A machine learning approach for predicting computational intensity and domain decomposition in parallel geoprocessing     

Peng Yue  Fan Gao  Boyi Shangguan  Zheren Yan 《International journal of geographical information science》2020,34(11):2243-2274

ABSTRACT

High performance computing is required for fast geoprocessing of geospatial big data. Using spatial domains to represent computational intensity (CIT) and domain decomposition for parallelism are prominent strategies when designing parallel geoprocessing applications. Traditional domain decomposition is limited in evaluating the computational intensity, which often results in load imbalance and poor parallel performance. From the data science perspective, machine learning from Artificial Intelligence (AI) shows promise for better CIT evaluation. This paper proposes a machine learning approach for predicting computational intensity, followed by an optimized domain decomposition, which divides the spatial domain into balanced subdivisions based on the predicted CIT to achieve better parallel performance. The approach provides a reference framework on how various machine learning methods including feature selection and model training can be used in predicting computational intensity and optimizing parallel geoprocessing against different cases. Some comparative experiments between the approach and traditional methods were performed using the two cases, DEM generation from point clouds and spatial intersection on vector data. The results not only demonstrate the advantage of the approach, but also provide hints on how traditional GIS computation can be improved by the AI machine learning.  相似文献   

大城市近郊农地流转的时空特征及影响因素     

许红梅  郭炎  李志刚  林赛南  李娈琼 《地理科学》2020,40(12):2055-2063

以武汉市蔡甸区为例，结合多源、多时段的村级农地流转数据，采用探索性空间分析和多元线性回归分析方法，揭示大城市近郊农地流转的时空特征及影响因素。研究发现：① 流转规模呈跨越式增长，经历快速增长和短期减速增长两个阶段，流转速度受土地政策影响较大；农地流转的空间分布由随机转向集聚，高高集聚区由主干道沿线转移至以农业为主的平原街镇，低低集聚区由不显著到集中于城镇化水平较高的街镇；② 控制自然、区位、社会经济等因素后，发现流转主体、流转用途对农地流转具有显著影响。建议清楚把握农地流转时空演化特征，合理选择流转主体和流转用途，以优化大城市近郊的人地关系，促进城乡统筹和乡村振兴。  相似文献   

印度河流域气温、降水、蒸发及干旱变化特征          下载免费PDF全文

赵建婷  王艳君  苏布达  陶辉  姜彤 《干旱区地理》2020,43(2):349-359

基于印度河流域及周围54个地面气象站气温、降水资料，结合CRU气温和GPCC降水全球格点化陆面再分析资料，通过插值构建了一套0.5°×0.5°分辨率1980—2016年逐月格点数据集。采用Thornthwaite方法计算了潜在蒸散发，基于标准化降水蒸散指数（SPEI），探讨了印度河流域气候变化及干旱演变特征。结果表明：（1）1980—2016年，印度河流域年平均气温以0.30℃·（10 a）^-1的速率呈显著上升趋势，21世纪初增温幅度最大；干季（11月~次年4月）升温速率较快，达0.36℃·（10 a）^-1，湿季（5~10月）增速0.25℃·（10 a）^-1。年降水量呈现少雨—多雨—少雨—多雨年代际振荡。伴随着持续升温，年和各季的潜在蒸发量增加显著。干季干旱频率较多，但湿季干旱强度高，各季干旱频率与降水呈现较一致的年代际波动；干旱的影响面积在干季呈现微弱地增加趋势，湿季却略有减少趋势。（2）空间上，除西北局部，流域其他区域的年和季平均气温、潜在蒸发量增加趋势显著，均达到95%置信水平。其中南部平原和东北山区升温幅度较高，南部平原区潜在蒸发量增加也较大。新德里到喀布尔的东南至西北带状区域的年和湿季降水量，以及喀布尔周围地区的干季降水量呈显著增加趋势。东南平原区和东北局部山区的干季，以及东北和西南局部山区的湿季呈现显著的干旱化态势，需要加强防灾减灾的意识并采取相应措施，以规避干旱增多带来的不利影响。  相似文献   

基于树轮宽度的太白山地区春季干湿变化重建          下载免费PDF全文

齐贵增  白红英  孟清  赵婷  郭少壮 《干旱区地理》2020,43(4):955-966

秦岭为我国气候分界线和南水北调中线重要水源地,太白山为其最高峰,了解太白山区域的过去干湿变化特征对气候变化机制研究和未来水资源持续利用具有重要意义。基于秦岭太白山地区太白红杉树木年轮资料及其附近的宝鸡、眉县气象站1959—2016年气象数据进行分析,重建了1852—2016年春季（3~5月）SPEI值,分析了近165 a太白山春季干湿变化特征及其与大尺度环流变化关系。结果表明：（1） 太白山地区太白红杉径向生长主要受春季气候限制;与春季SPEI值相关性最高,达到–0.72（P<0.01）,重建方程方差解释量为51.8%（调整自由度后为51.0%）。（2） 重建结果表明,近165 a来,有29 a春季为湿润年份,有23 a春季为干旱年份,分别占比为17.58%和13.94%。极端干旱年份为1892年、1929年、1945年和2006年,极端湿润年份为1881年、1921年和1990年,其中1892年（–1.73）和1881年（1.53）分别为最干旱和最湿润的年份。（3） 重建结果得到了周边地区干湿变化重建结果和历史文献灾害记载的验证;太白山地区干湿变化可以准确表征大区域干湿变化且存在2.5 a、3.1 a、3.8 a和8.4 a周期变化。太白山地区SPEI与赤道东太平洋海面温度成负相关以及与赤道西太平洋海面温度呈正相关,其干湿变化可能与ENSO活动有关。  相似文献   

ARIMA-LSTM组合模型在基于SPI干旱预测中的应用——以青海省为例          下载免费PDF全文

张建海  张棋  许德合  丁严 《干旱区地理》2020,43(4):1004-1013

开展干旱预测是有效应对干旱风险的前提基础。利用1958—2017年青海省38个气象站点逐日降水量数据计算多尺度标准化降水指数（SPI）,并建立了SPI序列自回归移动平均模型（ARIMA）、长短时记忆神经网络模型（LSTM）和基于二者优点提出的ARIMA-LSTM组合模型;对模型参数进行率定和验证后,利用所建立的模型,以西宁站点为例,对多尺度SPI值进行预测,借助均方根误差（RMSE）、平均绝对百分比误差（MAPE）和决定系数R²对所有预测模型的有效性进行判定。结果表明：ARIMA-LSTM组合模型在SPI1和SPI12的RMSE值分别为0.159 7和0.181 0,均低于ARIMA模型的1.265 4和0.293 3,说明ARIMA模型与ARIMA-LSTM组合模型对SPI的预测精度都与时间尺度有关,ARIMA模型的预测精度随着时间尺度的增加而逐渐提高;结合GIS并利用实测数据与模型的预测数据相比较说明ARIMA-LSTM组合模型相比于单一ARIMA模型的预测精度更高,且能够很好拟合不同时间尺度的SPI值。  相似文献   

新疆公共服务资源空间配置与城乡互动耦合协调发展评价          下载免费PDF全文

吴文婕  韩鹤  赵艳梅  桑川  王梦珂 《干旱区地理》2020,43(4):1117-1126

公共服务资源是社会发展的“先行资本”,对于区域社会经济发展与城乡融合发展具有正面外部效应。依据公共服务资源公平性、效益性与协调性原则,结合AHP、熵值与聚类分析方法,建立新疆公共服务资源配置与城乡互动效益评价指标体系,利用协调耦合发展模型,揭示研究区公共服务、城乡互动发展以及两者耦合协调度的总体特征和空间特征。结果表明：（1） 新疆各地不同类型公共服务资源空间配置公平性有所差异,空间非公平性>人口非公平性。（2） 公共服务资源综合效益以及城乡互动发展水平呈现较低、一般（中等）、较高三个类型。（3） 公共服务效益空间分异特征呈现出东南片区>西北片区;城乡互动水平空间差异呈现出天山北坡经济带高于其他区域。（4） 新疆大部分处于城乡互动与公共服务相互影响、相互磨合的过渡发展阶段,导致公共服务损益或城乡互动损益,个别区域处在两个系统相互制约、失调衰退阶段。通过进一步提出加快建立健全城乡互动公共服务体系,构建大、中、小多层次城镇空间格局,继续完善和开拓新的公共服务增长点以满足不断增长的城乡社会发展需求等建议措施,为确保城乡居民生存发展公平与效率,促进公共服务与城乡互动耦合协调发展提供参考借鉴。  相似文献   

灾区恢复重建后效评估研究进展          下载免费PDF全文

赵亮  何凡能  杨帆 《干旱区地理》2020,43(5):1337-1347

随着全球变化加剧，世界各地自然灾害的频发，国际社会为应对自然灾害进行了不懈努 力，历届世界减灾大会不断强调对应急管理全流程的研究，恢复重建作为应急管理的重要环节而 得到广泛重视。积极开展灾区恢复重建后效评估有利于保障灾区恢复重建实施与区域可持续发 展。灾区恢复重建后效评估研究时间较短，首先比较分析了国内外恢复重建的内涵，明确了恢复 重建后效评估的基本概念，并梳理了灾区恢复重建后效评估的在中国的发展演变。由于灾区恢复 重建内容复杂多样，本文结合灾区恢复重建后效评估的发展历程、研究范围与关注时段，分别从项 目、要素与可持续性三个关键视角对后效评估的理论方法等展开评述，结果表明：（1）项目后效评 估在灾区恢复重建后效评估中起步较早，现有评估多集中于居民住房、基础设施、公共设施等工程 质量的评估，但缺乏对项目设计过程中社会居民参与度、公众满意度以及社会经济效益等的评 估。（2）要素后效评估在灾区恢复重建后效评估中涉及范围最广，具体包括社会、经济与环境等要 素，这些要素的评估受政策绩效影响较大，后期需要构建综合的评估体系以开展科学评估。（3）可 持续性后效评估以联合国可持续发展目标与地方国民经济与社会发展计划为基础构建评估框架， 有利于促进灾区的可持续发展。通过综合分析《仙台减轻灾害风险框架》中“重建的更好”(BBB)理 念，联合国可持续发展目标（SDGs）以及《巴黎协定》适应全球变化等诉求，结合当前灾区恢复重建 后效评估现状进行展望，以期为灾区恢复重建与可持续发展提供一个更为系统、综合的技术参考。  相似文献   

全球粮食安全格局的时空演化     

蔡建明  马恩朴  林静  廖柳文  韩燕 《地理学报(英文版)》2020,30(2):179-196

Food security is the primary prerequisite for achieving other Millennium Development Goals(MDGs).Given that the MDG of“halving the proportion of hungers by 2015”was not realized as scheduled,it will be more pressing and challenging to reach the goal of zero hunger by 2030.So there is high urgency to find the pattern and mechanism of global food security from the perspective of spatio-temporal evolution.In this paper,based on the analysis of database by using a multi-index evaluation method and radar map area model,the global food security level for 172 countries from 2000 to 2014 were assessed;and then spatial autocorrelation analysis was conducted to depict the spatial patterns and changing characteristics of global food security;then,multi-nonlinear regression methods were employed to identify the factors affecting the food security patterns.The results show:1)The global food security pattern can be summarized as“high-high aggregation,low-low aggregation”.The most secure countries are mainly distributed in Western Europe,North America,Oceania and parts of East Asia.The least secure countries are mainly distributed in sub-Saharan Africa,South Asia and West Asia,and parts of Southeast Asia.2)Europe and sub-Saharan Africa are hot and cold spots of the global food security pattern respectively,while in non-aggregation areas,Haiti,North Korea,Tajikistan and Afghanistan have long-historical food insecurity problems.3)The pattern of global food security is generally stable,but the internal fluctuations in the extremely insecure groups were significant.The countries with the highest food insecurity are also the countries with the most fluctuated levels of food security.4)The annual average temperature,per capita GDP,proportion of people accessible to clean water,political stability and non-violence levels are the main factors influencing the global food security pattern.Research shows that the status of global food security has improved since the year 2000,yet there are still many challenges such as unstable global food security and acute regional food security issues.It will be difficult to understand these differences from a single factor,especially the annual average temperature and annual precipitation.The abnormal performance of the above factors indicates that appropriate natural conditions alone do not absolutely guarantee food security,while the levels of agricultural development,the purchasing power of residents,regional accessibility,as well as political and economic stability have more direct influence.  相似文献   

Changes in agricultural virtual water in Central Asia, 1992–2016     

Yan  Ziyan  Tan  Minghong 《地理学报(英文版)》2020,30(11):1909-1920

Journal of Geographical Sciences - In recent years, flows of many rivers and lakes have become reduced in arid and semi-arid regions around the world. The most typical examples of this phenomenon...  相似文献   

Volunteered geographic information research in the first decade: a narrative review of selected journal articles in GIScience     

Yingwei Yan  Chen-Chieh Feng  Wei Huang  Hongchao Fan  Yi-Chen Wang  Alexander Zipf 《International journal of geographical information science》2020,34(9):1765-1791

ABSTRACT

More than 10 years have passed since the coining of the term volunteered geographic information (VGI) in 2007. This article presents the results of a review of the literature concerning VGI. A total of 346 articles published in 24 international refereed journals in GIScience between 2007 and 2017 have been reviewed. The review has uncovered varying levels of popularity of VGI research over space and time, and varying interests in various sources of VGI (e.g. OpenStreetMap) and VGI-related terms (e.g. user-generated content) that point to the multi-perspective nature of VGI. Content-wise, using latent Dirichlet allocation (LDA), this study has extracted 50 specific research topics pertinent to VGI. The 50 topics have been subsequently clustered into 13 intermediate topics and three overarching themes to allow a hierarchical topic review. The overarching VGI research themes include (1) VGI contributions and contributors, (2) main fields applying VGI, and (3) conceptions and envisions. The review of the articles under the three themes has revealed the progress and the points that demand attention regarding the individual topics. This article also discusses the areas that the existing research has not yet adequately explored and proposes an agenda for potential future research endeavors.  相似文献