Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process     

《地学前缘(英文版)》2020,11(6):2207-2219

This investigation assessed the efficacy of 10 widely used machine learning algorithms (MLA) comprising the least absolute shrinkage and selection operator (LASSO), generalized linear model (GLM), stepwise generalized linear model (SGLM), elastic net (ENET), partial least square (PLS), ridge regression, support vector machine (SVM), classification and regression trees (CART), bagged CART, and random forest (RF) for gully erosion susceptibility mapping (GESM) in Iran. The location of 462 previously existing gully erosion sites were mapped through widespread field investigations, of which 70% (323) and 30% (139) of observations were arbitrarily divided for algorithm calibration and validation. Twelve controlling factors for gully erosion, namely, soil texture, annual mean rainfall, digital elevation model (DEM), drainage density, slope, lithology, topographic wetness index (TWI), distance from rivers, aspect, distance from roads, plan curvature, and profile curvature were ranked in terms of their importance using each MLA. The MLA were compared using a training dataset for gully erosion and statistical measures such as RMSE (root mean square error), MAE (mean absolute error), and R-squared. Based on the comparisons among MLA, the RF algorithm exhibited the minimum RMSE and MAE and the maximum value of R-squared, and was therefore selected as the best model. The variable importance evaluation using the RF model revealed that distance from rivers had the highest significance in influencing the occurrence of gully erosion whereas plan curvature had the least importance. According to the GESM generated using RF, most of the study area is predicted to have a low (53.72%) or moderate (29.65%) susceptibility to gully erosion, whereas only a small area is identified to have a high (12.56%) or very high (4.07%) susceptibility. The outcome generated by RF model is validated using the ROC (Receiver Operating Characteristics) curve approach, which returned an area under the curve (AUC) of 0.985, proving the excellent forecasting ability of the model. The GESM prepared using the RF algorithm can aid decision-makers in targeting remedial actions for minimizing the damage caused by gully erosion.  相似文献   

鲫鱼(Carassius auratus)半胱亚磺酸脱酸酶CSAD基因克隆及其表达研究     

李晓洁  唐建洲  宋鹏  伍琴  瞿符发  刘臻  鲁双庆 《海洋与湖沼》2018,49(1):134-141

本研究以鲫鱼(Carassius auratus)为研究对象,采用巢式PCR和RACE技术克隆鲫鱼半胱亚磺酸脱酸酶CSAD基因c DNA序列,并且利用实时荧光定量PCR检测了CSAD m RNA在鲫鱼不同组织和昼夜节律中的相对表达水平,同时还研究了牛磺酸对鲫鱼肠道CSAD m RNA表达的影响。结果表明:(1)鲫鱼CSAD基因c DNA序列包含186bp的5?UTR序列,675bp的3?UTR序列,1503bp开放阅读框,编码500个氨基酸。同源性分析表明,鲫鱼和鲤鱼的同源性为97.2%。系统发育分析表明,鲫鱼与鲤鱼之间的亲缘关系最接近,置信度为100。经预测,其编码的蛋白质的分子量和等电点分别为56.82k Da和5.77;(2)Ca CSAD m RNA在肌肉、心脏、肠道及肝脏中的表达水平较高,在脑和鳃组织中的相对表达量较低;(3)鲫鱼肠道CSAD m RNA的相对表达量在6:00am点时最高,9:00pm点时相对表达量最低;(4)鲫鱼CSAD的相对表达丰度随着牛磺酸添加量的增加而逐渐下降。本研究结果不仅有助于理解鲫鱼CSAD基因的分子特征,同时将为进一步研究鱼类CSAD营养调控功能提供理论依据。  相似文献   

Holocene relative sea level history and Storegga tsunami run‐up in Lyngen,northern Norway          下载免费PDF全文

Henrik Rasmussen  Stein Bondevik  Geoffrey D. Corner 《第四纪科学杂志》2018,33(4):393-408

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强雷暴天气的闪电和雷达回波特征个例分析     

张春燕  刘霞  高文俊  周宝琴  张国平 《热带气象学报》2021,37(3):419-426

利用粤港澳闪电定位系统、广州多普勒天气雷达和自动气象站等资料, 分析了2017年6月2日发生在广州市中北部的一次强雷暴天气过程的地闪变化特征及闪电与雷达回波特征的关系。(1)本次强雷暴天气是华南一起典型的以西南急流和切变线为环流背景的强对流天气过程。在整个雷暴生命史中以负地闪为主, 占69.3%;正闪在雷暴发展的初始和结束阶段占比较大。(2)闪电频数分布与强雷达回波区域存在着较好的对应关系, 闪电活动位置稍有提前, 地闪频数峰值的时间比雷达回波峰值时间平均提前了11.1 min。(3)回波顶高是产生闪电的先决条件, 闪电较多分布在回波顶高9~15 km范围内, 地闪频数峰值落后于回波顶高峰值12~18 min。   相似文献   

海南岛北部全新世最大海侵古岸线的发现及其意义     

张磊  王超群  麦发海  贾丽云  孙东霞  张耀玲  杨肖肖  韩建恩  韩帅  吕同艳  杜建军  赵希涛  胡道功 《地质论评》2022,68(6):2269-2276

全新世大暖期的最大海侵对沿海地区具有深刻影响,但是海南岛北部全新世的最大海侵范围研究较少。本研究利用高精度DEM数据解译以及野外钻探验证,发现海南岛北部全新世精确的最大海侵古岸线空间展布位置,其总面积约260 km2,其中约115 km2属于现今的江东新区规划建设范围内,占整个江东新区规划面积的38%。海南岛北部全新世最大海侵古海岸线的发现,不仅对理解南海全新世高海平面特征及规律提供琼北地区新证据,并且对海南自贸区（江东新区）应对未来海平面升高问题提供背景参照。  相似文献   

台风“摩羯”与“温比亚”环流中龙卷小尺度涡旋特征及可预警性分析          下载免费PDF全文

刁秀广  孟宪贵  张立  任钟冬  赵海军 《山东气象》2019,39(3):19-28

利用多普勒天气雷达探测资料,结合常规气象观测资料和天气实况及灾情调查,对2018年8月14日台风“摩羯”（1814）和8月19日台风“温比亚”（1818）产生龙卷的环境物理量及龙卷风暴强度结构特征进行了分析,对诱发龙卷和未诱发龙卷的小尺度气旋性涡旋特征进行了对比。结果表明：两次台风减弱低压东北象限是龙卷发生的关键区,低层高湿,强的低层垂直风切变和大的相对风暴螺旋度是关键物理量;龙卷出现时都伴有ΔV＞20.0 m·s-1的小尺度气旋性涡旋,且基本出现在2.0 km高度以下,但并不是所有这种低层小尺度气旋性涡旋都能诱发龙卷;以ΔV＞20.0 m·s-1为阈值,龙卷识别具有较高的命中率,识别准确率为31.8%,空报率为67.4%,漏报率为6.7%;约35.7%的龙卷没有识别时间提前量,半数龙卷几乎没有预警时间提前量。  相似文献   

Response of ocean dynamics to multiple equilibria of the Kuroshio path South of Japan     

《Dynamics of Atmospheres and Oceans》2019

Variability of the Kuroshio path to the south of Japan plays a central role in the local climate change and exerts tremendous influences on the local atmosphere and ocean. In this study, the response of ocean dynamics, in terms of the eddy kinetic energy (EKE), potential vorticity (PV), relative vorticity, and eddy-mean flow interaction, to the Kuroshio path change is discussed. Kuroshio path south of Japan includes the near-shore non-large meander (nNLM), the off-shore non-large meander (oNLM), and the typical large meander (tLM). Analyses reveal that the distribution of EKE, PV, relative vorticity, and energy exchange between the eddy field and the mean flow respectively varies with the Kuroshio path: (1) The tLM has the maximum EKE along the path; (2) The positive and negative PV are located at the onshore and offshore side of Kuroshio axis, respevetively; (3) The distributions of anomalous relative voritcity of nNLM, oNLM, and tLM are consistent with sea surface height anomalies (SSHAs); (4) The tLM has the largest energy exchange between the eddy field and the mean flow in terms of the rate of barotropic energy conversion. On the other hand, the stability analysis of ocean currents suggests that the three Kuroshio paths south of Japan have their own intrinsic properties of the instability.  相似文献   

那曲高寒草地总体输送系数及地面热源特征     

郑汇璇  胡泽勇  孙根厚  谢志鹏  严晓强  王奕丹  付春伟 《高原气象》2019,38(3):497-506

利用中国科学院那曲高寒气候环境观测研究站那曲/BJ观测点的野外观测数据,估算了青藏高原那曲地区典型高寒草地下垫面的热量和水汽总体输送系数以及地表大气相对湿度因子,在此基础上利用中国气象局那曲气象站1980-2016年的常规业务观测数据,采用总体输送法计算并分析了那曲高寒草地地表通量特征。研究结果表明:(1)那曲/BJ观测点地表大气相对湿度因子γ的数值在33%~62%,9月最大,2月最小,热量和水汽输送系数CH和Cλ的季节变化范围分别在1.6×10^-3~2.7×10^-3和1.0×10^-3~2.0×10^-3,两者存在较大的差异。(2)1980-2016年那曲高寒草地感热通量总体呈现减弱趋势,而潜热通量呈现增强趋势,导致地面热源变化趋势不明显;分阶段来看,感热通量的变化在2004年前后发生转折,转折点前后的趋势为先减弱后增加,潜热通量在1994-2005年下降趋势明显,这也导致地面热源在1995-2005年有一个明显的减少。(3)年内季节变化上潜热通量相较于感热通量更明显,地面热源的季节变化更依赖于潜热通量的季节变化。  相似文献   

基于单位四元数的单独像对相对定向     

柳建锋  盛庆红  王惠南 《测绘工程》2015,(6)

目前对单位四元数描述空间旋转的应用,基本上是将其转换成旋转矩阵的形式,而忽略了单位四元数描述空间向量旋转具有描述几何关系的直观性以及运算简洁的优势。基于此提出一种基于单位四元数的单独像对相对定向法,方法首先采用向量描述同名光线,然后利用单位四元数描述立体像对中左右影像同名光线的变换关系,建立单位四元数共面条件方程模型,再按照带有约束条件的间接平差原理进行最小二乘平差,确定相对定向元素。针对RC30航空影像和低空无人机影像采用单位四元数法分别进行单独像对相对定向实验,结果表明单位四元数相对定向方法计算精度较高,为解决摄影测量中坐标变换问题提供更多选择。  相似文献   

同波束干涉测量在月面相对定位中的应用     

黄岸毅  谢鑫  张智斌  李恒年 《测绘学报》2015,44(9):973-979

基于同波束干涉测量原理和观测模型,针对月面目标特性,推导了给定着陆器先验位置的差分时延、差分时延率观测方程。引入指定高程约束、月球数字地形模型等约束方程,提出巡视器相对位置确定的卡尔曼滤波算法。通过仿真数据进行了验证和评估,表明该算法可快速、较高精度地确定月面巡视器相对着陆器的位置。  相似文献