Seismic ground-roll noise attenuation using deep learning     

Harpreet Kaur  Sergey Fomel  Nam Pham 《Geophysical Prospecting》2020,68(7):2064-2077

We propose to adopt a deep learning based framework using generative adversarial networks for ground-roll attenuation in land seismic data. Accounting for the non-stationary properties of seismic data and the associated ground-roll noise, we create training labels using local time–frequency transform and regularized non-stationary regression. The basic idea is to train the network using a few shot gathers such that the network can learn the weights associated with noise attenuation for the training shot gathers. We then apply the learned weights to test ground-roll attenuation on shot gathers, that are not a part of training input to obtain the desired signal. This approach gives results similar to local time–frequency transform and regularized non-stationary regression but at a significantly reduced computational cost. The proposed approach automates the ground-roll attenuation process without requiring any manual input in picking the parameters for each shot gather other than in the training data. Tests on field-data examples verify the effectiveness of the proposed approach.  相似文献   

Bidirectional shaking table tests of a low-cost friction sliding system with flat-inclined surfaces     

Miguel B. Brito  Mitsuyoshi Akiyama  Yoshitaka Ichikawa  Hiroki Yamaguchi  Riki Honda  Naomitsu Ishigaki 《地震工程与结构动力学》2020,49(8):817-837

A novel low-cost friction sliding system for bidirectional excitation is developed to improve the seismic performance of reinforced concrete (RC) bridge piers. The sliding system is a spherical prototype developed by combining a central flat surface with an inclined spherical segment, characterized by stable oscillation and a large reduction in response accelerations on the flat surface. The inclined part provides a restoring force that limits the residual displacements of the system. Conventional steel and concrete are employed to construct a flat-inclined spherical surface atop an RC pier. The seismic forces are dissipated through the frictions generated during the sliding movements; hence, the seismic resilience of bridges can be ensured with a low-cost design solution. The proposed system is fabricated utilizing a mold created by a three-dimensional printer, which facilitates the use of conventional concrete to construct spherical shapes. The concrete surface is lubricated with a resin material to prevent abrasion from multiple input ground motions. To demonstrate the effectiveness of the system, bidirectional shaking table tests are conducted in the longitudinal and transverse directions of a scaled bridge model. The effect of the inclination angle and the flat surface size is investigated. The results demonstrate a large decrease in response acceleration when the system exhibits circular sliding displacement. Furthermore, the inclination angle that generates the smallest residual displacement is identified experimentally.  相似文献   

中国银行业基层网点的空间演化机制     

姚晓明  朱晟君 《地理研究》2020,39(2):384-398

中国银行业改革持续深化,不同类型银行的业务限制和地域限制逐步取消,银行间竞争日益激烈,重新调整网点布局已成为各家银行应对措施之一。重点关注2007—2016年中国银行业基层网点的空间演化路径,在借鉴演化经济地理研究中产业关联思想的基础上,提出地方产业基础的金融关联度和区域间投资的金融关联度两个重要变量,以此构建解释框架。考虑到中国银行业渐进式的改革历程,按银行所有制及银行规模分组进行比较分析。研究发现：① 地方银行市场竞争越激烈会显著提升产业基础、投资流向的金融关联度在银行网点布局决策中的重要性,银行网点会向金融关联度高的地区集聚;② 各影响因素的作用机制随地方银行市场环境和银行成长过程发生变化,表现出阶段性特征;③ 银行的个体异质性也是影响银行网点空间演化路径的因素之一。  相似文献   

中国区域水资源系统韧性与效率的发展协调关系评价   总被引：1，自引：0，他引：1  

孙才志  孟程程 《地理科学》2020,40(12):2094-2104

在界定水资源系统韧性概念的基础上，综合应用赋权法、SBM-DEA模型及发展协调度模型对2000—2016年全国31个省区的区域水资源系统的效率、韧性以及两者之间的发展协调关系进行评价。结果如下：① 中国区域水资源系统效率整体上处于非有效区，在研究期间呈现出在波动中上升的趋势。② 中国区域水资源系统韧性的平均值为0.39，总体水平较低，研究期间整体上呈波动上升趋势。③ 中国区域水资源系统效率与韧性的发展度总体呈现平稳上升—较快上升—急剧下降—上升的趋势，呈倒“U”型发展；协调度在研究期间呈现波动中上升趋势，大部分省区的发展度较好，而协调度较弱。④ 2000—2016年，水资源效率与韧性的发展协调度一直维持着“东?中?西”阶梯式递减格局，失调省区的数量降低，初级协调、中级协调、良好协调省区的数量逐渐提升，整体向协调趋势发展；空间格局上呈现由2000年倒“E”型对称式分布格局向如今北部围绕天津、中部围绕上海、南部围绕广东的三级格局演变，格局分布与中国三大经济区基本吻合，可知中国水资源系统效率与韧性的发展协调水平与经济发展水平之间有明显的关系。  相似文献   

社区关系、效益感知与亲旅游行为研究：一个有调节的中介作用模型          下载免费PDF全文

李东  崔春雨  马长发  关靖云  陈玥彤  王玉清 《干旱区地理》2020,43(4):1098-1107

目的地居民作为旅游活动的重要参与主体,对旅游业的行为态度不仅影响着游客的感知和体验,也对目的地旅游业的可持续发展起着重要作用。在旅游支持态度与亲环境行为等相关研究的基础上,提出亲旅游行为的概念,表达居民促进旅游业在当地更好发展的行为意向。以社会表征理论研究框架为基础,构建“社区关系—效益感知—行为态度”模型,实证考察了社区关系对亲旅游行为的影响,探讨了旅游效益感知的中介作用和旅游事件依恋的调节作用。结果表明：社区关系对目的地居民经济效益、社会效益、环境效益感知均具有显著的正向影响,积极的旅游影响感知又对亲旅游行为产生显著的正向影响作用。居民对经济、社会、环境效益的感知在社区关系与亲旅游行为之间存在多重链式中介作用,传统的中介模型低估了旅游效益感知的影响作用。旅游事件依恋正向调节了社区关系与旅游社会效益感知、环境效益感知的关系。研究结论为揭示旅游介入情境下社区关系、效益感知与亲旅游行为之间的影响机制提供了一定的理论依据,对于目的地社区旅游开发与管理具有一定的实践参考价值。  相似文献   

新冠肺炎疫情扩散与人口流动的空间关系及对中国城市公共卫生分类治理启示     

向云波  王圣云 《热带地理》2020,40(3):408-421

人口流动影响新冠肺炎疫情传播与风险扩散。基于百度迁徙大数据和各省市区卫生健康委员会数据，结合地理信息技术，研究了2020年1月1日至3月5日136个城市新冠肺炎疫情扩散与武汉市人口流出的空间关系及其对我国城市公共卫生治理启示。研究表明：1）中国新冠肺炎疫情扩散过程具有阶段性特征，经历了疫情发生与隐性扩散、快速扩散与暴发、扩散遏制和扩散衰减4个阶段。2）研究时间段武汉市人口主要流向湖北省境内以及周边省市和北京、上海、广州、深圳等一线城市，具有地理邻近性和倾向区域中心城市的人口流入特征。受地理距离、时间成本、社会经济联系、境外输入等因素的影响，新冠肺炎疫情空间分布的不平衡性明显，长江中游城市群、京津冀城市群、长三角城市群、粤港澳大湾区和成渝城市群成为新冠肺炎疫情集中分布的重点区域，一些重点出入境口岸城市的新冠疫情扩散风险较大。3）新冠肺炎疫情扩散与人口流出之间具有较强的正向等级相关性。两者之间的空间关系可以分为8种调控类型，近90%的城市具有人口流入多、确诊病例数高或人口流入少、确诊病例数低的特征。其中，人口流入多、确诊病例数高的城市主要集中分布在湖北省境内以及中国重点城市群的中心城市，其防控压力来自人口流入多、确诊病例数高带来的疫情扩散风险；而人口流入少、确诊病例数低的城市分布较为分散，其防控的难点在于提高防控对策的精准性。我国疫情防控取得了显著成效，但随着时间的演进全球疫情形势反弹的不确定性仍然存在，外防输入、内防反弹的压力依然很重，现阶段乃至未来一段时期，疫情防控将伴随中国经济社会发展成为新常态。建议针对8种调控类型，从人口流动、交通和资源等引导与管控方面分类提出精细化的疫情防控策略，提升城市公共卫生治理能力。  相似文献   

Correspondence between the large volcanic eruptions and ENSO events over AD 1525–2000     

Fang  Xiuqi  Zheng  Xue  Zhang  Xing 《地理学报(英文版)》2020,30(1):103-118

ENSO is an interannual mode which may be affected by external forcing, such as volcanic eruptions. Based on the reconstructed volcanic eruptions chronology and ENSO sequences, both 195 large volcanic eruptions(VEI≥4) and 398 ENSO(El Ni?o and La Ni?a) events were extracted from 1525 to 2000. An analysis of the correspondence between the large volcanic eruptions and ENSO events was performed by matching the large volcanic eruptions with the types and magnitudes of ENSO events present in the 0–2 years after the eruptions. The results show the following:(1) The percentages of ENSO events within the 3 years after the large eruptions had increased to 68.3% from 31.7% compared with those with no-eruptions in the previous 0–2 years. In addition, the ratio of El Ni?o to La Ni?a events turned from 2:3 to 1:1, and more El Ni?o events occurred in the 0 year after eruptions in the low-latitudes of the Northern Hemisphere and in the tropics but more La Ni?a events occurred in the 0 year after in the high-latitudes of the Northern Hemisphere and the Southern Hemisphere.(2) After the eruptions, the weak(W) El Ni?o events had increased by 8 percentage points and the very strong(VS) El Ni?o events had decreased by 10 percentage points; conversely, there was a decrease by 15 percentage points of the weak La Ni?a events and an increase by 11.4 percentage points of the very strong La Ni?a events. Specifically, the percentages of strong La Ni?a events increased to a peak at 1(+1) year after the eruptions.(3) The percentage of eruptions followed by single-year ENSO was the greatest. The percentage of ENSO events that occurred in the consecutive 2 years following an eruption was approximately equal to the percentage of events that occurred consecutively 3 years following an eruption, and both sets of ENSO magnitudes showed a decreasing trend.  相似文献   

深厚软土场地基岩地震动反演——以天津波为例          下载免费PDF全文

梁建文  张萍  何颖 《世界地震工程》2020,(3):001-11

根据天津波地表加速度记录和相应实测场地钻孔资料，采用等效线性化方法模拟土体非线性，进行了深厚软土场地基岩地震动反演，研究了频率截断对深厚软土场地基岩地震动反演的影响，为天津波地表加速度记录提供了相应的基岩地震动输入。研究表明:不同截断频率情况下，反演得到的基岩地震动峰值和反应谱曲线形状均相差悬殊，但反演后再正演所得到的地面运动与原地表记录相比，加速度时程曲线形状和峰值大小、反应谱曲线形状和峰值大小均非常接近；可根据工程需要对地表加速度记录进行不同频率的截断，反演得到所需强度的基岩地震动。  相似文献   

Experimental investigation on a cabin-suspended catamaran in terms of motion reduction and wave energy harvesting by means of a semi-active motion control system     

《Applied Ocean Research》2019

A novel concept catamaran equipped with a suspended cabin, named Wave Harmonizer Type 4 (WHzer-4), is proposed and evaluated. The mass-spring-mass system is constructed by mounting four sets of suspensions in-between the cabin and the twin-hull. Two sets of dual motor/generators (M/Gs) are attached on the center beam of the cabin's deck fore and aft. Each shaft-end of the dual M/Gs is connected to the twin-hull through a rack-pinion gear unit. In this way the vertical relative motion between the cabin and the twin-hull can be transferred into the rotational motion of the M/Gs, and vice versa. A semi-active motion control system, which contains a proportional-integral (PI) controller, is designed and applied to each of the dual M/Gs for the aim of absorbing wave energy under the condition of suppressing the local vertical velocity of the cabin as much as possible. A 1/5 scale model ship with a length of 1.6 m is built, and a forced-oscillation bench test is implemented to validate the performance of the control system. Then, a series of towing tank tests is carried out in regular head waves. The heave and pitch responses of the cabin, those of the twin-hull and the corresponding wave energy capture width ratio (CWR) at five control scenarios and two reference scenarios are investigated. Discussion on the results of the tank test shows that the motion reduction of the cabin and the wave energy harvesting can be achieved simultaneously at a few wave conditions. However, at other conditions, although noticeable amount of wave energy is harvested, motion reduction of the heave and pitch of the cabin could not be obtained at the same time. It is suggested that varying the gain settings of the PI controllers according to the location of the controllers may improve the effectiveness of the proposed control system.  相似文献   

宇宙线的超新星遗迹起源     

张轶然  刘四明 《天文学报》2019,60(5):63-84

宇宙线的起源是高能天体物理的核心问题之一.一直以来,超新星爆发被认为是能谱膝区以下宇宙线的主要来源.多波段观测表明,超新星遗迹有能力加速带电粒子至亚PeV (10~(15)eV)能量.扩散激波加速被认为是最有效的天体高能粒子加速机制之一,而超新星遗迹的大尺度激波正好为这一机制提供平台.近年来,一系列较高精度的地面和空间实验极大地推动了对宇宙线以及超新星遗迹的研究.新的观测事实挑战着传统的扩散激波加速模型以及其在银河系宇宙线超新星遗迹起源学说上的应用,深化了人们对宇宙高能现象的认识.结合超新星遗迹辐射能谱的时间演化特性,构建的时间依赖的超新星遗迹粒子加速模型,不仅能够解释200 GV附近宇宙线的能谱反常,还自然地形成能谱膝区,甚至可以将超新星遗迹粒子加速对宇宙线能谱的贡献延伸至踝区.该模型预期超新星遗迹中粒子的输运行为表现为湍流扩散,这需要未来的观测以及与粒子输运相关的等离子体数值模拟工作来进一步验证.  相似文献