三坡镇为例   总被引：1，自引：1，他引：0  

杨俊  席建超  解鹏  葛全胜  李雪铭  高航 《地理研究》2013,32(5):915-923

旅游小镇增长的时空模拟是城镇化影响下的土地利用/覆盖变化研究的重要手段。近年来旅游小镇的城镇化以其旅游业发展带动城镇发展的独特模式引起国内外学者的高度关注。论文以元胞自动机模型为基础,运用旅游小镇旅游城镇化增长模型,对河北省三坡镇的旅游城镇化发展进行模拟与预测。模拟结果显示:①2005-2010年研究区城镇增长主要围绕现有镇区范围扩展,全域年均增速为0.015 km²/年;②2010-2015年主要城镇增长区位于镇内距离景区较近的苟各庄村附近,全域年均增速为0.040 km²/年,其他区域则保持相对较为平稳的状态。研究表明元胞自动机模型在模拟旅游小镇演化具有较高的可靠性,为研究城镇化条件下区域生态景观格局变化提供前提保证,对于提高土地资源利用效率,保障小镇健康有序发展具有十分重要的意义。  相似文献   

Investigating the land use characteristics of urban integration based on remote sensing data: experience from Guangzhou and Foshan     

Jinyao Lin  Weihao Wu 《国际地球制图》2013,28(14):1608-1620

Abstract

Urban integration is an increasingly popular phenomenon. It is important to characterize the dynamic processes of urban integration from the perspective of geography. However, previous studies mainly focussed on the overall characteristics of a single entity and failed to consider inter-city influences. Therefore, this study aims to systematically investigate this phenomenon. Firstly, spatial clustering technique and landscape metric were used to analyze the temporal change of spatial layout. Secondly, we built multiple ring buffers of city boundary to reveal the directional differences in urban expansion. Lastly, we compared the observed land use data with the results simulated by cellular automata model. These experiments have shown that the urban expansion characteristics during the urban integration process are rather different from those of a single city, and the above methodology can effectively characterize the urban integration phenomenon. The successful example of Guangzhou–Foshan integration could also provide practical experience for other similar attempts.  相似文献   

基于CA模型的西安城市空间扩展模拟及误差分析     

李开宇  张艳芳  杨青生 《测绘科学》2011,36(5):106-108,111

元胞自动机(CA)是城市发展动态模拟的重要工具。本文以西安市为例,利用基于遗传算法的CA模型对西安市1990-2007年的城市发展进行模拟,得到了较好的效果。结果表明,运用遗传算法建立的CA模型能够较好地模拟城市发展状态;对模拟误差分析表明,影响城市土地利用变化机制的尺度特征,城市规划调整、重大事件、重大建设项目和行政区划调整等过程,城市不同发展阶段和不同区位的扩展类型等都将影响确定转换规则、寻找最佳参数和模拟精度的结果。  相似文献   

巴丹吉林沙漠高大沙山粒度组成及其意义     

赵景波  张冲  董治宝  邵天杰  李恩菊 《地质学报》2011,85(8):1389-1398

选取巴丹吉林沙漠东南部全球高差最大(约420m)的诺尔图湖东大沙山和较高的苏木巴润吉林湖西大沙山(高差约400m),对其迎风坡沉积物进行系统采样分析,讨论了高大沙山迎风坡沉积物粒度成分特点、变化规律、原因及其活动性.结果表明,全球高差最大的诺尔图东沙山和苏木巴润吉林湖西沙山迎风坡沉积物具有双层结构,表层沉积物的粒度组成...  相似文献   

应用6σ质量管理方法尝试评价多目标样品氯等项目检测质量水平   总被引：1，自引：1，他引：0  

王烨 《岩矿测试》2011,30(3):281-284

应用6σ质量管理方法评价X射线荧光光谱法测定多目标地球化学样品分析中4个日常监控土壤标准物质中C l、S、总碳、N、Na2O、MgO、A l2O3、SiO2、P、K2O、CaO、Ba、Ti、V、Cr、Mn、TFe2O3、Zn、Ga、Br、Pb、Th、Rb、Sr、Y、Zr、Nb等27个项目检测质量水平。研究结果显示,随着高精度、自动化仪器的应用,多目标样品分析多个项目的精密度、准确度都得到大幅度的提高,部分检测项目的性能已经达到6σ质量水平;但有少数项目如N、总碳、Cr等低于3σ质量水平,其精密度准确度均需改进,分析性能有待进一步提高,建议更换检测方法。用6σ质量管理方法评价地质实验分析测试质量水平与地质实验室传统质量控制方法得出的结果具有一致性,其评价方法简便、量化、直观、具有一定的应用价值。  相似文献   

Modelling controls on aeolian dune‐field pattern evolution     

ERIN EASTWOOD  JOANNA NIELD  ANDREAS BAAS  GARY KOCUREK 《Sedimentology》2011,58(6):1391-1406

A second‐generation, source‐to‐sink cellular automaton‐based model presented here captures and quantifies many of the factors controlling the evolution of aeolian dune‐field patterns by varying only a small number of parameters. The role of sediment supply, sediment availability and transport capacity (together defined as sediment state) in the development and evolution of an aeolian dune‐field pattern over long time scales is quantified from model simulations. Seven dune‐field patterns can be classified from simulation results varying the sediment supply and transport capacity that control the type and frequency of dune interactions, the sediment availability of the system and, ultimately, the development of dune‐field patterns. This model allows predictions to be made about the range of sediment supply and wind strengths required to produce the dune‐field patterns seen in the real world. A new clustered dune‐field pattern is identified from model results and used to propose an alternative mechanism for the formation of superimposed dunes. Bedforms are hypothesized to cluster together, simultaneously forming two spatial scales of bedforms without first developing a large basal dune with small superimposed dunes. Manipulation of boundary conditions produces evolving dune fields with different spatial configurations of sediment supply. Trends of spacing and crest length increase with decreasing variability as the dune field matures. This simple model is a valuable tool which can be used to elucidate the dominant control of aeolian sediment state on the construction and evolution of aeolian dune‐field patterns.  相似文献   

粗粒土三轴试验数值模拟与试样颗粒初始架构初探   总被引：4，自引：1，他引：3  

王光进  杨春和  张超  马洪岭  冒海军  侯克鹏 《岩土力学》2011,32(2):585-592

试样颗粒初始架构是粗粒土室内三轴试验中一个难以人为控制的因素。基于元胞自动机方法,结合粗粒土的室内三轴试验开发了能制备不同颗粒初始架构粗粒土试样的HHC-CA模型,该模型制备的粗粒土试样表征了粗粒土各粒组分布的不均匀性和随机性,再借助FLAC3D进行粗粒土三轴数值模拟试验,并探讨了试样剪切带内的砾石含量和试样砾石含量对内摩擦角的影响。数值模拟结果表明,同一粒径级配下,粗粒土的内摩擦角值与剪切带内的砾石含量呈增函数关系;试样砾石含量的增加可能会出现内摩擦角减小的现象,但同一粒径级配下的内摩擦角均值随试样砾石含量的增加而明显增大。  相似文献   

变值配置函数空间整体编码族的2维对称性     

郑智捷 《成都信息工程学院学报》2011,(6):579-589

研究0-1多元变量的逻辑函数及其整体配置函数空间变值编码表示特性。根据对称特性,系统地定义一批整体编码结构:邵雍-Leibniz码、广义码、文王码、伏羲码和共轭码。展示变值向量配置函数空间规模以及函数群集的状态空间组织结构。对各类编码系列的可区分数目,给出计算公式。2维变值展示框架展现在变值配置函数空间中不同编码族具有的内蕴对称特性。分层结构编码配置函数空间和2维展现描述体系,为基于东方逻辑传统的现代逻辑架构:变值逻辑体系,利用高维分析工具探讨0-1序列非线性超复杂逻辑变换开辟道路。  相似文献