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基于机器学习的长宁地震三维断层面几何特征建模
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作者 龚丽文 张怀 +4 位作者 陈石 david a.yuen 陈丽娟 Brennan Brunsvik 尹光耀 《地震学报》 CSCD 北大核心 2023年第6期1040-1054,共15页
结合长宁地区大量的地震精定位数据和其它研究成果,利用监督分类和聚类分析等机器学习算法,基于地震簇的形态特征和地震震源机制解,编写了一套自动化提取三维破裂面形态特征的程序,获取了长宁地区地震破裂面的精细结构,可为相关研究提... 结合长宁地区大量的地震精定位数据和其它研究成果,利用监督分类和聚类分析等机器学习算法,基于地震簇的形态特征和地震震源机制解,编写了一套自动化提取三维破裂面形态特征的程序,获取了长宁地区地震破裂面的精细结构,可为相关研究提供可参考的发震构造模型。结果显示通过聚类分析最终获取了四个地震簇,结合对应的震源机制解节面信息,最终拟合出四条破裂面,其中:长宁背斜上的破裂面沿狮子滩背斜下部的高速体呈NW−SE方向展布,破裂面平直,倾角较陡,倾向SE;建武向斜内部的三条破裂面,主要分布在向斜两翼,规模较小,走向分别为NW,NNE和NNW,从外部包围了建武向斜核部的高速体,破裂面的展布方向与该地区三个主要震源机制解节面的产状一致,其中新城镇附近的NNW向破裂面切割深度较深,约为20 km,且倾向ENE,倾角约为70°。此外,结合地质构造背景和速度结构等反演结果推断,地震破裂面主要存在于先期形成的构造薄弱带或断裂带,例如背斜的核部和向斜的翼部因节理面贯通所形成的薄弱带以及高速体周围的软弱带,在构造应力的加载和工业开采下更容易微破裂成核,形成典型的发震构造。 展开更多
关键词 断层形态 地震精定位 聚类分析 监督分类 特征提取
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卷积神经网络余震自动识别及在中国地震台网地震检测中的应用 被引量:1
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作者 赵明 陈石 +1 位作者 张贝 david a.yuen 《国际地震动态》 2018年第8期42-43,共2页
随着地震网络在全球范围大规模部署,每天产生的大量连续波形记录对数据处理的新方法提出了要求。传统的波形拾取算法都有一定的局限性,很难同时适用于复杂区域的不同类型地震事件的自动识别与到时挑选。机器学习和深度学习神经网络方法... 随着地震网络在全球范围大规模部署,每天产生的大量连续波形记录对数据处理的新方法提出了要求。传统的波形拾取算法都有一定的局限性,很难同时适用于复杂区域的不同类型地震事件的自动识别与到时挑选。机器学习和深度学习神经网络方法由于具有较强的泛化能力,近些年来受到越来越多关注。本研究使用汶川地震的10 000多个余震和专家手动挑取的P、S到时,构建了超过65 000个30 s长地震波形片段和超过200 000个噪声片段的高质量训练和测试样本集,并基于该数据集应用8层深度卷积神经网络(图1)进行地震与噪音分类,在Telsa P100 GPU单卡(显存12 GB)上训练80 000时间步,最优模型精度可达到99.3%,对8 000段测试地震样本的验证也达到了94%的精度。 展开更多
关键词 卷积神经网络 地震检测 自动识别 地震台网 应用 余震 中国 神经网络方法
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Under the surface:Pressure-induced planetary-scale waves,volcanic lightning,and gaseous clouds caused by the submarine eruption of Hunga Tonga-Hunga Ha'apai volcano 被引量:8
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作者 david a.yuen Melissa A.Scruggs +11 位作者 Frank J.Spera Yingcai Zheng Hao Hu Stephen R.McNutt Glenn Thompson Kyle Mandli Barry R.Keller Songqiao Shawn Wei Zhigang Peng Zili Zhou Francesco Mulargia Yuichiro Tanioka 《Earthquake Research Advances》 CSCD 2022年第3期1-13,共13页
We present a narrative of the eruptive events culminating in the cataclysmic January 15, 2022 eruption of Hunga Tonga-Hunga Ha’apai Volcano by synthesizing diverse preliminary seismic, volcanological, sound wave, and... We present a narrative of the eruptive events culminating in the cataclysmic January 15, 2022 eruption of Hunga Tonga-Hunga Ha’apai Volcano by synthesizing diverse preliminary seismic, volcanological, sound wave, and lightning data available within the first few weeks after the eruption occurred. The first hour of eruptive activity produced fast-propagating tsunami waves, long-period seismic waves, loud audible sound waves, infrasonic waves, exceptionally intense volcanic lightning and an unsteady volcanic plume that transiently reached-at 58km-the Earth’s mesosphere. Energetic seismic signals were recorded worldwide and the globally stacked seismogram showed episodic seismic events within the most intense periods of phreatoplinian activity, and they correlated well with the infrasound pressure waveform recorded in Fiji. Gravity wave signals were strong enough to be observed over the entire planet in just the first few hours, with some circling the Earth multiple times subsequently. These large-amplitude, long-wavelength atmospheric disturbances come from the Earth’s atmosphere being forced by the magmatic mixture of tephra, melt and gasses emitted by the unsteady but quasicontinuous eruption from 0402±1–1800 UTC on January 15, 2022. Atmospheric forcing lasted much longer than rupturing from large earthquakes recorded on modern instruments, producing a type of shock wave that originated from the interaction between compressed air and ambient(wavy) sea surface. This scenario differs from conventional ideas of earthquake slip, landslides, or caldera collapse-generated tsunami waves because of the enormous(~1000x) volumetric change due to the supercritical nature of volatiles associated with the hot,volatile-rich phreatoplinian plume. The time series of plume altitude can be translated to volumetric discharge and mass flow rate. For an eruption duration of ~12 h, the eruptive volume and mass are estimated at 1.9 km^(3) and~2 900 Tg, respectively, corresponding to a VEI of 5–6 for this event. The high frequency and intensity of lightning was enhanced by the production of fine ash due to magma-seawater interaction with concomitant high charge per unit mass and the high pre-eruptive concentration of dissolved volatiles. Analysis of lightning flash frequencies provides a rapid metric for plume activity and eruption magnitude. Many aspects of this eruption await further investigation by multidisciplinary teams. It represents a unique opportunity for fundamental research regarding the complex, non-linear behavior of high energetic volcanic eruptions and attendant phenomena, with critical implications for hazard mitigation, volcano forecasting, and first-response efforts in future disasters. 展开更多
关键词 Hunga Tonga-Hunga Ha'apai Atmospheric pressure wave Tsunami wave Volcanic lightning Phreatoplinian eruption
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Application of HPC and big data in post-pandemic times
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作者 Henry M.Tufo david a.yuen +3 位作者 Gabriele Morra Matthew G.Knepley Bei Zhang Shi Chen 《Earthquake Research Advances》 CSCD 2021年第3期21-28,共8页
We lay out the ramifications of the 2020 pandemic for all people in geosciences,especially the young,and argue for significant changes on training and career development.We focus primarily on its devastating impact in... We lay out the ramifications of the 2020 pandemic for all people in geosciences,especially the young,and argue for significant changes on training and career development.We focus primarily on its devastating impact in USA and compare with that in other countries especially China.We review the potential effect for the next four years or so on the aspirations of an academic career versus more realistic career goals.We urge people in mid-career about the need to reassess previous goals.We stress the need for students or researchers to acquire technical skills in high-performance computing(HPC),data analytics,artificial intelligence,and/or visualization along with a broad set of technical skills in applied computer science and mathematics.We give advice about hot prospects in several areas that have great potential for advancement in the coming decade,such as visualization,deep learning,quantum computing and information,and cloud computing,all of which lie within the aegis of HPC.Our forecast is that the pandemic will significantly reshape the job landscape and career paths for both young and established researchers and we discuss bluntly the dire situation facing junior people in geosciences in the aftermath of the pandemic around the world until 2024. 展开更多
关键词 GEOPHYSICS High-performance computing Higher education Post-pandemic era
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Why a new journal like Earthquake Research Advances (ERA)?
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作者 david a.yuen 《Earthquake Research Advances》 CSCD 2021年第1期3-3,共1页
In these difficult and hard times of pandemic,why another new journal,like ERA,should come out?What is ERA?It is a journal sponsored by the China Earthquake Networks Center and co-sponsored by the School of Earth and ... In these difficult and hard times of pandemic,why another new journal,like ERA,should come out?What is ERA?It is a journal sponsored by the China Earthquake Networks Center and co-sponsored by the School of Earth and Space Sciences,University of Science and Technology in China.The reason for establishing this journal is to start something innovative and forge a path to a new leaf in earthquake-related research.You will see below that this journal is not afraid to dive into new topics. 展开更多
关键词 China EARTHQUAKE EARTHQUAKE
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港口海浪安全数值模拟方法 被引量:1
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作者 景惠敏 张怀 +1 位作者 david a.yuen 石耀霖 《中国科学:地球科学》 CSCD 北大核心 2012年第8期1234-1244,共11页
在特定条件下海浪会在海湾内发生共振效应,与海湾本身的地形和固有频率有关,当入射波与此频率相近或具有倍数关系时,共振效应导致的波高放大会带来严重危害.传统的理论研究方法只能对规则形状的港口进行考察,本文将地震海啸和平面入射... 在特定条件下海浪会在海湾内发生共振效应,与海湾本身的地形和固有频率有关,当入射波与此频率相近或具有倍数关系时,共振效应导致的波高放大会带来严重危害.传统的理论研究方法只能对规则形状的港口进行考察,本文将地震海啸和平面入射波的数值模拟结合频谱分析方法应用于考察港口海浪安全.利用浅水波方程和有限差分方法,建立了海浪传播的数值模型,用来模拟港口中的波浪行为.针对模拟结果的时间序列做频谱分析研究其共振效应,得出港口中特定点的敏感频率.数值模拟的结果结合当地的波浪观测历史数据可以在未来对港口及其周边区域潜在的灾害分布做出评估. 展开更多
关键词 数值模拟 港口 海浪灾害 频谱分析
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Electro-Pulse-Boring(EPB): Novel Super-Deep Drilling Technology for Low Cost Electricity 被引量:10
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作者 Hans O.Schiegg Arild Rdland +1 位作者 Guizhi Zhu david a.yuen 《Journal of Earth Science》 SCIE CAS CSCD 2015年第1期37-46,共10页
The inexhaustible heat deposit in great depths (5-10 km) is a scientific fact. Such deposit occurs around the globe. Thereby, everybody is enabled to generate autonomously clean and renewable energy, ample electrici... The inexhaustible heat deposit in great depths (5-10 km) is a scientific fact. Such deposit occurs around the globe. Thereby, everybody is enabled to generate autonomously clean and renewable energy, ample electricity and heat. The economical exploration and exploitation of this superdeep geothermal heat deposit requires a novel drilling technique, because the currently only deep drilling method (Rotary) is limited to about 5 km, due to the rising costs, depending exponentially on depth. Electro-pulse-boring (EPB) is a valuable option to Rotary drilling. EPB, originally investigated in Russia, is ready to be developed for industrialization. The feasibility of EPB is proven by many boreholes drilled up to 200 m in granite (crystalline). Estimates show outstanding low costs for drilling by EPB: 100 E/m for a borehole with a large diameter (φ) such as 20 (50 cm), independent on depth and applicable likewise for sediments and crystalline rocks, such as granite. The current rate of penetration (ROP) of 3 m per hour is planned to be augmented up to 35 m per hour, and again, irrespective whether in sedimentary or crystalline formations. Consequently, a 10 km deep borehole with φ 50 cm will ultimately be drilled within 12 days. EPB will create new markets, such as: (i) EPB shallow drilling for geotechnics, energy piles, measures in order to mitigate natural hazards, etc., (ii) EPB deep drilling (3-5 km) for hydro-geothermics, exploration campaigns etc. and (iii) EPB super-deep drilling (5-10 km) for petro-geothermies, enabling the economic generation of electricity. The autonomous and unlimited supply with cost efficient electricity, besides ample heat, ensures reliably clean and renew- able energy, thus, high supply security. Such development will provide a substantial relief to cope with the global challenge to limit the climate change below 2 ℃. The diminution of fossil fuels, due to the energy transition in order to mitigate the climate change, implies likewise the decrease of air pollution. 展开更多
关键词 drilling technology electro pulse petro-geothermics geoenergy geothermal electricity climate change air pollution.
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SEPRAN: A Versatile Finite-Element Package for a Wide Variety of Problems in Geosciences 被引量:3
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作者 Arie van den Berg Guus Segal david a.yuen 《Journal of Earth Science》 SCIE CAS CSCD 2015年第1期89-95,共7页
Numerical modelling of geological processes, such as mantle convection, flow in porous media, and geothermal heat transfer, has become quite common with the increase in computing and the availability of usable softwar... Numerical modelling of geological processes, such as mantle convection, flow in porous media, and geothermal heat transfer, has become quite common with the increase in computing and the availability of usable software. Today modelling these dynamical processes entails the solving of the governing equations involving the mass, momentum, energy and chemical transport. These equations represent partial differential equations and must be solved on powerful enough computers because they require sufficient spatial and temporal resolution to be useful. We describe here the salient and outstanding features of the SEPRAN software package, developed in the Netherlands, as a case study for a robust and user-friendly soft- ware, which the geological community can utilize in handling many thermal-mechanical-chemical problems found in geology, which will include geothermal situations, where many types of partial differential equations must be solved at the same time with thermodynamical input parameters. 展开更多
关键词 SEPRAN finite element package geodynamic and planetary modelling geothermal groundwater flow.
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Submicron Volume Roughness & Asperity Contact Friction Model for Principle Slip Surface in Flash Heating Process 被引量:1
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作者 Bojing Zhu david a.yuen +1 位作者 Yaolin Shi Huihong Cheng 《Journal of Earth Science》 SCIE CAS CSCD 2015年第1期96-107,共12页
Based on focused ion beam and shear friction apparatus data, the multi-resolutions (0.2 nm-5μm) volume roughness & asperity contact (VR & AC) three-dimensional structure on principle slip surface interface-surf... Based on focused ion beam and shear friction apparatus data, the multi-resolutions (0.2 nm-5μm) volume roughness & asperity contact (VR & AC) three-dimensional structure on principle slip surface interface-surface (PSS-IS) is measured on high performance computational platform; and physical plastic-creep friction model is established by using hybrid hyper-singular integral equation & lattice Boltzmann & lattice Green function (BE-LB-LG). The correlation of rheological property and VR & AC evolution under transient (10 μs) macro-normal stress (18-300 MPa) and slip rate (0.25-7.5 m/s) are obtained; and the PSS-IS friction in co-seismic flash heating is quantitative analyzed for the first time. 展开更多
关键词 VR AC BE-LB-LC submicron-scale structure measurement plastic-creep model friction model.
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Deep Geothermal: The ‘Moon Landing' Mission in the Unconventional Energy and Minerals Space
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作者 Klaus Regenauer-Lieb Andrew Bunger +19 位作者 Hui Tong Chua Arcady Dyskin Florian Fusseis Oliver Gaede Rob Jeffrey Ali Karrech Thomas Kohl Jie Liu Vladimir Lyakhovsky Elena Pasternak Robert Podgorney Thomas Poulet Sheik Rahman Christoph Schrank Mike Trefry Manolis Veveakis Bisheng Wu david a.yuen Florian Wellmann Xi Zhang 《Journal of Earth Science》 SCIE CAS CSCD 2015年第1期2-10,共9页
Deep geothermal from the hot crystalline basement has remained an unsolved frontier for the geothermal industry for the past 30 years. This poses the challenge for developing a new unconventional geomechanics approach... Deep geothermal from the hot crystalline basement has remained an unsolved frontier for the geothermal industry for the past 30 years. This poses the challenge for developing a new unconventional geomechanics approach to stimulate such reservoirs. While a number of new unconventional brittle techniques are still available to improve stimulation on short time scales, the astonishing richness of failure modes of longer time scales in hot rocks has so far been overlooked. These failure modes represent a series of microscopic processes: brittle microfracturing prevails at low temperatures and fairly high deviatoric stresses, while upon increasing temperature and decreasing applied stress or longer time scales, the failure modes switch to transgranular and intergranular creep fractures. Accordingly, fluids play an active role and create their own pathways through facilitating shear localization by a process of time-dependent dissolution and precipitation creep, rather than being a passive constituent by simply following brittle fractures that are generated inside a shear zone caused by other localization mechanisms. We lay out a new theoretical approach for the design of new strategies to utilize, enhance and maintain the natural permeability in the deeper and hotter domain of geothermal reservoirs. The advantage of the approach is that, rather than engineering an entirely new EGS reservoir, we acknowledge a suite of creep-assisted geological processes that are driven by the current tectonic stress field. Such processes are particularly supported by higher temperatures potentially allowing in the future to target commercially viable combinations of temperatures and flow rates. 展开更多
关键词 geothermal energy enhanced geothermal systems fracture mechanics CREEP DISSOLUTION precipitation.
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Foreword: Toward a Quantitative Understanding of the Frontier in Geothermal Energy
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作者 Klaus Regenauer-Lieb david a.yuen +2 位作者 Shihua Qi Yanxin Wang Chisheng Liang 《Journal of Earth Science》 SCIE CAS CSCD 2015年第1期1-1,共1页
Our planet, Earth, contains an enormous amount of heat just right under our feet. Harnessing this heat from 2 to 5 krn below is one of the great challenges of the 21st century, because this can solve many of the curre... Our planet, Earth, contains an enormous amount of heat just right under our feet. Harnessing this heat from 2 to 5 krn below is one of the great challenges of the 21st century, because this can solve many of the currently urgent problems in mega-cities, such as inexpensive domestic heating and airconditioning, electric power consumption and the cure of ram- pant air pollution. Around 40 TW heat are released at a steady rate by the Earth partly due to natural radioactive decay and partly due to the action inside the core. We would like to stress here that the depth of the isotherm of 200℃ (minimum tem- perature for efficient generation of electricity) varies around the globe. In general, this depth would be less than 10 km deep. Therefore these heat sources would provide ubiquitous ample, clean and sustainable electricity. In addition to this sustainable resource the potential of geothermal energy use is much greater, because it allows effective heat mining of the Earth. Geothermal energy is most commonly exploited in volcanic areas where magma is close to the surface and brings up the heat from deeper down. The largest geothermal power plant of this style is the Geysers in California, which with 1 GW power production rivals nuclear power plants. 展开更多
关键词 Toward a Quantitative Understanding of the Frontier in Geothermal Energy Foreword
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