共查询到20条相似文献，搜索用时 656 毫秒
1.
Kai Cao Michael Batty Bo Huang Yan Liu Le Yu Jiongfeng Chen 《International journal of geographical information science》2013,27(12):1949-1969
A spatial multi-objective land use optimization model defined by the acronym ‘NSGA-II-MOLU’ or the ‘non-dominated sorting genetic algorithm-II for multi-objective optimization of land use’ is proposed for searching for optimal land use scenarios which embrace multiple objectives and constraints extracted from the requirements of users, as well as providing support to the land use planning process. In this application, we took the MOLU model which was initially developed to integrate multiple objectives and coupled this with a revised version of the genetic algorithm NSGA-II which is based on specific crossover and mutation operators. The resulting NSGA-II-MOLU model is able to offer the possibility of efficiently searching over tens of thousands of solutions for trade-off sets which define non-dominated plans on the classical Pareto frontier. In this application, we chose the example of Tongzhou New Town, China, to demonstrate how the model could be employed to meet three conflicting objectives based on minimizing conversion costs, maximizing accessibility, and maximizing compatibilities between land uses. Our case study clearly shows the ability of the model to generate diversified land use planning scenarios which form the core of a land use planning support system. It also demonstrates the potential of the model to consider more complicated spatial objectives and variables with open-ended characteristics. The breakthroughs in spatial optimization that this model provides lead directly to other properties of the process in which further efficiencies in the process of optimization, more vivid visualizations, and more interactive planning support are possible. These form directions for future research. 相似文献
2.
Simulating urban land-use changes at a large scale by integrating dynamic land parcel subdivision and vector-based cellular automata 总被引：1，自引：0，他引：1
Yao Yao Penghua Liu Ye Hong Yatao Zhang 《International journal of geographical information science》2017,31(12):2452-2479
Cellular automata (CA) have been widely used to simulate complex urban development processes. Previous studies indicated that vector-based cellular automata (VCA) could be applied to simulate urban land-use changes at a realistic land parcel level. Because of the complexity of VCA, these studies were conducted at small scales or did not adequately consider the highly fragmented processes of urban development. This study aims to build an effective framework called dynamic land parcel subdivision (DLPS)-VCA to accurately simulate urban land-use change processes at the land parcel level. We introduce this model in urban land-use change simulations to reasonably divide land parcels and introduce a random forest algorithm (RFA) model to explore the transition rules of urban land-use changes. Finally, we simulate the land-use changes in Shenzhen between 2009 and 2014 via the proposed DLPS-VCA model. Compared to the advanced Patch-CA and RFA-VCA models, the DLPS-VCA model achieves the highest simulation accuracy (Figure-of-Merit = 0.232), which is 32.57% and 18.97% higher respectively, and is most similar to the actual land-use scenario (similarity = 94.73%) at the pattern level. These results indicate that the DLPS-VCA model can both accurately split the land during urban land-use changes and significantly simulate urban expansion and urban land-use changes at a fine scale. Furthermore, the land-use change rules that are based on DPLS-VCA mining and the simulation results of several future urban development scenarios can act as guides for future urban planning policy formulation. 相似文献
3.
模拟退火算法用于产生城市土地空间布局方案 总被引：7，自引：0，他引：7
本文发展了一种模拟退火算法辅助产生城市土地空间布局方案。首先建立了城市土地空间配置问题的数学模型 ,目标函数是最小化土地开发费用、最大化不同功能地块间的空间协调性。由于问题存在的诸多空间约束条件使得可行的土地利用布局方案的搜寻过程变得十分缓慢 ,采用了将一些空间约束条件结合到目标函数中的方法 ,如结合了距离约束、方向约束、相同土地利用单元的邻近约束和地块形状的紧凑约束等约束条件。应用于湖南省长沙市暮云工业区用地规划的结果表明 ,模拟退火算法是一种辅助城市土地利用规划的有用的、有潜力的优化方法 相似文献
4.
Jonas Schwaab Kalyanmoy Deb Erik Goodman Sven Lautenbach Maarten J. van Strien Adrienne Grêt-Regamey 《International journal of geographical information science》2018,32(5):907-930
Multi-objective optimization can be used to solve land-use allocation problems involving multiple conflicting objectives. In this paper, we show how genetic algorithms can be improved in order to effectively and efficiently solve multi-objective land-use allocation problems. Our focus lies on improving crossover and mutation operators of the genetic algorithms. We tested a range of different approaches either based on the literature or proposed for the first time. We applied them to a land-use allocation problem in Switzerland including two conflicting objectives: ensuring compact urban development and reducing the loss of agricultural productivity. We compared all approaches by calculating hypervolumes and by analysing the spread of the produced non-dominated fronts. Our results suggest that a combination of different mutation operators, of which at least one includes spatial heuristics, can help to find well-distributed fronts of non-dominated solutions. The tested modified crossover operators did not significantly improve the results. These findings provide a benchmark for multi-objective optimization of land-use allocation problems with promising prospectives for solving complex spatial planning problems. 相似文献
5.
国土空间规划中城镇空间和城镇开发边界的划定 总被引：4，自引：0，他引：4
在2016年国务院印发的《省级空间规划试点方案》所提出的“开展基础评价”和“绘制规划底图”两项主要任务中,城镇适宜性的评价与城镇空间、城镇开发边界的划定属于核心内容,同时也是一项具有较强探索性的工作。以国家对国土空间规划的基本设想为依据,对城镇空间和城镇开发边界的概念和内涵、空间关系、相关规则进行深入探讨,确定了城镇适宜性评价与城镇空间、城镇开发边界划定的主要思路和技术路线。结合福建省空间规划的案例,分析了城镇适宜性评价与城镇空间、城镇开发边界划定的过程、方法和结果。不同于以往各部门开展的空间性规划,城镇空间和城镇开发边界的划定建立在资源环境承载能力和国土空间开发适宜性的基础评价之上,这使得城镇开发建设活动的空间布局在资源环境本底方面得到合理保障,城镇空间和城镇开发边界的划定也有了较为科学、客观的依据。此外,把基础底图的研制与城镇发展潜能、城镇开发指向的评估,以及开发建设的规模管控、空间管控、开发强度管控系统地整合起来,使得规划底图的随意性得到了较好的控制。实践表明,本文的思路和技术方法是合理可行的,这一尝试可为空间规划理论和方法体系的完善提供参考。 相似文献
6.
We developed a new approach combining statistical and graphical methods to build a hierarchically networked structure for understanding spatial characteristics of urban landscapes at multiple scales. Natural breaks optimization algorithm is applied to determine the optimal number of urban land hierarchies and assign discrete patches into ordered sub-groups according to a selected geometric or functional attribute. Patches contained in a sub-group are linked to the patches in the next sub-group according to the spatial relationships between the patch centroids and Voronoi cells. The conceptual foundations and technical details of this approach are elaborated in the case study of building a hierarchically networked structure of urban built-up patches in Beijing. This approach can be applied to quantify landscape patterns of other land uses to facilitate assessments of interconnection between various types of land uses at varied hierarchical levels (spatial scales) and to evaluate ecological service functions of urban built infrastructures. 相似文献
7.
Lina Yang Xu Sun Jing Shao Tianhe Chi 《International journal of geographical information science》2013,27(8):1470-1489
Land-use allocation is of great importance for rapid urban planning and natural resource management. This article presents an improved artificial bee colony (ABC) algorithm to solve the spatial optimization problem. The new approach consists of a heuristic information-based pseudorandom initialization (HIPI) method for initial solutions and pseudorandom search strategy based on a long-chain (LC) mechanism for neighborhood searches; together, these methods substantially improve the search efficiency and quality when handling spatial data in large areas. We evaluated the approach via a series of land-use allocation experiments and compared it with particle swarm optimization (PSO) and genetic algorithm (GA) methods. The experimental results show that the new approach outperforms the current methods in both computing efficiency and optimization quality. 相似文献
8.
Yimin Chen Xiaoping Liu Yilun Liu 《International journal of geographical information science》2013,27(8):1269-1288
Spatial optimization is complex because it usually involves numerous spatial factors and constraints. The optimization becomes more challenging if a large set of spatial data with fine resolutions are used. This article presents an agent-based model for optimal land allocation (AgentLA) by maximizing the total amount of land-use suitability and the compactness of patterns. The essence of the optimization is based on the collective efforts of agents for formulating the optimal patterns. A local and global search strategy is proposed to inform the agents to select the sites properly. Three sets of hypothetical data were first used to verify the optimization effects. AgentLA was then applied to the solution of the actual land allocation optimization problems in Panyu city in the Pearl River Delta. The study has demonstrated that the proposed method has better performance than the simulated annealing method for solving complex spatial optimization problems. Experiments also indicate that the proposed model can produce patterns that are very close to the global optimums. 相似文献
9.
Beijing is facing a huge challenge to manage the growth of its built-up area whilst also retaining both productive arable land and land for conservation purposes in order to simultaneously realize the three aims of economic development, protecting arable land and generating environmental improvements. Meanwhile, London, as a world city with more than 200 years of industrialization and urbanization, has accumulated rich theoretical and practical experiences for land use planning in a major urban area, such as the creation of Garden Cities, a designated Green Belt and New Towns. This paper firstly analyzes the main characteristics of the spatial distribution of the built-up area, arable land and conservation land in Beijing. Then, some of the key aspects of urban fringe planning in the London region are examined. Lastly, several implications from the experience of London are provided with respect to land-use planning for Beijing, concentrating on a re-appraisal of land-use functions around Beijing, measures to improve the green belt, the development of small towns to house rural-urban migrants and urban overspill, and effective implementation of land-use planning. 相似文献
10.
北京城市空间发展和土地利用—伦敦经验启示 总被引：3，自引：0，他引：3
Beijing is facing a huge challenge to manage the growth of its built-up area whilst also retaining both productive arable land and land for conservation purposes in order to simultaneously realize the three aims of economic development,protecting arable land and generating environmental improvements. Meanwhile,London,as a world city with more than 200 years of industrialization and urbanization,has accumulated rich theoretical and practical experiences for land use planning in a major urban area,such as the creation of Garden Cities,a designated Green Belt and New Towns. This paper firstly analyzes the main characteristics of the spatial distribution of the built-up area,arable land and conservation land in Beijing. Then,some of the key aspects of urban fringe planning in the London region are examined. Lastly,several implications from the experience of London are provided with respect to land-use planning for Beijing,concentrating on a re-appraisal of land-use functions around Beijing,measures to improve the green belt,the development of small towns to house rural-urban migrants and urban overspill,and effective implementation of land-use planning. 相似文献
11.
黄土高原典型地貌类型的土地利用分形特征 总被引：5，自引：0，他引：5
以山西省闻喜县1∶1万土地利用现状数据库为数据源,运用GIS技术,基于DEM数据及地貌特征将闻喜县分为河谷、塬地、丘陵、山地4种地貌,计算各地貌下不同土地类型的分维数和稳定数,并对计算结果进行分析比较。结果表明:不同的地貌特征不仅对土地利用结构有影响,对其分维指数和稳定性指数也有影响;相同地貌特征下不同的土地类型分维数和稳定性指数存在着差异,分维数越高土地利用类型的结构越复杂,稳定性指数越高土地利用类型的结构越简单。通过对分维数和稳定性指数的研究可为优化土地利用结构和可持续利用土地资源提供依据。 相似文献
12.
在梳理已有土地兼容度的测度思路后,基于社会分隔的空间测度算法提出了一种从地块和街区双尺度测度地块间兼容度的新方法。与既有方法相比,新算法一方面将所有建设与非建设用地均纳入计算,力求更好地体现用地兼容度格局;另一方面也充分考虑了诸如相邻边长,领域面积等土地利用格局的重要空间几何特征,避免了传统算法无法量化距离衰减的缺陷,从而更加科学地描绘土地利用兼容度的分布特征。以湖南省湘潭市市辖区作为案例,在地块和街区2种尺度上进行实证研究。结果发现,湘潭市土地利用现状整体较为兼容,但仍然存在部分兼容度较低的聚集区域。这类区域基本位于城市郊区的工业园区和村集体用地上。其主要原因有二：其一,在工业园区中,过分重视工业企业的招商引资而忽视了规划管理,导致土地的真实利用情况与既有规划不符,一定程度上造成用地的不兼容现象;其二,在城边村的集体用地上,部分村级工业地块的无序扩张加剧了与宅基地、耕地等环境敏感用地的交织,继而形成不兼容的用地景象。最后,基于测度结果,从街区尺度上对湘潭市不兼容区域提出了对应的完善策略,以求在后续空间规划中提升湘潭市土地的混合利用程度。 相似文献
13.
基于“多规合一”的市级国土空间优化方法——以烟台市为例 总被引：1，自引：1，他引：0
针对现阶段各规划边界交叉、空间重叠的问题,本文从提高空间价值、减少空间破碎度和协调各类空间的角度出发,在梳理现有空间优化模型及智能算法的基础上,改进多目标规划模型并适应性改造遗传算法,以此二者构建市级国土空间优化模型。以烟台市为例,设置3种情景为决策者提供方案集进行3类规划主导下的2020年国土空间优化研究,结果显示：①优化后烟台市农业、城镇和生态空间价值分别增加了23.24%、29.27%、6.30%;②不同情景下空间分布合理且较为集中,生态保护情景有利于国土空间集合连片,经济发展情景更适合于多空间协调发展。研究表明：该模型能有效地解决国土空间内容重叠问题,明显提高了国土空间价值,同时优化模型适应性强,为“多规合一”背景下市级国土空间优化提供技术支撑。 相似文献
14.
Neil Stuart 《International journal of geographical information science》2013,27(6):601-602
In this paper, we examine the applicability of spatial optimization as a generative modelling technique for sustainable land‐use allocation. Specifically, we test whether spatial optimization can be used to generate a number of compromise spatial alternatives that are both feasible and different from each other. We present a new spatial multiobjective optimization model, which encourages efficient utilization of urban space through infill development, compatibility of adjacent land uses, and defensible redevelopment. The model uses a density‐based design constraint developed by the authors. The constraint imposes a predefined level of consistent neighbourhood development to promote contiguity and compactness of urban areas. First, the model is tested on a hypothetical example. Further, we demonstrate a real‐world application of the model to land‐use planning in Chelan, a small environmental amenity town in the north‐central region of the State of Washington, USA. The results indicate that spatial optimization is a promising method for generating land‐use alternatives for further consideration in spatial decision‐making. 相似文献
15.
16.
一种结合GIS的双重目标多准则决策方法及其应用 总被引：1，自引：0，他引：1
钮心毅 《地理与地理信息科学》2008,24(2):91-95
在土地适宜性评价中,现有结合GIS的多准则决策方法难以适用于存在多个冲突决策目标的问题。该文对已有方法进行改进,提出一种适用于相互冲突双重目标的多准则决策方法。该方法应用矢量数据模型,逐个进行单一目标的多准则决策,根据决策结果建立决策平面;根据两个目标间的权重划分决策平面,采用图解算法实现双重目标的决策。与现有的线性整数规划、遗传算法等相比,该方法简单易用,适用于城市规划中具有大量候选项的土地适宜性评价和土地布局研究。 相似文献
17.
M. J. Pasqualetti 《The Professional geographer》1986,38(1):82-87
Low temperature geothermal energy requires that precedence for development be given land use characteristics in communities of proposed utilization. A procedure which uses Scottsdale, Arizona as the model involves overlaying maps of user energy density, parcel ownership, parcel size, parcel vacancy, and zoning. An analysis of existing geochemical and geological data and cost/benefit followed and allowed further refinement. Adopting this procedure elsewhere would accelerate direct usage of geothermal energy. 相似文献
18.
Tomas Crols Roger White Inge Uljee Guy Engelen Lien Poelmans Frank Canters 《International journal of geographical information science》2013,27(10):1757-1781
Urban growth and population growth are used in numerous models to determine their potential impacts on both the natural and the socio-economic systems. Cellular automata (CA) land-use models became popular for urban growth modelling since they predict spatial interactions between different land uses in an explicit and straightforward manner. A common deficiency of land-use models is that they only deal with abstract categories, while in reality, several activities are often hosted at one location (e.g. population, employment, agricultural yield, nature…). Recently, a multiple activity-based variable grid CA model was proposed to represent several urban activities (population and economic activities) within single model cells. The distance-decay influence rules of the model included both short- and long-distance interactions, but all distances between cells were simply Euclidean distances. The geometry of the real transportation system, as well as its interrelations with the evolving activities, were therefore not taken into account. To improve this particular model, we make the influence rules functions of time travelled on the transportation system. Specifically, the new algorithm computes and stores all travel times needed for the variable grid CA. This approach provides fast run times, and it has a higher resolution and more easily modified parameters than the alternative approach of coupling the activity-based CA model to an external transportation model. This paper presents results from one Euclidean scenario and four different transport network scenarios to show the effects on land-use and activity change in an application to Belgium. The approach can add value to urban scenario analysis and the development of transport- and activity-related spatial indicators, and constitutes a general improvement of the activity-based CA model. 相似文献
19.
城市土地利用—交通集成模型的构建与应用 总被引：1，自引：1，他引：0
中国目前正经历着城市化转型,科学合理的空间政策是城市可持续发展的重要保障,因此开展政策情景实验、辅助空间决策具有重要现实意义。本文构建了土地利用—交通集成模型,模拟城市活动空间分布,称作SDA（Spatial Distribution of Activities）模型。该模型主要包含4个子模型：交通模型、家庭区位模型、经济活动区位模型、房租模型;并以北京市为例模拟土地利用政策对城市空间发展的影响。研究表明,延续过去5年（2009-2013年）房地产开发模式至2030年,则由于周边房地产开发数量较高、房租较低,越来越多的人口和企业将向郊区聚集（增长速度更大）。该趋势与目前疏解北京社会经济活动、缓解交通拥堵的规划目标相一致,模型可以很好地检验土地利用政策情景影响。而“基于活动”的模型被认为是模型发展趋势,因此,本文构建的SDA模型不仅可以检验不同政策对城市空间影响、辅助城市空间决策,也有助于推动LUTI模型的发展及其在国内的应用,丰富和发展国内城市空间模拟分析的研究内容。 相似文献
20.
中国城市土地利用效率及其溢出效应与影响因素 总被引：12，自引：2，他引：10
基于C-D函数剔除城市经济非期望产出构建随机生产函数模型,以地均投入产出技术效率表征城市土地利用效率,采用2003-2012年282个地级以上市面板数据测算了中国城市土地利用效率,并建立空间滞后计量模型分析了城市土地利用效率的溢出效应与影响因素的区域差异。结果表明：① 中国城市土地利用效率有所提升,且存在明显的空间特征与区域差异。空间特征显示,效率较高的城市主要集中在珠三角、湖南、湖北、河南南部、安徽东部、山东与江苏交界处。区域差异显示,中部地区城市土地利用效率最高而东北地区最低,西北地区城市土地利用效率增速最快而西南地区较低且增速最慢;② 中国城市土地利用效率存在显著为正的溢出效应,其中在中部、东北、西北地区较高,而在西南地区最低;③ 影响因素在各区域对城市土地利用效率的作用存在明显差异,有必要采取具有区域针对性的措施提升城市土地利用效率。 相似文献