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1.
Forest fire is one of the major causes of forest loss and therefore one of the main constraints for sustainable forest management worldwide. Identifying the driving factors and understanding the contribution of each factor are essential for the management of forest fire occurrence. The objective of this study is to identify variables that are spatially related to the occurrence and incidence of the forest fire in the State of Durango, Mexico. For this purpose, data from forest fire records for a five-year period were analyzed. The spatial correlations between forest fire occurrence and intensity of land use, susceptibility of vegetation, temperature, precipitation and slope were tested by Geographically Weighted Regression (GWR) method, under an Ordinary Least Square estimator. Results show that the spatial pattern of the forest fire in the study area is closely correlated with the intensity of land use, and land use change is one of the main explanatory variables. In addition, vegetation type and precipitation are also the main driving factors. The fitting model indicates obvious link between the variables. Forest fire was found to be the consequence of a particular combination of the environmental factors, and when these factors coexist with human activities, there is high probability of forest fire occurrence. Mandatory regulation of human activities is a key strategy for forest fire prevention.  相似文献   

2.
城市的快速扩张不断改变着土地资源的转化,带来了诸多生态环境问题。分析和模拟城市扩张的机制,并对城市未来土地利用变化的风险进行预警,利于合理调控城市的发展。本文提出了一种基于地理分区和未来用地模拟(Future Land Use Simulation,FLUS)模型的城市扩张模拟模型,用于模拟和预测复杂的土地利用变化。该模型利用多指标数据进行空间聚类,耦合地理分区结果进行城市扩张模拟。珠江三角洲2005-2015年的城市扩张模拟结果显示,分区下的模拟精度(FoM=0.2329,提高了9%)明显高于未分区,说明不同分区在土地利用转化上存在空间差异,该模型能更有效地模拟城市土地利用变化。另外,本文构建了一种城市扩张预警指标评价体系,用于评估城市扩张的警情。根据在2005-2015基础上预测的2025-2045年土地利用变化结果,对珠江三角洲城市扩张进行多尺度预警分析。综合预警结果显示该区域大部分城市至2045年城市扩张警情将达到中警和重警,其中东莞警情一直维持在重警。由此,未来需要加强对珠三角城市扩张的宏观调控,以此来缓解未来城市扩张的警情。  相似文献   

3.
银川平原盐渍土时空格局及其与土地利用强度变化关联关系的空间区位特征,可从土地利用强度的角度阐释土壤盐渍化的动因,为盐渍化因地制宜的治理提供参考依据。本文重点研究了盐渍土空间分布定量遥感生成方法,通过土地利用遥感制图、半方差函数的地统计学方法和灰色关联度分析法,对2004-2010 年银川平原的土地利用强度变化、土壤盐渍化程度变化及各类盐渍土与土地利用强度的关联度,进行了空间区位分布特征的可视化表达。研究结果表明:银川平原的发展仍具集聚效应,土地利用强度变化与城镇体系格局、交通干线、沟渠分布、土壤盐分含量密切相关;2004-2010 年间,银川平原土壤盐渍化存在整体减轻、局部加重的空间分布特征,与土地利用强度变化间的响应关系,存在较明显的空间差异;银川平原土壤盐渍化程度变化与土地利用强度变化间的关联度为0.7781,与水体、耕地这2 种土地类型间的关联程度最高。银川平原土壤盐渍化的干扰活动中,水体与耕地类型的利用行为是较重要的影响因子。  相似文献   

4.
This study used spatial autoregression（SAR） model and geographically weighted regression（GWR） model to model the spatial patterns of farmland density and its temporal change in Gucheng County,Hubei Province,China in 1999 and 2009,and discussed the difference between global and local spatial autocorrelations in terms of spatial heterogeneity and non-stationarity. Results showed that strong spatial positive correlations existed in the spatial distributions of farmland density,its temporal change and the driving factors,and the coefficients of spatial autocorrelations decreased as the spatial lag distance increased. SAR models revealed the global spatial relations between dependent and independent variables,while the GWR model showed the spatially varying fitting degree and local weighting coefficients of driving factors and farmland indices（i.e.,farmland density and temporal change）. The GWR model has smooth process when constructing the farmland spatial model. The coefficients of GWR model can show the accurate influence degrees of different driving factors on the farmland at different geographical locations. The performance indices of GWR model showed that GWR model produced more accurate simulation results than other models at different times,and the improvement precision of GWR model was obvious. The global and local farmland models used in this study showed different characteristics in the spatial distributions of farmland indices at different scales,which may provide the theoretical basis for farmland protection from the influence of different driving factors.  相似文献   

5.
Soil organic matter(SOM) is an important parameter related to soil nutrient and miscellaneous ecosystem services. This paper attempts to improve the performance of traditional partial least square regression(PLSR) model by considering the spatial autocorrelation and soil forming factors. Surface soil samples(n = 180) were collected from Honghu City located in the middle of Jianghan Plain, China. The visible and near infrared(VNIR) spectra and six environmental factors(elevation, land use types, roughness, relief amplitude, enhanced vegetation index, and land surface water index) were used as the auxiliary variables to construct the multiple linear regression(MLR), PLSR and geographically weighted regression(GWR) models. Results showed that: 1) the VNIR spectra can increase about 39.62% prediction accuracy than the environmental factors in predicting SOM; 2) the comprehensive variables of VNIR spectra and the environmental factors can improve about 5.78% and 44.90% relative to soil spectral models and soil environmental models, respectively; 3) the spatial model(GWR) can improve about 3.28% accuracy than MLR and PLSR. Our results suggest that the combination of spectral reflectance and the environmental variables can be used as the suitable auxiliary variables in predicting SOM, and GWR is a promising model for predicting soil properties.  相似文献   

6.
交通与土地利用的协调发展是缓解城市交通拥堵、提升交通水平的关键。城市交通与土地利用一体化模型则是分析和模拟城市交通与土地利用相互作用过程的重要科学支撑。多年来不同国家学者已研发出一些操作模型,并用于城市空间政策的制定研究,但这些模型的核心算法仍需进一步升级完善。本文首先梳理了当前已有主流模型的理论特征,解析了这些模型的核心算法发展及其优缺点;然后针对关键算法的不足,提出新的综合均衡模型,就区位可达性、用地混合度与强度、出行成本3个关键变量的核心算法展开讨论;最后,进一步形成模型各子模块的算法创新,包括考虑增量离散选择过程的居住与就业区位决策模块、细分房地产类型并将土地开发结果动态反馈至城市用地演变的房地产开发模块、采用改进的阻抗函数、小汽车拥有情况和动态出行成本的交通综合模型。本文对于定量化分析模拟城市复杂系统、研发我国城市交通与土地利用一体化模型具有一定的参考价值。  相似文献   

7.
Land use changes such as deforestation,increase in cropping or grazing areas and built-up land, likely modify the water balance and land surface behavior in the Himalayan watersheds.An integrated approach of hydrological and hydraulic modeling was adopted for comparative analysis of hydrological pattern in three Himalayan watersheds i.e.Khanpur,Rawal and Simly situated in the Northern territory of Pakistan.The rainfall-runoff model SWAT- Soil and water assessment tool and Hydro CAD were calibrated for the selected watersheds.The correlation analysis of the precipitation data of two climate stations i.e.Murree and Islamabad, with the discharge data of three rivers was utilized to select best suitable input precipitation data for Hydro CAD rainfall-runoff modeling.The peak flood hydrograph were generated using Hydro CAD runoff to optimize the basin parameters like CN, runoff volume, peak flows of the three watersheds.The hydrological response of the Rawal watershed was studied as a case study to different scenarios of land use change using SWAT model.The scenario of high deforestation indicated a decline of about 6.3% in the groundwater recharge tostream while increase of 7.1% in the surface runoff has been observed under the scenario of growth in urbanization in the recent decades.The integrated modeling approach proved helpful in investigating the hydrological behavior under changing environment at watershed level in the Himalayan region.  相似文献   

8.
The northeastern China, the United States, and the western Europe are important agricultural regions both on the global and regional scales. The western Europe has a longer history of agricultural land development than the eastern United States. These two regions have changed from the deforestation and reclamation phase in the past to the current land abandonment and reforestation phase. Compared with the two regions, large-scale land exploitation has only been practiced in the northeastern China during the last century. After a short high-intensity deforestation and reclamation period, agricultural and forest lands are basically in a dynamic steady state. By comparing domestic and international agro-forestry development and considering the ecological environment and socio-economic benefits that can be derived from agro-forestry, this paper suggests that large area of reforestation would be inevitable in future though persistent and large agricultural demand in coming decades even more. And local reforestation at slope farmland with ecological vulnerability should be imperative at present to avoid severer damage. At the same time, from the perspective of Land Change Science, the results demonstrate that the research on land use change in the agro-forestry ecotone is typical and critical, particularly those dealing with the analysis of spatial and temporal characteristics and the simulation of climate, hydrology, and other environmental effects.  相似文献   

9.
In a developing country like Ghana, the study of land use and land cover change(LULCC) based on satellite imageries still remains a challenge due to cost, resolution and availability with less skilled man power. Existing researches are skewed towards the southerly part of Ghana thereby leaving the Northern sectors uncovered. The maximum likelihood classification(MLC) algorithm was employed for the LULCC between 2000 and 2014 in Nadowli: an area characterized by an upsurge in mining in the Northern belt of Ghana. A spatial-social approach was utilized combining both satellite imagery and socio economic data. Land use transition matrix, land use integrated index/degree indices was used to depict the characters of the change. A semi structured interview, pair wise ranking and key informant interviews were used to correlate the socio economic impact of the different LULC. Overall changes in the landscape showed an increase in bare ground by 19.22%, open savannah by 16.8% whereas closed savanna decreased by 50%. Land use change matrix showed increasing trends of bare ground at the expense of vegetation. The integrated land use index highlighted the bare ground and built up areas rising with a decreasing closed vegetation woodlot. Large farm size are shrinking whiles majority of the people view mining as the main socio economic activity affecting the environment and the reduction in vegetation. This study therefore provides a strategic guide and a baseline data for land use policy actors in the Northern belt of Ghana. This will aid in developing models for future land use change implications in surrounding areas where mining is on the rise.  相似文献   

10.
Review of studies on land use and land cover change in Nepal   总被引：1，自引：0，他引：1  
Land use and land cover(LULC) in Nepal has undergone constant change over the past few decades due to major changes caused by anthropogenic and natural factors and their impacts on the national and regional environment and climate.This comprehensive review of past and present studies of land use and land cover change(LUCC) in Nepal concentrates on cropland, grassland, forest, snow/glacier cover and urban areas. While most small area studies have gathered data from different sources and research over a short period, across large areas most historical studies have been based on aerial photographs such as the Land Resource Mapping Project in 1986. The recent trend in studies in Nepal is to focus on new concepts and techniques to analyze LULC status on the basis of satellite imagery, with the help of geographic information system and remote sensing tools. Studies based on historical documents, and historical and recent spatial data on LULC, have clearly shown an increase in cropland areas in Nepal,and present results indicating different rates and magnitudes. A decrease in forest and snow/glacier coverage is reported in most studies. Little information is available on grassland and urban areas from past research. The unprecedented rate of urbanization in Nepal has led to significant urban land changes over the past 30 years. Meanwhile, long term historical LUCC research in Nepal is required for extensive work on spatially explicit reconstructions on the basis of historical and primary data collection, including LULC archives and drivers for future change.  相似文献   

11.
以内蒙古赤峰市为例,利用TM影像解译得到的三期土地利用数据(1988、1995、2000年)研究20世纪80年代以来,典型农牧交错区的LUCC演化过程,主要采用土地利用开发度、耗减度、信息熵、空间转移矩阵等方法分析了不同阶段农牧交替演化的时空特征。结果表明:(1)草地、耕地、林地为研究区主要的土地利用方式,整个研究时段内,耕地开垦和草地减少是主导LUCC过程。耕地开垦面积达2424.12km2,草地减少1959.65km2。从前后两个时期来看,前期(1988-1995年)耕地和草地变化更为剧烈,耕地以增为主,草地以减为主;后期(1995-2000年)草地转出速度放缓,但耕地开垦速度仍相对较快,林地转出速度加快;(2)土地流转过程以农牧交替演化为主,前期草地与耕地的交替转化剧烈,草地开垦面积达到2 040.50km2,耕地撂荒还草634.75km2,耕地开垦主要集中在敖汉旗的北部;后期LUCC过程放缓,草地转耕地面积为828.50km2,主要发生在敖汉旗以及林西县北部地区等区域,伴随着一定程度的弃耕;(3)三个时期土地利用结构信息熵分别为1.290、1.301、1.304,赤峰市土地利用系统有序程度在降低。农牧交错演化过程的分析,为研究该地区人类-环境耦合系统的变化和机制提供了重要依据。  相似文献   

12.
The change in land development intensity is an important perspective to reflect the variation in regional social and economic development and spatial differentiation. In this paper, spatial statistical analysis, Ordinary Least Squares(OLS), and Geographically weighted regression(GWR) methods are used to systematically analyse the spatial-temporal characteristics and driving forces of land development intensity for 131 spatial units in the western China from 2000 to 2015. The findings of the study are as follows: 1) The land development intensity in the western China has been increasing rapidly. From 2000 to 2015, land development intensity increased by 3.4 times on average. 2) The hotspot areas have shifted from central Inner Mongolia, northern Shaanxi and the Beibu Gulf of Guangxi to the Guanzhong Plain and the Chengdu-Chongqing urban agglomeration. The areas of cold spots were mainly concentrated in the Qinghai-Tibet Plateau, Yunnan, and Xinjiang. 3) Investment intensity and the natural environment have always been the main drivers of land development intensity in the western China. Investment played a powerful role in promoting land development intensity, while the natural and ecological environment distinctly constrained such development. The effect of the economic factors on land development intensity in the western China has changed, which is reflected in the driving factor of construction land development shifting from economic growth in 2000 to economic structure, especially industrial structure, in 2015.  相似文献   

13.
Rapid urbanization leads to dramatic changes in land use patterns, and the land use/cover change(LUCC) can reflect the spatial impact of urbanization on the ecological environment. Simulating the process of LUCC and predicting the ecological risk future changes can provide supports for urban ecological management. Taking the Yangtze River Delta Urban Agglomeration(YRDUA),China as the study area, four developmental scenarios were set on the basis of the land use data from 2005 to 2015. The temporal land use changes were predicted by the integration of the system dynamic and the future land use simulation(SD-FLUS) model, and the geographically weighted regression(GWR) model was used to identify the spatial heterogeneity and evolution characteristics between ecological risk index(ERI) and socio-economic driving forces. Results showed that: 1) From 2005 to 2015, the expansion of construction land(7670.24 km~2) mainly came from the occupation of cultivated land(7854.22 km~2). The Kappa coefficient of the SD-FLUS model was 0.886, indicating that this model could be used to predict the future land use changes in the YRDUA. 2) Gross domestic production(GDP) and population density(POP) showed a positive effect on the ERI, and the impact of POP exceeded that of GDP. The ERI showed the characteristics of zonal diffusion and a slight upward trend, and the high ecological risk region increased by 6.09%, with the largest increase. 3) Under different developmental scenarios, the land use and ecological risk patterns varied. The construction land is increased by 5.76%, 7.41%, 5.25% and 6.06%, respectively. And the high ecological risk region accounted for 12.71%, 15.06%, 11.89%,and 12.94%, correspondingly. In Scenario D, the structure of land use and ecological risk pattern was better compared with other scenarios considering the needs of rapid economic and ecological protection. This study is helpful to understand the spatio-temporal pattern and demand of land use types, grasp the ecological security pattern of large-scale areas, and provide scientific basis for the territory development of urban agglomeration in the future.  相似文献   

14.
基于夜间灯光与LUC数据的川渝地区人口空间化研究   总被引：2，自引：0，他引：2  
高精度的人口空间分布数据是开展小尺度人口活动变化规律研究的关键数据。夜间遥感影像对于反映人类社会活动具有独特的能力,因而被广泛的应用于社会经济领域的空间数据挖掘。本研究以DMSP/OLS夜间灯光数据、NPP/VIIRS夜间灯光数据、常住人口统计数据、土地利用数据为数据源,在县级尺度上建立逐步回归模型,构建川渝地区人口空间分布数据;并随机抽取研究区内500个乡镇,以常住人口统计数据为真实数据,对人口空间化结果进行精度检验。结果表明：① 2种夜间灯光数据与人口均有较高的相关性,相关系数均在0.76以上,NPP/VIIRS夜间灯光数据与人口的相关性要高于DMSP/OLS,且受拟合模型的影响不大。② 与人口相关性较高的土地利用类型有多种,耕地、林地对人口空间分布也有影响,在建模时不应只考虑建成区。③ 在2种夜间灯光数据分别与土地利用与土地覆被数据（Land Use/ Land Cover, LUC）结合时,使用DMSP/OLS夜间灯光数据和NPP/VIIRS夜间灯光数据得到的逐步回归模型的复相关系数R2分别为0.796、0.817,模型拟合率较高,而基于NPP/VIIRS夜间灯光数据得到的人口空间化结果分辨率（500 m）相比DMSP/OLS提高了一倍（1 km）,中心城区与周边城区人口密度变化更加自然,更符合实际人口分布情况。④ 与LUC数据结合时,使用NPP/VIIRS夜间灯光数据得到的人口空间化结果精度要高于DMSP/OLS夜间灯光数据,表明NPP/VIIRS夜间灯光数据相比DMSP/OLS更适用于人口数据空间化研究。  相似文献   

15.
江苏省近30年来的土地利用变化的区域差异分析   总被引：2，自引：1，他引：1  
本文利用4个时相(1985年、1995、2000年和2005年)的遥感数据,提取了江苏省三大区域(苏南、苏中、苏北)的土地利用变化转换矩阵表,分析了江苏省的土地利用区域差异,并进行人口、城市化、农业结构调整因子、政策对土地利用差异的驱动机制分析。通过土地利用变化转换矩阵表统计得到:耕地的流出面积、城镇用地面积和农村用地面积的扩大面积从南到北呈梯度递减,且随着时间的推移,区域性差异越来越显著。在驱动力分析中发现:苏南地区大量耕地存在浪费利用与超前非农化的问题在社会经济没有进入高度发达的时期之前,经济社会越是发达,人口的增长越落后于耕地的减少在城市化过程中,城市越发达,城镇人口密度的增长对耕地向城镇用地的流入的影响越小"苏南模式"是致使土地利用区域差异的重要因素。  相似文献   

16.
轨道交通的快速发展提高了通勤可达性,也被认为在重构城市职住空间格局进而影响职住关系方面产生重大影响。探究城市轨道交通站点周边地区（下称轨交站点周边地区）就地职住平衡与建成环境的关系,对于通过建成环境设计促进站点尺度职住“微平衡”,调节由于轨道交通所导致的区域性职住分离意义重大。本文基于武汉市189个轨交站点刷卡数据,首先识别了轨道交通通勤人员并分析了其出行特征,进而利用逐步回归与地理加权回归模型（GWR）探究武汉市轨交站点周边地区职住平衡与建成环境的关系。结果表明：① 从整体看,武汉市向心通勤显著,且汉口片区与武昌片区之间产生较大规模的跨江通勤,跨江交通压力较大;主城区职住平衡指数优于城市近郊区,就业集聚程度呈现“中心-外围”递减趋势,居住空间围绕二环线在外围城区分布,城市整体形成“中心就业,外围居住”的职住分离格局;② 土地利用混合度、公交站点数量对轨交站点周边地区职住平衡有正向促进作用,轨交站点出入口数量则有负向作用,且各因素的影响具有明显的空间异质性;③ 非首末站的职住状况较首末站更好,而是否为换乘站则差异不大。本研究可为轨交站点周边地区就地职住平衡的形成提供参考,促进轨道交通与城市功能协调发展。  相似文献   

17.
20世纪80年代以来中国社会经济快速发展带来的工业化、城市化正深刻影响着中国土地利用空间格局并影响到区域和国家生态与环境状况。在陈述彭先生指导下,1992年以来中国科学院建立起了完整的土地利用/覆盖变化遥感监测与数据分析技术路线,以及独特的分类体系和动态区划体系,奠定了中国LUCC信息平台的基础。本文在系统回顾陈述彭学术思想指导中国LUCC研究的基础上,面向国家需求与国际科技前沿梳理了我国LUCC研究的核心科学问题,并总结了中国科学院团队在最近20年LUCC研究取得的成果,包括土地利用/覆盖动态时空表征与分析模型、土地利用/覆盖变化过程及驱动机制、基于大数据和云计算的土地利用/覆盖变化探测方法、城市土地利用变化的区域气候/生态效应、气候变化与土地利用变化对农田生态系统的影响、林业活动的区域气候/生态效应,在此基础上对未来LUCC研究的前景进行了展望。  相似文献   

18.
Land use change has significant influence on the operation of the PopulationResources-Environment-De-velopment (PRED) System. Moderate land use is the key factor to ensure the coordinative and sustainable development between land use and PRED system. Based on the internal relationship between land use and PRED system, a PRED evaluation index system and a Press-Status-Response (PSR) model were established in this study. According to the expounding on the mechanism of the PSR model, we investigated the coordinative development between the changes of regional land use and PRED system taking Jiangsu Province as an example. The results showed that the orders of the Synthetic Index of Land Use (SILU) and the Variation of PRED Index (VPI) in Jiangsu are both the southern Jiangsu>the central Jiangsu>the northern Jiangsu. A cubic curve model was used to fit the relationship between the VPI and SILU. The inflection point of VPI was situated in 5.0 of SILU. When SILU was below 5.0, VPI increased with SILU, which will be helpful to the coordinative development between land use and PRED system. Based on those results, it is suggested that the land use degree of the southern Jiangsu, especially that of Nanjing City, should be moderately controlled at present, while land resources of the central Jiangsu and the northern Jiangsu should be further exploited.  相似文献   

19.
西辽河的老哈河流域土地利用遥感动态监测   总被引：1，自引：0，他引：1  
本文利用Landsat TM和ETM+遥感影像,基于知识规则的遥感分类及分类后处理方法对20世纪80、90年代末的半干旱的老哈河流域土地利用变化进行动态监测,并用GIS方法对土地利用变化及其空间分布进行了定量分析。结果表明:在这十年间,由于气候条件的变化及人类活动的影响,老哈河流域土地利用发生显著变化,变化范围占流域总面积的33.64%,土地利用变化主要表现为农、林、牧用地之间的转换。其中水体、滩地、林地、草地和未利用土地减少,大量的沙地和裸土地被开发利用;城乡用地和旱地有所增多,水田大幅度增加,农业耕作方式发生巨大变化。本研究为研究北方干旱化形成机理的生态-水文耦合模型提供重要的下垫面输入条件,为以后土地利用格局的改变对蒸散发和径流过程的影响提供重要的分析前提。  相似文献   

20.
标准农田规划空间决策支持模型的研究与实现   总被引：1，自引：0，他引：1  
在中国工业化与城市化进程加速的背景下,部分地区耕地的质与量难以得到保障,因此迫切需要在平衡粮食安全与经济社会增长的基础上对其做出科学规划,而空间决策支持模型的建立有助于该规划的编制。基于对标准农田规划过程的分析,将模型的概念框架分解为以下三个步骤:①构建标准农田资源评价模型:利用群体层次分析法和土地适应性评价模型评估标准农田资源;②构建标准农田规划备选方案生成模型:采用0￣1整数规划模型生成若干标准农田规划备选方案;③构建标准农田最优规划方案决策模型,采用非确定型决策模型辅助评价选取最优规划方案。文章对概念模型的规范化过程进行详细探讨,最后以浙江省桐庐县石阜镇为实验区,对模型进行实现和初步验证。  相似文献   

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