Effects of RapidEye imagery’s red-edge band and vegetation indices on land cover classification in an arid region     

Xianju Li  Gang Chen  Jingyi Liu  Weitao Chen  Xinwen Cheng  Yiwei Liao 《中国地理科学(英文版)》2017,27(5):827-835

Land cover classification (LCC) in arid regions is of great significance to the assessment, prediction, and management of land desertification. Some studies have shown that the red-edge band of RapidEye images was effective for vegetation identification and could improve LCC accuracy. However, there has been no investigation of the effects of RapidEye images’ red-edge band and vegetation indices on LCC in arid regions where there are spectrally similar land covers mixed with very high or low vegetation coverage information and bare land. This study focused on a typical inland arid desert region located in Dunhuang Basin of northwestern China. First, five feature sets including or excluding the red-edge band and vegetation indices were constructed. Then, a land cover classification system involving plant communities was developed. Finally, random forest algorithm-based models with different feature sets were utilized for LCC. The conclusions drawn were as follows: 1) the red-edge band showed slight contribution to LCC accuracy; 2) vegetation indices had a significant positive effect on LCC; 3) simultaneous addition of the red-edge band and vegetation indices achieved a significant overall accuracy improvement (3.46% from 86.67%). In general, vegetation indices had larger effect than the red-edge band, and simultaneous addition of them significantly increased the accuracy of LCC in arid regions.  相似文献   

聊城市土地利用存在的问题及对策   总被引：2，自引：0，他引：2       下载免费PDF全文

李怀强  刁秀云  张士征 《山东国土资源》2006,22(4):20-21

聊城市位于山东省西部,土地总面积8715km2,占全省总面积的5.6%。辖东昌府区、临清市和阳谷、莘县、茌平、东阿、冠县、高唐6县,有129个乡(街道办事处)、6486个行政村,全市总人口563.76万,其中农业人口为427.97万。根据聊城市“十五”计划及2010年国民经济和社会发展规划纲要,到  相似文献   

汶川M_W7.9和集集M_W7.6地震前应力场转换现象及其可能的前兆意义     

刁桂苓  徐锡伟  王晓山  冯向东  杨雅琼 《国际地震动态》2010,(6):19-19

2008年四川汶川MW7.9地震和1999年台湾集集MW7.6地震均为挤压推覆构造环境条件下发生的板内逆断层型地震。本文对比分析了两次地震前的CMT解、震区附近的中小地震震源机制解及其反演的应力场可知,集集地震主震震源机制解与用台湾内陆中西部的CMT解反演得到逆断层类型构造应力场吻合,而震区附近中小地震具有随机发生的性质,反演得到了震前与构造应力场不一致的走向滑动类型的局部应力场,但当局部应力场变化到与构造应力场一致时,数月后发生主震;同样,用青藏高原东部的CMT解震源机制反演得到走向滑动类型的构造应力场,逆冲类型的汶川主震与构造应力场的压应力轴吻合,震区附近中小地震反演得到了与构造应力场一致的区域应力场,但震前局部应力场变化为逆冲类型应力场一致时,随即发生主震。说明逆断层型主震区附近随着震源区应力积累,在震前会出现相似的应力场转换现象,当最终转换到与发生主震的应力状态一致时,表明震源区附近应力已达到相当高的应力水平,是发生大地震的征兆,应引起进一步的关注。  相似文献   

Mechanisms of Transient Postseismic Deformation Following the 2001 Mw 7.8 Kunlun (China) Earthquake     

Faqi Diao  Xiong Xiong  Rongjiang Wang 《Pure and Applied Geophysics》2011,168(5):767-779

Using global positioning system (GPS) technology, significant postseismic surface displacements were observed within the first 4 months after the 2001 Mw 7.8 Kunlun earthquake which occurred in China. In this study, we investigated the mechanisms that may have possibly contributed to the postseismic deformations that have been observed. Based on the modeling results, we find that an afterslip model can interpret postseismic displacements in the near field even when the fault plane is extended to the bottom of the crust (~70 km). Models based on the viscoelastic relaxation theory showed a large discrepancy in the spatial pattern of the deformation compared with what has been observed. Thus, we infer that both mechanisms cannot interpret the observed postseismic deformation independently. A combination of afterslip and viscoelastic relaxation can further improve the data fit, especially at sites far from the fault. With maximum afterslip of ~0.4 m occurring at a depth of 10 km in the central section, the combined model shows that the estimated afterslip occurred mostly on and below the coseismic rupture plane, as well as on its eastern extension. The estimated moment released by the afterslip in the first 4 months is almost 40% of that released by the coseismic slip. The best-fitting viscoelastic relaxation model shows a “weak” upper mantle with a viscosity of ~1.0 × 10¹⁸ Pa s. The combined model also suggests the existence of a lower crust with viscosity larger than 1.0 × 10¹⁸ Pa s, although it cannot be constrained accurately.  相似文献   

山东Ⅱ、Ⅲ类场地地震动峰值加速度放大效应分析   总被引：1，自引：0，他引：1  

刁颋 《中国地震》2011,27(1):92-98

利用山东地区实测的Ⅱ类场地358个钻孔和Ⅲ类场地140个钻孔的地震动峰值加速度,计算了各个钻孔不同超越概率的土层地震动峰值加速度的放大系数ks,结果表明:(1)同类场地土层放大系数ks值总体符合正态分布,既有相对集中性,也有离散性;(2)随着基岩面输入地震动强度的增大,ks值降低,且Ⅲ类场地ks值降低较Ⅱ类的更为明显;(3)Ⅱ类场地随着基岩输入面埋深的增加,ks值呈增加趋势,约达20m深后基本趋于稳定,而Ⅲ类场地基岩输入面埋深的增加对ks值的影响不甚显著;(4)Ⅱ类场地50年超越概率10％的平均ks值(1.47)略高于《中国地震动参数区划图》使用的全国平均ks值.本文尝试讨论了山东地区Ⅱ、Ⅲ类场地不同强度基岩峰值加速度输入的ks调整值.  相似文献   

渤海西岸暴雨中尺度对流系统的结构及成因   总被引：1，自引：1，他引：0       下载免费PDF全文

易笑园  李泽椿  孙晓磊  刘一玮  孙密娜  朱磊磊 《应用气象学报》2011,22(1):23-34

利用卫星、雷达和加密自动站等监测资料,结合VDRAS系统资料和1°×1° NCEP再分析资料,对造成黑昼和暴雨的中尺度对流系统的空间、热动力结构特征和发生、发展及维持原因进行了分析。结果表明:2004—2009年渤海西岸圆形α-中尺度对流系统有别于南方,其中只有16%可发展为中尺度复合体;黑昼现象是影响系统的特殊性所致。突发性暴雨的制造者是α-中尺度对流系统西端不断新生的β-中尺度对流系统,其发生、发展、维持与边界层内冷池外流、对流层低层 (1.3~2.4 km) 侵入的西北气流与西南气流形成的辐合线或交汇线有密切关系。α-中尺度对流系统的上升速度中心在500 hPa附近,多个β-中尺度对流系统分别具有独自的垂直气流和弱边界层环流。α-中尺度对流系统内部扰动温度呈下负上正的垂直分布,促使了不稳定层结趋于稳定;冷池呈东厚西薄的楔形结构,有利于β-中尺度对流系统发展维持。  相似文献   

Tectonic Features of the M_S8.0 Wenchuan Earthquake and Its Aftershocks     

Tian Qinjian    Diao Guiling  Hao Ping  Feng Xiangdong  Sun Qing 《中国地震研究》2009,23(4):383-391

The M8.0 Wenchuan earthquake occurred on the Longmenshan fault zone. Based on field investigation of the surface rupture and focal mechanism study of the aftershocks, we discuss the geological relationship of the main, secondary and triggered ruptures. The main rupture is about 200km long and can be divided into the south part and the north part. The south part consists of two parallel fault zones characterized by reverse faulting, with several parallel secondary ruptures on the hanging wall of the main fault, and the north part is a single main fault zone characterized by lateral strike-slip and reverse faulting. Compared to a 300km long aftershock distribution, the surface rupture only occupies 200km, and the remaining 100km on the northeast of the main rupture was triggered by aftershocks. Study on the ruptures of this earthquake will be useful for studying the earthquake risk evolution on the Longmenshan fault system.  相似文献   

黄海冷水团演变过程及其与邻近水团关系的分析   总被引：55，自引：12，他引：43  

于非  张志欣  刁新源  郭景松  汤毓祥 《海洋学报》2006,28(5):26-34

黄海冷水团是出现在黄海的一种独特的水文现象.文中利用覆盖整个黄海的GDEM三维水温资料,结合近期一些大型调查所获得的有关观测研究结果,首先较系统地分析了黄海冷水团的形成和演变过程,并对冷水团3个冷中心的季节演变提出了一些与前不同的认识.同时,通过对黄海冷水团形成、发展和消亡与该海域温跃层演变关系的分析,进一步揭示了黄海冷水团演变的机理.然后,探讨了黄海冷水团演变过程中与青岛和仁川东南海域冷水团以及东海北部底层冷水的关系.分析表明,在黄海冷水团发展的鼎盛时期,青岛冷水团和仁川东南海域冷水团以及东海北部底层冷水皆包络其中.  相似文献   

确定区域大地水准面的K-means-RBF神经网络方法     

黄子炎  王庆宾  冯进凯  谭勖立  范雕  黄炎 《测绘科学技术学报》2021,38(3):246-252

确定区域大地水准面的几何水准方法在拟合大地水面时未顾及重力场信息,仅是一种单纯的数学拟合,忽略了重力场数据自身的物理性和不同数据间的相关性.近年来,深度学习方法得到广泛重视与研究.本文提出了一种有监督学习的RBF神经网络精化大地水准面的方法,使用包含重力异常和大地水准面高的重力场数据进行神经网络训练,并采用K-mean...  相似文献   

利用多元回归分析反演西南印度洋区域海底地形     

范雕  李姗姗  杨军军  孟书宇  邢志斌  张驰  冯进凯 《测绘学报》2020,49(2):147-161

针对海底地形与重力异常和重力异常垂直梯度在相应频段呈现强线性相关的特点,引入多元回归分析技术,提出并详细推导了联合多元重力数据的海底地形建模方法。然后,在西南印度洋SWIR(Southwest India Ridge)所在部分海域开展了海底地形反演试验及地形地貌分析研究。试验结果表明:6种海深模型中,基于多元回归分析技术构建的海深模型(BDVG模型)检核精度最高,相较于S&S V18.1模型和ETOPO1模型精度分别提高了11.51%和57.81%左右;2000 m以上水深海域,各个海深模型的检核精度较高,相对误差波动较小,反映了深海海域具有良好的反演效果;地形起伏剧烈海域或者浅海海域,BDVG海深模型,相较于以重力异常和重力异常垂直梯度作为单一输入源建立的BDG模型和BVGG模型相对误差及相对误差波动变化较小,反映了BDVG模型拥有更好的稳定性,从而体现了联合反演的必要性和优势。Indomed FZ—Gallieni FZ上唯一轴部缺失裂谷洋脊段(27洋脊段)目前属于岩浆供应充足阶段,构造作用的海底扩张对其影响较小;同时由于对称裂离方式影响,27洋脊段沿轴南北对称分布有地形隆起。  相似文献