Landslide susceptibility modeling based on ANFIS with teaching-learning-based optimization and Satin bowerbird optimizer   总被引：1，自引：0，他引：1  

Wei Chen  Xi Chen  Jianbing Peng  Mahdi Panahi  Saro Lee 《地学前缘(英文版)》2021,12(1):93-107

As threats of landslide hazards have become gradually more severe in recent decades,studies on landslide prevention and mitigation have attracted widespread attention in relevant domains.A hot research topic has been the ability to predict landslide susceptibility,which can be used to design schemes of land exploitation and urban development in mountainous areas.In this study,the teaching-learning-based optimization(TLBO)and satin bowerbird optimizer(SBO)algorithms were applied to optimize the adaptive neuro-fuzzy inference system(ANFIS)model for landslide susceptibility mapping.In the study area,152 landslides were identified and randomly divided into two groups as training(70%)and validation(30%)dataset.Additionally,a total of fifteen landslide influencing factors were selected.The relative importance and weights of various influencing factors were determined using the step-wise weight assessment ratio analysis(SWARA)method.Finally,the comprehensive performance of the two models was validated and compared using various indexes,such as the root mean square error(RMSE),processing time,convergence,and area under receiver operating characteristic curves(AUROC).The results demonstrated that the AUROC values of the ANFIS,ANFIS-TLBO and ANFIS-SBO models with the training data were 0.808,0.785 and 0.755,respectively.In terms of the validation dataset,the ANFISSBO model exhibited a higher AUROC value of 0.781,while the AUROC value of the ANFIS-TLBO and ANFIS models were 0.749 and 0.681,respectively.Moreover,the ANFIS-SBO model showed lower RMSE values for the validation dataset,indicating that the SBO algorithm had a better optimization capability.Meanwhile,the processing time and convergence of the ANFIS-SBO model were far superior to those of the ANFIS-TLBO model.Therefore,both the ensemble models proposed in this paper can generate adequate results,and the ANFIS-SBO model is recommended as the more suitable model for landslide susceptibility assessment in the study area considered due to its excellent accuracy and efficiency.  相似文献   

Groundwater characteristics and climate and ecological evolution in the Badain Jaran Desert in the southwest Mongolian Plateau     

《China Geology》2021,4(3):421-432

The Badain Jaran Desert is the third largest desert in China, covering an area of 50000 km². It lies in Northwest China, where the arid and rainless natural environment has a great impact on the climate, environment, and human living conditions. Based on the results of 1∶250000 regional hydrogeological surveys and previous researches, this study systematically investigates the circulation characteristics and resource properties of the groundwater as well as the evolution of the climate and ecological environment since the Quaternary in the Badain Jaran Desert by means of geophysical exploration, hydrogeological drilling, hydrogeochemistry, and isotopic tracing. The results are as follows. (1) The groundwater in the Badain Jaran Desert is mainly recharged through the infiltration of local precipitation and has poor renewability. The groundwater recharge in the desert was calculated to be 1.8684×10⁸ m³/a using the water balance method. (2) The Badain Jaran Desert has experienced four humid stages since the Quaternary, namely MIS 13-15, MIS 5, MIS 3, and the Early–Middle Holocene, but the climate in the desert has shown a trend towards aridity overall. The average annual temperature in the Badain Jaran Desert has significantly increased in the past 50 years. In detail, it has increased by about 2.5°C, with a higher rate in the south than in the north. Meanwhile, the precipitation amount has shown high spatial variability and the climate has shown a warming-drying trend in the past 50 years. (3) The lakes in the hinterland of the Badain Jaran Desert continuously shrank during 1973–2015. However, the vegetation communities maintained a highly natural distribution during 2000–2016, with the vegetation cover has increased overall. Accordingly, the Badain Jaran Desert did not show any notable expansion in that period. This study deepens the understanding of groundwater circulation and the climate and ecological evolution in the Badain Jaran Desert. It will provide a scientific basis for the rational exploitation of the groundwater resources and the ecological protection and restoration in the Badain Jaran Desert.© 2021 China Geology Editorial Office.  相似文献   

Research achievements of the Qinghai-Tibet Plateau based on 60 years of aeromagnetic surveys     

《China Geology》2021,4(1):147-177

The Qinghai-Tibet Plateau (also referred to as the Plateau) has long received much attention from the community of geoscience due to its unique geographical location and rich mineral resources. This paper reviews the aeromagnetic surveys in the Plateau in the past 60 years and summarizes relevant research achievements, which mainly include the followings. (1) The boundaries between the Plateau and its surrounding regions have been clarified. In detail, its western boundary is restricted by West Kunlun-Altyn Tagh arc-shaped magnetic anomaly zone forming due to the arc-shaped connection of the Altyn Tagh and Kangxiwa faults and its eastern boundary consists of the boundaries among different magnetic fields along the Longnan (Wudu)-Kangding Fault. Meanwhile, the fault on the northern margin of the Northern Qilian Mountains serves as its northern boundary. (2) The Plateau is mainly composed of four orogens that were stitched together, namely East Kunlun-Qilian, Hoh-Xil-Songpan, Chamdo-Southwestern Sanjiang (Nujiang, Lancang, and Jinsha rivers in southeastern China), and Gangdese-Himalaya orogens. (3) The basement of the Plateau is dominated by weakly magnetic Proterozoic metamorphic rocks and lacks strongly magnetic Archean crystalline basement of stable continents such as the Tarim and Sichuan blocks. Therefore, it exhibits the characteristics of unstable orogenic basement. (4) The Yarlung-Zangbo suture zone forming due to continent-continent collisions since the Cenozoic shows double aeromagnetic anomaly zones. Therefore, it can be inferred that the Yarlung-Zangbo suture zone formed from the Indian Plate subducting towards and colliding with the Eurasian Plate twice. (5) A huge negative aeromagnetic anomaly in nearly SN trending has been discovered in the middle part of the Plateau, indicating a giant deep thermal-tectonic zone. (6) A dual-layer magnetic structure has been revealed in the Plateau. It consists of shallow magnetic anomaly zones in nearly EW and NW trending and deep magnetic anomaly zones in nearly SN trending. They overlap vertically and cross horizontally, showing the flyover-type geological structure of the Plateau. (7) A group of NW-trending faults occur in eastern Tibet, which is intersected rather than connected by the nearly EW trending that develop in middle-west Tibet. (8) As for the central uplift zone that occurs through the Qiangtang Basin, its metamorphic basement tends to gradually descend from west to east, showing the form of steps. The Qiangtang Basin is divided into the northern and southern part by the central uplift zone in it. The basement in the Qiangtang Basin is deep in the north and west and shallow in the south and west. The basement in the northern Qiangtang Basin is deep and relatively stable and thus is more favorable for the generation and preservation of oil and gas. Up to now, 19 favorable tectonic regions of oil and gas have been determined in the Qiangtang Basin. (9) A total of 21 prospecting areas of mineral resources have been delineated and thousands of ore-bearing (or mineralization) anomalies have been discovered. Additionally, the formation and uplift mechanism of the Plateau are briefly discussed in this paper.©2021 China Geology Editorial Office.  相似文献   

2018年全球重大天气气候事件及其成因   总被引：5，自引：3，他引：2       下载免费PDF全文

孙劭  李多  王遵娅  王国复  柯宗建 《气象》2019,45(4):533-542

2018年全球主要温室气体浓度继续攀升,地表温度相比工业化前水平偏高0.99℃,为有观测记录以来的历史第四高值。全球冰川总量连续31年减少,南北极海冰范围全年处于历史低位。全球海洋表面温度较常年显著偏高,海平面继续加速上升,海洋热含量创历史新高,海洋酸化的影响日益加剧。年内,世界各地发生了许多重大天气气候事件,包括北半球异常活跃的热带气旋季、欧洲夏季持续性高温干燥天气、印度西南部的特大洪灾、澳洲东部严重旱情、欧美多地的低温暴雪以及全球多地的森林大火和强对流天气,造成了严重的人口伤亡和社会经济损失。本文系统性总结了2018年全球重大天气气候事件及其影响,并重点分析了印度近百年来最严重洪灾和美国东海岸爆发性低温雨雪冰冻两个典型气候事件的形成原因。分析表明,夏季南亚季风强度偏强、控制时间偏长,8月在南亚季风槽西部位置偏北、索马里越赤道急流偏强的共同作用下,南印度洋及阿拉伯海上空的水汽大量向印度地区输送,持续性的强降水天气引发了该地区近百年以来最严重的洪灾;1月上旬,在耦合的急流结构、强烈的海洋温度梯度以及气旋外围气温偏高的共同作用下,冬季风暴格雷森在短时间内爆发性加强,造成美国东海岸出现气温骤降、强风暴雪等剧烈天气现象。  相似文献   

基于暴雨内涝模型的天津市西青区中小河流暴雨洪涝灾害评估     

陈靖  高强  李培彦  解以扬  王秀俊  刘志杰  韩玥 《气象科技》2019,47(1):147-153

利用ARCGIS对天津市西青区的高精度地理信息数据、排水设施和排水方式进行预处理,以西青区下垫面和明渠河道的水流运动为模拟对象,建立天津市西青区中小河流暴雨洪涝仿真模型。以区内14条二级河道的水位变化作为模型的动态侧边界条件,针对2016年7月20日的大暴雨过程,设计了4个模拟方案,对河道高水位及暴雨造成的洪涝淹没过程进行评估,并将模拟结果与实际调查内涝灾情进行对比,结果表明,模型可以较客观地反映暴雨和河道水位变化对城镇造成的内涝灾害情况。  相似文献   

京津冀区域龙卷风灾害特征分析   总被引：1，自引：0，他引：1  

杜康云  顾光芹  许启慧  杨铭  刘金平  白璐瑶 《气象科技》2019,47(1):140-146

基于气象报表、中国气象灾害大典、气象灾情数据库以及档案馆地方志等历史资料,查阅1956—2016年京津冀区域的龙卷风个例,按照"增强藤田级别"龙卷风强度等级分类标准,采用专家评定法对龙卷风个例进行定级,并运用时间序列、趋势分析和空间分析方法,对龙卷风的时空分布、灾害特征进行了统计分析。主要结论如下:①1956—2016年,京津冀区域共确认龙卷风个例188个,空间分布上,龙卷风发生最多的区域有2个,一是张家口坝上4县:张北、尚义、沽源、康保,二是京津冀东部地区,特别是沧州、天津、唐山、秦皇岛沿海地区是龙卷风高发区;②时间分布上,1985—1993年龙卷风发生次数最多,90年代以后呈下降趋势;③龙卷风在夏季发生次数占总数的81.9%,龙卷风主要发生时段为11:00—20:00;④对有灾情记录的122个龙卷风个例,经专家评定,EF4和EF3级各1例,EF2级14例,EF1级52例,EF0级54例。  相似文献   

西北太平洋热带气旋变性过程中的风及降水分布变化特征分析     

王佳琪  李英 《大气科学》2019,43(6):1329-1343

利用中国气象局上海台风研究所（CMA/STI）整编的热带气旋最佳路径资料、美国飓风联合警报中心（JTWC）最佳路径资料、美国国家海洋与大气管理局（NOAA）的全球多平台热带气旋风场资料（MTCSWA）和CMORPH降水资料、日本卫星云顶黑体辐射温度（T_BB）资料等,分析1987～2016年30年间西北太平洋228个变性热带气旋（ETTC）的活动规律、风与降水分布及其演变特征。结果表明:（1）ETTC年均7.6个,除1～2月,各月均有分布,峰值在9月。约90.4%的ETTC变性位置在30°N以北,仅约9.6%在30°N以南较低纬度,且多发生于春夏和秋冬交替季节。（2）TC（热带气旋）变性通常发生在其转向后,半数以上移速加快,大多数中心气压升高或维持,仅10.5%降低。（3）变性过程中ETTC近中心最大风速减小,最大风速半径增大,内核趋于松散。其34节风圈半径北侧明显大于南侧,风场结构非对称性增强。（4）ETTC强风和强降水呈显著非对称性分布,其强风区主要出现在ETTC中心东侧,即路径右后方;强降水区主要出现在北侧,且变性后在东北象限向外扩张。（5）较强的环境水平风垂直切变（VWS）是影响ETTC风及降水分布的重要因子。强降水主要出现在顺风切方向及其左侧,强风（去除TC移速时）出现在切变左侧。  相似文献   

基于雷电监测资料的南充市雷电灾害风险区划研究          下载免费PDF全文

杨崧令  李文明  卜俊伟  何俊峰 《高原山地气象研究》2019,39(1):81-86

选取闪电密度、雷暴日、经济损失风险、生命损失风险等作为各县(市、区)雷电灾害易损性评估指标;并在此基础上,建立雷电灾害评估体系,对各县(市、区)的雷灾易损性进行了综合评价,进行区划分析。基于南充市雷电监测数据和人文经济指标而制作的全市雷电灾害风险区划,可以为全市雷电灾害防御提供科学依据,能有效降低因雷电灾害带来的生命财产损失和社会影响,提高灾害天气预报、预警能力,提升气象防灾减灾能力。基于南充市雷电监测数据而统计出的闪电密度、雷暴日数更具客观性。  相似文献   

华南地区7-10月两类区域性极端降水事件特征及环流异常对比   总被引：2，自引：0，他引：2       下载免费PDF全文

孙婧超  管兆勇  李明刚  于亚鑫 《气象学报》2019,77(1):43-57

利用1981—2016年7—10月中国753站逐日降水资料、气象信息综合分析处理系统（MICAPS）逐日站点降水资料、日本东京台风中心西北太平洋热带气旋（TC）最佳路径资料和NCEP/NCAR再分析资料集,分析了华南地区区域性日降水极端事件（RDPE事件）的统计特征及环流异常。根据华南地区RDPE事件的发生是否受热带气旋影响将其分为TCfree-RDPE和TCaff-RDPE两类事件,其中TCaff-RDPE事件占42%且集中发生在8月4—5候;TCfree-RDPE事件以7月发生频数最多,占其总频次的1/2以上。TCfree-RDPE事件发生时,华南地区受异常气旋性环流控制,来自西太平洋和中国南海的暖湿气流与北方冷气团在此汇合并形成一条狭长的水汽辐合带,低层辐合、高层辐散,显著强烈的上升运动为TCfree-RDPE事件的发生与维持提供了有利条件;与此同时,波扰动能量由高原东北侧及河西走廊地区向华南一带传播并在华南显著辐合,有利于华南上空扰动的发展和维持。TCaff-RDPE事件发生时,华南上空由低层到高层的斜压环流结构更为明显,异常上升运动更加强烈,热带气旋在其运动过程中携带了大量源自孟加拉湾、中国南海和西太平洋地区的水汽并输送至华南地区,水汽辐合气流更为强盛。同时,波扰动能量由高纬度地区沿河西走廊向下游传播,但在华南地区辐合不甚明显。两类极端事件发生时,加热场上的差异亦明显。华南及邻近地区上空的大气净加热及其南侧大范围区域的净冷却所形成的加热场梯度对TCfree-RDPE事件的发生有利。而TCaff-RDPE事件发生时,〈Q₁〉和〈Q₂〉在经向上由18°N以南、华南及其邻近地区、32°N以北呈负—正—负的异常分布型,正距平值更高,加热场梯度更大,有利于TCaff-RDPE事件的维持。这些结果有利于人们认识和预测华南区域性日降水极端事件的发生。   相似文献   

一次“晴天霹雳”致死事件分析   总被引：1，自引：0，他引：1       下载免费PDF全文

殷启元  范祥鹏  张义军  张阳  郑栋  陈绍东 《气象学报》2019,77(2):292-302

对2017年广州从化地区一次"晴朗"天气下的闪电致死事件进行调查分析发现,这次事件是闪电首先击中一棵大树,然后击中附近人员头顶致死。根据目击者描述的时间和位置,利用闪电低频电场变化探测阵列的定位数据和广东电力等系统的雷电定位数据,结合广州番禺雷达观测资料,确定此事件是由一次含有7次回击的地闪过程的首次回击造成,其电流峰值强度为-30.9 kA。闪电起始于13.0 km高度的云内,经约600 ms云内发展过程后闪电通道从云体延伸出来,云砧区边缘（0 dBz）到回击点水平距离约300 m,降水区边缘（18 dBz）到回击点水平距离约1.8 km。使用雷击现场等效电路模型,计算旁络闪击空气击穿场强可击穿空气与人头部连接为通路,根据电路分流原理,如果雷电流击中13 m高的大树后流经到"跳点"（树干上方1/4）处后,则有13.2 kA雷电流直接闪击到受害者身上,同时还承受了78.3 kV跨步电压伤害,而距离雷击点10 m远的目击者仅承受1.3 kV跨步电压。   相似文献