Modelling coastal land use change by incorporating spatial autocorrelation into cellular automata models   总被引：1，自引：0，他引：1  

Yongjiu Feng  Qianqian Yang  Zhonghua Hong  Li Cui 《国际地球制图》2018,33(5):470-488

This paper presents a spatial autoregressive (SAR) method-based cellular automata (termed SAR-CA) model to simulate coastal land use change, by incorporating spatial autocorrelation into transition rules. The model captures the spatial relationships between explained and explanatory variables and then integrates them into CA transition rules. A conventional CA model (LogCA) based on logistic regression (LR) was studied as a comparison. These two CA models were applied to simulate urban land use change of coastal regions in Ningbo of China from 2000 to 2015. Compared to the LR method, the SAR model yielded smaller accumulated residuals that showed a random distribution in fitting the CA transition rules. The better-fitting SAR model performed well in simulating urban land use change and scored an overall accuracy of 85.3%, improving on the LogCA model by 3.6%. Landscape metrics showed that the pattern generated by the SAR-CA model has less difference with the observed pattern.  相似文献   

Mapping fine‐scale urban housing prices by fusing remotely sensed imagery and social media data          下载免费PDF全文

Yao Yao  Jinbao Zhang  Ye Hong  Haolin Liang  Jialv He 《Transactions in GIS》2018,22(2):561-581

The accurate mapping of urban housing prices at a fine scale is essential to policymaking and urban studies, such as adjusting economic factors and determining reasonable levels of residential subsidies. Previous studies focus mainly on housing price analysis at a macro scale, without fine‐scale study due to a lack of available data and effective models. By integrating a convolutional neural network for united mining (UMCNN) and random forest (RF), this study proposes an effective deep‐learning‐based framework for fusing multi‐source geospatial data, including high spatial resolution (HSR) remotely sensed imagery and several types of social media data, and maps urban housing prices at a very fine scale. With the collected housing price data from China's biggest online real estate market, we produced the spatial distribution of housing prices at a spatial resolution of 5 m in Shenzhen, China. By comparing with eight other multi‐source data mining techniques, the UMCNN obtained the highest housing price simulation accuracy (Pearson R = 0.922, OA = 85.82%). The results also demonstrated a complex spatial heterogeneity inside Shenzhen's housing price distribution. In future studies, we will work continuously on housing price policymaking and residential issues by including additional sources of spatial data.  相似文献   

跨比例尺新旧居民地目标变化分析与决策树识别   总被引：1，自引：1，他引：0  

陈利燕  张新长  林鸿  杨敏 《测绘学报》2018,47(3):403-412

变化分析与探测是跨比例尺地图数据更新的核心问题之一。以往研究主要关注时间维上地理实体时空演化引起的地图目标变化,甚至将地图目标变化等同于地理实体真实变化,忽略了尺度维上由地图综合导致的表达变化。本文以居民地数据为例,从表层形式和深层缘由对跨比例尺新旧地图数据间的目标变化进行深入分析。在此基础上,引入机器学习领域的决策树方法构建变化信息识别模型。该模型的目标是判别时态变化和表达变化两种类型,从而提取用于更新小比例尺地图数据的真正变化信息。结合广州市多比例尺地图数据库更新任务及实际数据进行验证,结果显示设计的变化探测模型可以达到90%以上的整体精度。  相似文献   

基于生态足迹的孟连县土地利用结构优化研究     

李桃桃  耿红  赵筱青 《测绘与空间地理信息》2018,(3):205-209

采用生态足迹法对云南孟连县2005—2011年生态足迹进行计算,根据2005—2011年数据运用GM(1,1)灰色预测模型对2020年生态足迹进行预测,得到2020年人均生态赤字将达到2.762 hm2/人,土地利用结构急需调整优化。在此背景下建立以生态赤字最小化和经济效益、社会效益最大化为目标函数的多目标线性规划模型,设置了8个变量和13个约束条件。根据模型求解优化方案,对孟连县2020年土地利用结构进行优化调整,结果表明:相比于优化前,人均生态赤字减少10.87%,经济效益增加0.52亿元,社会效益增加0.001 hm2。优化后的土地利用结构基本上实现了经济、社会、生态效益的统一。  相似文献   

From China’s Heavy Precipitation in 2020 to a “Glocal” Hydrometeorological Solution for Flood Risk Prediction     

Huan WU  Xiaomeng LI  Guy J.-P.SCHUMANN  Lorenzo ALFIERI  Yun CHEN  Hui XU  Zhifang WU  Hong LU  Yamin HU  Qiang ZHU  Zhijun HUANG  Weitian CHEN  Ying HU 《大气科学进展》2021,38(1):1-7

The prolonged mei-yu/baiu system with anomalous precipitation in the year 2020 has swollen many rivers and lakes,caused flash flooding,urban flooding and landslides,and consistently wreaked havoc across large swathes of China,particularly in the Yangtze River basin.Significant precipitation and flooding anomalies have already been seen in magnitude and extension so far this year,which have been exerting much higher pressure on emergency responses in flood control and mitigation than in other years,even though a rainy season with multiple ongoing serious flood events in different provinces is not that uncommon in China.Instead of delving into the causes of the uniqueness of this year’s extreme precipitation-flooding situation,which certainly warrants in-depth exploration,in this article we provide a short view toward a more general hydrometeorological solution to this annual nationwide problem.A“glocal”(global to local)hydrometeorological solution for floods(GHS-F)is considered to be critical for better preparedness,mitigation,and management of different types of significant precipitation-caused flooding,which happen extensively almost every year in many countries such as China,India and the United States.Such a GHS-F model is necessary from both scientific and operational perspectives,with the strength in providing spatially consistent flood definitions and spatially distributed flood risk classification considering the heterogeneity in vulnerability and resilience across the entire domain.Priorities in the development of such a GHS-F are suggested,emphasizing the user’s requirements and needs according to practical experiences with various flood response agencies.  相似文献   

中国交通行业实施环境经济政策的协同控制效应研究     

邢有凯  刘峥延  毛显强  高玉冰  何峰  余红 《气候变化研究进展》2021,17(4):379-387

目前,交通行业已成为中国局地大气污染物和温室气体的重要排放来源之一,而且随着交通运输规模的不断扩大,与工业和生活排放相比,交通排放贡献占比呈相对增加趋势。文中构建了“CGE-CIMS联合模型”,对中国交通行业实施环境经济政策的局地大气污染物和CO₂协同控制效应进行量化评估。结果显示,与BAU情景相比,环境税、碳税、成品油消费税以及政策组合情景均促进了交通行业的电力消费替代汽油、柴油等石油制品,即使考虑政策实施后电力消费增加导致的间接排放,各情景下综合大气污染物协同减排量（ICER）仍为正值,即各项环境经济政策均具有较好的协同控制局地大气污染物和CO₂的效果。本文最后提出了包括聚焦高排放交通工具,以补贴低碳交通方式配合绿色税制改革,以及电力行业低碳发展等交通行业实施环境经济政策的配套措施建议。  相似文献   

2021年6-9月广西异常高温成因分析     

赖晟  陈思蓉  陆甲  陆虹 《气象研究与应用》2021,42(4):111-117

2021年6-9月广西经历了1951年以来最高的月平均气温,大范围高温天气频发.利用1961-2021年广西国家地面气象观测站日平均气温和日最高气温观测资料、1991-2021年ERA5再分析资料和西太平洋副热带高压指数资料,对此次广西异常高温的特征和成因进行了研究分析.结果 表明,气候变暖是导致此次高温事件的重要气候背景,西太平洋副热带高压异常偏强位置偏西偏北、中纬度西风带扰动影响偏北以及热带气旋影响偏弱是造成广西气温异常偏高的主要原因.  相似文献   

Occurrence and conceptual sedimentary model of Cambrian gypsum-bearing evaporites in the Sichuan Basin,SW China   总被引：1，自引：0，他引：1  

Hong Liu  Xiucheng Tan  Yonghao Li  Jian Cao  Bin Luo 《地学前缘(英文版)》2018,9(4):1179-1191

During the Cambrian, gypsum-bearing evaporites formed in the Sichuan Basin, SW China. These rocks are important for oil and gas sealing, but details of their distribution and origin are not well established. This study examines the regional distribution and origin of the gypsum-bearing evaporites using a comprehensive analysis of drilling data from 34 wells, 5 measured cross-sections in the basin and surrounding area, and 96 maps of area-survey data. Results show that in the stratigraphic succession, the gypsum-bearing evaporites occur mainly in the Lower Cambrian Longwangmiao Formation, the Middle Cambrian Douposi Formation, and the Middle-Upper Cambrian Xixiangchi Group. Geographically, the rocks are found mainly in the southeastern part of the basin, and the distribution of deposits shows an overall SW-NE trend. The sedimentary environments for evaporite formation were evaporative lagoon and inter-platform basin in a platform setting. Gypsum was generated by the underwater concentration of sea water in a strongly evaporative environment. Both an evaporative restricted platform and a mixeddeposition restricted platform model appear to be applicable to the development of gypsum in the Sichuan Basin. The gypsum-bearing evaporites with the best sealing capacity are located mostly in the southeastern part of the basin. These constraints can be applied directly to regional exploration, and have implications for the regional paleogeography and paleoclimate.  相似文献   

重力方法在祁连山地区构造特征与岩体解释中的应用   总被引：1，自引：1，他引：0       下载免费PDF全文

路利春  姜鸿  吴荣高  张佩  张冲  李陇锋 《中国地质调查》2018,5(3):95-103

依据地质、航磁等资料,结合实测岩石物性资料,以1∶250 000重力资料为基础对祁连山地区(张掖、刚察地区)进行综合研究。研究地质构造与地球物理特征,划分了大地构造单元,探讨了隐伏与半隐伏岩体分布。该区域经多年的重力工作,勘探面积已近3万多km²,根据重力资料研究布格重力场特征并进行分区; 对地质构造单元重新划分,对主要断裂进行探讨; 圈定隐伏与半隐伏岩体,推断其空间展布特征,并对其解释。结果表明: 祁连山地区地壳密度结构横向分区、纵向分层明显,布格重力异常场的分区特征与地质构造分区特征基本一致。结合2.5D重力剖面反演印证了新的推测结果,为综合地质、地球物理找矿提供参考。  相似文献   

鄂尔多斯盆地CO2地质封存适宜性与潜力评价     

杨红  赵习森  康宇龙  陈龙龙  黄春霞  王宏 《气候变化研究进展》2019,15(1):95-102

针对目前利用层次分析法对CO₂地质封存进行适宜性评价过程中,极少结合研究区域实际计算低层次评价指标权重,对适宜性评价结果又缺少进一步的分析,结合鄂尔多斯盆地的地质特征,通过计算指标组成权重和适宜性得分对盆地开展了CO₂地质封存适宜性评价,并以适宜区杏子川油田长4+5盖层为例,开展了盖层封闭性评价实验研究。同时,采用相应的计算方法对鄂尔多斯盆地深部咸水层和油藏的CO₂地质封存潜力进行了计算。结果表明：鄂尔多斯盆地在三叠系开展CO₂地质封存的适宜性最好,石炭-二叠系和奥陶系则次之;杏子川油田三叠系延长组长4+5盖层对区域开展CO₂地质封存具备良好的封闭性;鄂尔多斯盆地深部咸水层和油藏的CO₂有效封存量分别为1.33×10 ¹⁰ t和1.91×10 ⁹ t,且在延长石油吴起、靖边及杏子川油田共有56个CO₂地质封存适宜区,其CO₂有效封存量可达1.77×10 ⁸ t。  相似文献