Modeling spatially non-stationary land use/cover change in the lower Connecticut River Basin by combining geographically weighted logistic regression and the CA-Markov model   总被引：2，自引：0，他引：2  

Hui Wang  Scott R. Stephenson  Shijin Qu 《International journal of geographical information science》2019,33(7):1313-1334

Simulating land use/cover change (LUCC) and determining its transition rules have been a focus of research for several decades. Previous studies used ordinary logistic regression (OLR) to determine transition rules in cellular automata (CA) modeling of LUCC, which often neglected the spatially non-stationary relationships between driving factors and land use/cover categories. We use an integrated geographically weighted logistic regression (GWLR) CA-Markov method to simulate LUCC from 2001–2011 over 29 towns in the Connecticut River Basin. Results are compared with those obtained from the OLR-CA-Markov method, and the sensitivity of LUCC simulated by the GWLR-CA-Markov method to the spatial non-stationarity-based suitability map is investigated. Analysis of residuals indicates better goodness of fit in model calibration for geographically weighted regression (GWR) than OLR. Coefficients of driving factors indicate that GWLR outperforms OLR in depicting the local suitability of land use/cover categories. Kappa statistics of the simulated maps indicate high agreement with observed land use/cover for both OLR-CA-Markov and GWLR-CA-Markov methods. Similarity in simulation accuracy between the methods suggests that the sensitivity of simulated LUCC to suitability inputs is low with respect to spatial non-stationarity. Therefore, this study provides critical insight on the role of spatial non-stationarity throughout the process of LUCC simulation.  相似文献   

Numerical Simulation on Flow Past Two Side-by-Side Inclined Circular Cylinders at Low Reynolds Number     

Liu  Cai  Gao  Yang-yang  Qu  Xin-chen  Wang  Bin  Zhang  Bao-feng 《中国海洋工程》2019,33(3):344-355

A series of three-dimensional numerical simulations is carried out to investigate the effect of inclined angle on flow behavior behind two side-by-side inclined cylinders at low Reynolds number Re=100 and small spacing ratio T/D=1.5 (T is the center-to-center distance between two side-by-side cylinders, D is the diameter of cylinder). The instantaneous and time-averaged flow fields, force coefficients and Strouhal numbers are analyzed. Special attention is focused on the axial flow characteristics with variation of the inclined angle. The results show that the inclined angle has a significant effect on the gap flow behaviors behind two inclined cylinders. The vortex shedding behind two cylinders is suppressed with the increase of the inclined angle as well as the flip-flop gap flow. Moreover, the mean drag coefficient, root-mean-square lift coefficient and Strouhal numbers decrease monotonously with the increase of the inclined angle, which follows the independent principle at small inclined angles.

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包兰铁路沙坡头段不同编制结构的枝条阻沙栅栏防护效应风洞模拟     

康文岩  王立  屈建军  卢琴春 《中国沙漠》2020,40(2):94-99

对包兰铁路沙坡头段枝条阻沙栅栏流场结构进行风洞模拟试验。结果表明:气流在经过横向、竖向阻沙栅栏时均出现了明显的流速分区。气流在经过阻沙栅栏时速度会减弱,但是竖向枝条阻沙栅栏的综合阻风防沙效果明显优于横向阻沙栅栏,同时竖向枝条阻沙栅栏制作上具有工序简单、原材料广泛及不受枝条长度限制的特性,因此,在防沙治沙应用中,竖向枝条阻沙栅栏更适合推广。虽然孔隙度是阻沙栅栏设计的重要技术参数,但栅栏结构对风沙流场产生直接影响,是决定着其对风沙活动防护效应高低的关键因子。  相似文献   

基于广义回归神经网络的全球表层海水1°×1°二氧化碳分压数据推演     

钟国荣  李学刚  曲宝晓  王彦俊  袁华茂  宋金明 《海洋学报》2020,42(10):70-79

表层海水二氧化碳分压是评估海洋碳源汇强度的关键参数，但其实测数据较少、时空分布极不均匀，导致二氧化碳交换通量的估算有很大的不确定性，海洋源汇特征就不能确切获取。为了解决这个难题，在收集的表层大洋二氧化碳地图(Surface Ocean CO₂ Atlas，SOCAT)实测数据集基础上，运用广义回归神经网络建立二氧化碳分压与经纬度、时间、温度、盐度和叶绿素浓度间的非线性关系，构建了1998?2018年间全球1°×1°经纬度的表层海水二氧化碳分压格点数据，其标准误差为16.93 μatm，平均相对误差为2.97%，优于现有研究中的前反馈神经网络、自组织映射神经网络和机器学习算法等方法。根据构建的数据所绘制的全球表层海水二氧化碳分压的分布与现有研究有较好的一致性。  相似文献   

加权空-谱联合保持嵌入的高光谱遥感影像降维方法     

黄鸿  石光耀  段宇乐  张丽梅 《测绘学报》2019,48(8):1014-1024

高光谱遥感影像数据量大、波段数多，容易导致"维数灾难"。传统流形学习方法一般仅考虑其光谱特征，忽略了空间信息。为此提出一种非监督的基于加权空-谱联合保持嵌入（WSCPE）的维数约简算法。首先采用加权均值滤波（WMF）方法对高光谱影像进行滤波，以消除噪点和背景点的干扰。然后根据遥感影像地物分布的空间一致性，通过采用加权空-谱联合距离（WSCD）来融合像素点的光谱信息和空间信息，有效选取各像素点的空-谱近邻，并根据像素点与其空-谱近邻点之间的坐标距离来有区别的利用其近邻点进行流形重构，提取低维鉴别特征进行地物分类。在PaviaU和Indian Pines数据集上的分类结果表明，总体分类精度分别达到了98.89%和95.47%。该方法在反映影像内部流形结构的同时，有效融合了影像的空间-光谱信息，故能提高影像特征的鉴别性，并提升分类性能。  相似文献   

A sequential sparse polynomial chaos expansion using Bayesian regression for geotechnical reliability estimations     

Qiujing Pan  Xingru Qu  Leilei Liu  Daniel Dias 《国际地质力学数值与分析法杂志》2020,44(6):874-889

Polynomial chaos expansions (PCEs) have been widely employed to estimate failure probabilities in geotechnical engineering. However, PCEs suffer from two deficiencies: (a) PCE coefficients are solved by the least-square minimization method which easily causes overfitting issues; (b) building a high order PCE is often computationally expensive. In order to overcome the aforementioned drawbacks, the Bayesian regression technique is employed to evaluate PCE coefficients, which not only provides a sparse solution but also avoids overfitting. With the aid of the predictive means and variances given by Bayesian analysis, a learning function is proposed to sequentially select the most informative samples that are critical to build a PCE. This sequential learning scheme can highly enhance the computational efficiency of PCEs. Besides, importance sampling (IS) is incorporated into the sequential learning (SL)-PCEs to deal with geotechnical problems with small failure probabilities. The proposed method of SL-PCE-IS is applied to three illustrative examples, which shows that the improved PCE method is more effective and efficient than the common PCEs method, leading to accurate estimations of small failure probabilities using fewer training samples.  相似文献   

Mass motion in upper solar chromosphere detected from solar eclipse observation     

Zhi Li  Zhongquan Qu  Xiaoli Yan  Guangtao Dun  Liang Chang 《Astrophysics and Space Science》2016,361(5):159

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二价铁氧化对铁锰循环功能微生物活性的影响及机制          下载免费PDF全文

屈婧祎  童曼  袁松虎 《地球科学》2021,46(2):632-641

地质微生物是沉积环境中铁、锰氧化还原循环的主要驱动因子,铁锰共存环境中二价铁氧化对不同铁、锰循环功能微生物活性的影响差异和机制尚不清楚.以铁还原菌Shewanella oneidensis MR-1、铁氧化菌Pseudogulbenkiania sp.strain 2002、锰氧化菌Pseudomonas putida MnB1和Leptothrix discophora SS-1作为代表性的铁、锰循环功能微生物,利用平板计数、荧光显微镜等手段探究了Fe(II)氧化对功能微生物活性的影响差异及机制.结果表明0.05 mM Fe2+氧化60 min可使MR-1和MnB1的活菌数量降低4~5个数量级,SS-1及S.2002无显著失活.Fe(II)氧化产生的吸附态。OH和胞内。OH是细菌失活的主要原因,胞外H₂O₂、胞外游离态。OH和三价铁氧化物是细菌失活的次要原因,SS-1及S.2002产生了氧化应激反应,成功抵御了活性氧化物种.   相似文献   

从反射地震剖面认识龙门山断裂带彭灌杂岩深部结构          下载免费PDF全文

于明羽  于常青  瞿辰  王琪  曾祥芝  田镇瑜  郑晓杰 《地球科学》2021,46(5):1737-1748

彭灌杂岩位于龙门山断裂带中段,是龙门山区域地质构造重要组成部分.通过对一条穿过彭灌杂岩中部的深地震反射剖面进行分析解释,描述该区域彭灌杂岩深部结构特征及形成机制.地震反射剖面分析表明彭灌杂岩在纵深上存在分层结构,且彭灌杂岩存在底界面,在该区域表现出无根特征,参考岩体层倾向推断原岩应来自现位置西北方向更深部;同时剖面能量图上映秀-北川深部断裂位置发育在彭灌杂岩体不同分层间隙,未破坏彭灌杂岩主岩体深部结构,彭灌杂岩体浅部的断层发育与龙门山地表断裂系统一致,表明彭灌杂岩成岩时间早于龙门山构造运动;综合岩性及成岩时间推断彭灌杂岩源于现有位置的西北方向大陆基底,由印支期板块运动中松潘陆块基底物质多期次上涌形成,并在喜山运动期受到西北方向应力推覆隆起到达目前位置.   相似文献   

广东省揭阳市土壤铅的空间分布特征及影响因素     

臧传子  温汉辉  蔡立梅  罗杰  徐述邦  梅敬娴 《现代地质》2021,35(5):1425-1432

以广东省揭阳市土壤为研究对象,采集了表层土壤(0~20 cm)样1 330个和深层土壤(>150 cm)样331个,测定了土壤Pb含量。利用GIS空间分析技术、半变异函数拟合和方差分析等方法研究土壤Pb含量的空间结构、特征和影响因素。结果显示: 揭阳市不存在明显的土壤Pb污染,表层土壤Pb含量平均值39.26 mg/kg,低于揭阳市土壤Pb背景值(43.71 mg/kg),略高于广东省土壤Pb背景值(36.00 mg/kg);富集因子表明研究区表层土壤Pb富集程度主要为无富集和轻微富集,分别占52.11%和42.63%,Pb富集不明显;研究区表层土壤Pb空间分布呈中等自相关性;表层土壤Pb高值区主要分布在人类活动影响强烈的东部和南部地区。按土地利用、成土母质、土壤类型及其理化性质的分类统计表明,林地及未利用地表层土壤Pb含量最高;页岩风化形成的土壤Pb含量显著高于其他成土母质区土壤;黄壤Pb含量相对较高;有机碳和pH值均与土壤Pb含量呈显著正相关。  相似文献