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基于空地观测的地震大数据处理系统研究 被引量:2
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作者 李忠 刘海军 余伟豪 《软件》 2017年第12期54-60,共7页
地震观测数据包括地面和空间两部分,地面地震台站能够监测形变、重力、地磁、电磁、地电、流体等多种学科参数,空间卫星能够采集电离层离子密度、温度、电磁场等多种数据,数据格式多种多样,数据采样频率长短不一,属于典型的大数据。本... 地震观测数据包括地面和空间两部分,地面地震台站能够监测形变、重力、地磁、电磁、地电、流体等多种学科参数,空间卫星能够采集电离层离子密度、温度、电磁场等多种数据,数据格式多种多样,数据采样频率长短不一,属于典型的大数据。本文分析了地震监测产生的数据特点,符合大数据的"5V"特征;给出了大数据处理的技术框架,从大数据存储、预处理、大数据分析、知识发现以及知识应用几个方面,分析了大数据处理的六个层次,阐述了不同层次需要的数据处理方法;从存储管理技术、Map Reduce技术模型、深度学习技术、信息融合与数据挖掘技术、可视化展示与虚拟现实技术等几个方面探讨了地震大数据处理的关键技术,并给出了两例地震大数据应用场景。大数据技术应用于地震监测分析将对人类战胜地震灾害具有重要意义。 展开更多
关键词 空地观测 地震大数据 “5V”特征 地震监测 处理框架
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海量地震叠前数据精细质控方法及应用
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作者 邓红伟 王银 赵叙涵 《石油工业技术监督》 2024年第8期35-39,共5页
“十四五”大庆油田振兴发展进入了新阶段,对海量地震数据规模化处理提出了新要求,地震资料处理迈入了盆地级叠前大数据时代。叠前地震资料大数据质量的好坏关系着偏移成像品质的高低,因此叠前地震资料大数据的精细质控对油田勘探开发... “十四五”大庆油田振兴发展进入了新阶段,对海量地震数据规模化处理提出了新要求,地震资料处理迈入了盆地级叠前大数据时代。叠前地震资料大数据质量的好坏关系着偏移成像品质的高低,因此叠前地震资料大数据的精细质控对油田勘探开发高质量发展具有重大意义。由于数据道头信息缺项、归档内容不规范、数据回溯难、数据结构化与文档保存不同步等难题,叠前地震资料的数据质量受到不同程度的影响,无法满足勘探开发高质、高效、全生命周期的生产需求。经过不断地探索与实践,建立了“五化精细质控”,即以质控工作制度化、多级质控流程化、质控评价表单化、质控软件标准化、数据管理信息化为核心的叠前大数据精细质控方法,有效提升了地震数据品质,为地震资料高质量处理保驾护航,实现了叠前地震资料的标准化管理与规范化治理。该方法针对海量地震叠前数据,建立了盆地级地震大数据平台标准化管理与质控,统一了数据规范标准,有效提升了数据质量,完善了质量控制流程、模式,更新了质控标准,有效地支撑勘探开发核心业务的高质量、高效率、规模化发展。 展开更多
关键词 地震叠前大数据 精细质控 地震资料标准化管理
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基于Python的地震时大数据拥堵实时传输系统设计 被引量:3
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作者 王坤 张娅莉 《地震工程学报》 CSCD 北大核心 2020年第2期546-551,共6页
针对当前地震时数据传输系统存在时延高、安全性较差及数据传输拥堵等问题,提出并设计基于Python的地震时大数据拥堵实时传输系统。系统硬件主要由视频转码模块、Python交互平台、数据流传输模块和系统维护模块几部分组成。利用解协议... 针对当前地震时数据传输系统存在时延高、安全性较差及数据传输拥堵等问题,提出并设计基于Python的地震时大数据拥堵实时传输系统。系统硬件主要由视频转码模块、Python交互平台、数据流传输模块和系统维护模块几部分组成。利用解协议、解封装、解码、视频数据存储、编码、封装等实现视频转码;利用Python交互平台实现测点与地震数据监测中心之间的交互;结合CDMA传输方式与VPDN组网方式作为无线传输模块;由区域中心运维管理和通知下发等单元组成系统维护模块。系统软件分为收包与发包两种数据传输模式,以收包为主完成系统设计。实验结果表明,该系统响应速度快、延迟低,且安全性较为优越,解决了地震数据拥堵的问题。 展开更多
关键词 PYTHON 地震大数据 拥堵 传输 系统
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存储框架模型在地震资料大数据中的应用 被引量:3
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作者 金弟 庄锡进 +2 位作者 王启迪 曹晓初 王宗仁 《计算机系统应用》 2016年第2期45-51,共7页
油气勘探领域的地震资料是一种典型大数据.运用超大规模并行处理应用软件对地震资料数据进行叠前偏移成像处理,I/O存储子系统成为整个系统的主要性能瓶颈.针对该问题,本文以存储主机集群、动态存储多路径与并行文件系统为关键技术进行... 油气勘探领域的地震资料是一种典型大数据.运用超大规模并行处理应用软件对地震资料数据进行叠前偏移成像处理,I/O存储子系统成为整个系统的主要性能瓶颈.针对该问题,本文以存储主机集群、动态存储多路径与并行文件系统为关键技术进行有机结合,提出了一种存储框架模型,分析优越性,并对其进行部署.在典型应用场景下对系统的功能、性能进行测试,结果验证了系统的优点. 展开更多
关键词 地震资料大数据 存储主机集群 并行文件系统 存储多路径
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煤矿井下随采地震探测技术发展综述 被引量:32
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作者 程建远 覃思 +3 位作者 陆斌 王保利 王季 王云宏 《煤田地质与勘探》 CAS CSCD 北大核心 2019年第3期1-9,共9页
煤矿井下地震勘探的炸药震源受火工品管控影响大,且无法实现煤矿开采动力地质灾害的监测预警;随采地震是以采煤机为震源的地震探测新技术。本文回顾了国内外随采地震技术的研究现状,介绍了随采地震的方法原理和独特优势,并开展了一些先... 煤矿井下地震勘探的炸药震源受火工品管控影响大,且无法实现煤矿开采动力地质灾害的监测预警;随采地震是以采煤机为震源的地震探测新技术。本文回顾了国内外随采地震技术的研究现状,介绍了随采地震的方法原理和独特优势,并开展了一些先导性的试验研究利用。结果表明:采煤机震源具有激发能量强、频带宽、安全绿色经济、可重复等特点,可以作为随采地震探测的被动震源;采煤机震源与炸药震源的地震炮集记录接近,后者单炮信噪比相对较高;随采地震数值模拟、大数据动态处理等关键技术急需协同攻关。尽管随采地震尚处于试验研究阶段,但是它将成为未来透明工作面三维动态地质建模、开采动力地质灾害监测预警等重要手段,代表了今后煤矿智能探测技术的发展方向。 展开更多
关键词 随采地震 可控震源 采煤机震源 随采地震大数据 智能开采
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吉林省地震监测能力风险评估技术
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作者 张羽 魏美璇 +3 位作者 贺琦 刘冰扬 李一宏 任芳语 《地震地磁观测与研究》 2023年第S01期140-143,共4页
1研究背景。地震监测能力是衡量地震监测水平的重要标准,也是地震分析预报研究的数据基础,2006年建设全国数字化地震台网,是我国地震监测水平快速提升的重要开端。近年来监测能力评估技术发展迅速,2006年首次对中国数字地震台网(CDSN)... 1研究背景。地震监测能力是衡量地震监测水平的重要标准,也是地震分析预报研究的数据基础,2006年建设全国数字化地震台网,是我国地震监测水平快速提升的重要开端。近年来监测能力评估技术发展迅速,2006年首次对中国数字地震台网(CDSN)进行地震监测定位能力评估(郝春月等,2006),2010年进行泉州地震台监测能力分析,2012年进行临汾地震台监测能力评估,2013年进行波密地震台监测效能评估,2014年进行内蒙古区域地震台网的监测能力研究,2016年进行浙江、淮安、云南台网监测能力评估。 展开更多
关键词 地震监测能力 风险评估 自然灾害风险理论 地震行业大数据计算
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Design and implementation of low-cost geomagnetic field monitoring equipment for high-density deployment
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作者 Sun Lu-Qiang Bai Xian-Fu +3 位作者 Kang Jian Zeng Ning Zhu Hong Zhang Ming-Dong 《Applied Geophysics》 SCIE CSCD 2024年第3期505-512,618,共9页
The observation of geomagnetic field variations is an important approach to studying earthquake precursors.Since 1987,the China Earthquake Administration has explored this seismomagnetic relationship.In particular,the... The observation of geomagnetic field variations is an important approach to studying earthquake precursors.Since 1987,the China Earthquake Administration has explored this seismomagnetic relationship.In particular,they studied local magnetic field anomalies over the Chinese mainland for earthquake prediction.Owing to the years of research on the seismomagnetic relationship,earthquake prediction experts have concluded that the compressive magnetic effect,tectonic magnetic effect,electric magnetic fluid effect,and other factors contribute to preearthquake magnetic anomalies.However,this involves a small magnitude of magnetic field changes.It is difficult to relate them to the abnormal changes of the extremely large magnetic field in regions with extreme earthquakes owing to the high cost of professional geomagnetic equipment,thereby limiting large-scale deployment.Moreover,it is difficult to obtain strong magnetic field changes before an earthquake.The Tianjin Earthquake Agency has developed low-cost geomagnetic field observation equipment through the Beijing–Tianjin–Hebei geomagnetic equipment test project.The new system was used to test the availability of equipment and determine the findings based on big data.. 展开更多
关键词 geomagnetic field earthquake prediction low cost high density big data
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An improved predictive deconvolution based on maximization of non-Gaussianity 被引量:2
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作者 刘军 陆文 《Applied Geophysics》 SCIE CSCD 2008年第3期189-196,共8页
The predictive deconvolution algorithm (PD), which is based on second-order statistics, assumes that the primaries and the multiples are implicitly orthogonal. However, the seismic data usually do not satisfy this a... The predictive deconvolution algorithm (PD), which is based on second-order statistics, assumes that the primaries and the multiples are implicitly orthogonal. However, the seismic data usually do not satisfy this assumption in practice. Since the seismic data (primaries and multiples) have a non-Gaussian distribution, in this paper we present an improved predictive deconvolution algorithm (IPD) by maximizing the non-Gaussianity of the recovered primaries. Applications of the IPD method on synthetic and real seismic datasets show that the proposed method obtains promising results. 展开更多
关键词 Multiple attenuation NON-GAUSSIANITY predictive deconvolution
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A study on the temporal and spatial characteristics of droughts following earthquakes
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作者 张凯 汤懋苍 高晓清 《Applied Geophysics》 SCIE CSCD 2013年第4期488-495,513,共9页
According to the "jacking-up" theory, which relates the cause of earthquakes to outer core convection ascension bodies, the crust will gradually recover after an earthquake. In such cases, the crust is stretched, th... According to the "jacking-up" theory, which relates the cause of earthquakes to outer core convection ascension bodies, the crust will gradually recover after an earthquake. In such cases, the crust is stretched, the underground temperature is reduced, precipitation decreases, and drought occurs. In this paper, precipitation is compared with ground temperature and seismic data to determine the spatial and temporal relationship between earthquakes and subsequent droughts. Our objective is to develop a new method of drought prediction. With a few exceptions in location, the analysis of the first drought to occur after the Ms 〉 7 earthquakes in China's Mainland and the adjacent areas since 1950 shows that droughts tended to occur in regions near earthquake epicenters and in the eastern regions of the epicenters at the same latitude within six months after the earthquakes. In addition, and the differences between the starting time of the earthquakes and the droughts nearly share the same probability of 0 to 6 months. After careful analysis of 34 Ms 〉 6.5 earthquakes occurring in western China from 1980 to 2011, we determined that a second drought tends to occur approximately six months following the first drought, indicating a quasi-half-year period. Moreover, the duration of the quasi-half-year fluctuation increases with the magnitude of earthquake, at approximately 2.5 years for Ms 6.5 earthquake and approximately 5 years for Ms 8 earthquake. 展开更多
关键词 EARTHQUAKE crust recovery quasi-half-year period epicenter drought area side drought area
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Recent crustal movement and great earthquakes in Qinghai-Tibet sub-plate 被引量:2
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作者 Guo Liangqian Bo Wanju Yang Guohua Chen Juzhong Guo He 《Geodesy and Geodynamics》 2011年第3期50-55,共6页
Crustal movement and incremental-movement data observed repeatedly at GPS stations during 1999 -2009 were analyzed to study the effect of two earthquakes of Ms8.1 and Ms8.0 that occurred in 2001 and 2008, respectively... Crustal movement and incremental-movement data observed repeatedly at GPS stations during 1999 -2009 were analyzed to study the effect of two earthquakes of Ms8.1 and Ms8.0 that occurred in 2001 and 2008, respectively, in Qinghai-Tibet sub-plate and its eastern margin. The result revealed certain anoma- lous pre-earthquake deformation and some large co-seismic changes. Prior to the 2008 Wcnchuan Ms8.0 earthquake, the seismogenic Kunlunshan fault zone became a geographic boundary between different regional movements. At the time of the earthquake, there was an average cross-fault crustal shortening of - 1.04 m and an average right-lateral strike slip of 0.76 m along the ruptured segment, as well as a strain-energy release of -62.66 ×10.7. 展开更多
关键词 Qinghai-Tibet sub-plate' s movement field tectonic activity movement incremental field earth-quake deformation strain energy Wenchuan earthquake
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Discussion on the Abnormally Low Active Fault Slip Rate of the M_S 8. 0 Wenchuan Earthquake
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作者 Fu Zhengxiang LU Xiaojian +3 位作者 Jin Xueshen Dai Yinghua Shao Huicheng Hao Ping 《Earthquake Research in China》 2010年第3期272-280,共9页
Based on the collection of active fault slip rate data of large intra-continental shallow thrust earthquakes occurring in the triangular seismic region of the East Asia continent,a preliminary analysis has been perfor... Based on the collection of active fault slip rate data of large intra-continental shallow thrust earthquakes occurring in the triangular seismic region of the East Asia continent,a preliminary analysis has been performed with results showing that the Wenchuan,Sichuan, China earthquake ( MS = 8.0) of May 12,2008 occurred on the Longmenshan Mountain active fault with an abnormally low slip rate. 展开更多
关键词 Ms8.0 Wenchuan earthquake Fault slip rates Longmenshan fault zone Thetriangular region of the East Asia continent
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人工智能赋能,"谛听"大地声音
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作者 陈石 赵明 +3 位作者 肖卓伟 张博 马莉 张贝 《科技纵览》 2024年第9期68-71,共4页
地震学是一门观测科学,其重大突破往往来自对观测数据的深刻理解.作为地震实时监测预警领域的一次重要技术变革,中国地震局地球物理研究所人工智能地震学团队打造的包括谛听人工智能算法、谛听地震波大模型、谛听智慧盒子及边端云一体... 地震学是一门观测科学,其重大突破往往来自对观测数据的深刻理解.作为地震实时监测预警领域的一次重要技术变革,中国地震局地球物理研究所人工智能地震学团队打造的包括谛听人工智能算法、谛听地震波大模型、谛听智慧盒子及边端云一体化地震大数据处理解决方案在内的谛听防震减灾技术体系,可第一时间获取地震震源参数信息,显著提升地震信号的识别准确率和速度. 展开更多
关键词 地震震源 地震信号 人工智能 地震大数据 地震 参数信息 一体化
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Frequency band-dependence of S-wave splitting in China mainland and its implications 被引量:9
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作者 刘堃 张中杰 +1 位作者 胡家富 滕吉文 《Science China Earth Sciences》 SCIE EI CAS 2001年第7期659-665,共7页
Butterworth band-pass filter has been applied to S-wave data recorded at 8 stations in China mainland, and S-wave splitting at different frequency bands is analyzed. The results show that the delay time and the fast p... Butterworth band-pass filter has been applied to S-wave data recorded at 8 stations in China mainland, and S-wave splitting at different frequency bands is analyzed. The results show that the delay time and the fast polarization directions of S-wave splitting depend upon the frequency bands. There is an absence of S-wave splitting at the station of Urumqi (WMQ) for the band of 0.1-0.2 Hz. With the frequency band broadening, the delay time of S-wave splitting decreases at the stations of Beijing (BJI), Enshi (ENH), Kunming (KMI) and Mudanjiang (MDJ); the fast polarization direction changes from westward to eastward at Enshi (ENH), and from eastward to westward at Hailaer (HIA). The variations of delay time with bands at Lanzhou (LZH) and Qiongzhong (QIZ) are similar, and there is a coherent trend of fast polarization directions at BJI, KMI and MDJ, respectively. Initial interpretations to the results of frequency band-dependence of S-wave splitting are also presented. 展开更多
关键词 China mainland station data from natural earthquakes frequency band-dependence of S-wave splitting resolving scale
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