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Multi-parameter Imaging by Finite Difference Frequency Domain Full Waveform Inversion of GPR Data: A Guide for Sedimentary Architecture Modeling 通过有限差分频域全波形反演 GPR 数据进行多参数成像:沉积构造建模指南
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-14 DOI: 10.1007/s00024-024-03520-1
Mrinal Kanti Layek, Probal Sengupta

The need for reconstruction of the distribution of physical properties like dielectric permittivity and electrical conductivity of shallow subsurface sedimentary architecture leads to the development of an optimum strategy of GPR data inversion. In this paper, we present finite difference frequency domain (FDFD) full waveform inversion (FWI) method to get high-resolution subsurface model using GPR data. FWI is an optimization technique which involves in search of the minima between recorded and predicted data. The inversion process includes the quasi-Newton method and simultaneous frequency sampling strategy of irregular sampling. The Hessian term in quasi-Newton algorithm is approximated using preconditioned-LBFGS consideration and the search directions are also optimized after following the Wolfe conditions. At the end of each iteration during inversion, permittivity and conductivity models were updated and became ready to be the initial model for the next iteration. The goals of this research were to develop a robust framework for sedimentary-GPR data inversion and to evaluate the efficacy of the novel grid strategy introduced by Layek and Sengupta (2021) proposed for FWI. This paper presents a comparative analysis between conventional and newly proposed technique from Layek and Sengupta (2021), supported by numerical experiments conducted through our own MATLAB programming. Numerical tests conducted on a benchmark from previously published article, established the fact that new grid formulation produces a faster converging rate and required less computation time. This approach demonstrates remarkable efficacy when applied to a comprehensive sedimentary model comprising a lossy medium.

由于需要重建浅表次表层沉积结构的介电常数和导电率等物理性质的分布,因此需要开发一种最佳的 GPR 数据反演策略。本文提出了有限差分频域(FDFD)全波形反演(FWI)方法,利用 GPR 数据获得高分辨率地下模型。全波形反演是一种优化技术,涉及寻找记录数据和预测数据之间的最小值。反演过程包括准牛顿法和不规则采样的同步频率采样策略。准牛顿算法中的 Hessian 项使用预处理-LBFGS 考虑近似,搜索方向也在遵循 Wolfe 条件后进行优化。在反演过程中的每次迭代结束时,都会更新介电常数和电导率模型,并将其作为下一次迭代的初始模型。本研究的目标是为沉积物-GPR 数据反演开发一个稳健的框架,并评估 Layek 和 Sengupta(2021 年)为 FWI 提出的新型网格策略的有效性。本文对 Layek 和 Sengupta(2021 年)提出的传统技术和新技术进行了比较分析,并通过我们自己的 MATLAB 编程进行了数值实验。对以前发表的文章中的基准进行的数值测试表明,新的网格计算方法收敛速度更快,所需的计算时间更少。这种方法在应用于包含有损介质的综合沉积模型时,显示出卓越的功效。
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引用次数: 0
A Review of Tsunamis Generated by Volcanoes (TGV) Source Mechanism, Modelling, Monitoring and Warning Systems 火山引发的海啸(TGV)来源机制、建模、监测和预警系统综述
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-14 DOI: 10.1007/s00024-024-03515-y
François Schindelé, Laura Kong, Emily M. Lane, Raphaël Paris, Maurizio Ripepe, Vasily Titov, Rick Bailey

Tsunamis generated by volcanic eruptions have risen to prominence since the December 2018 tsunami generated by the flank collapse of Anak Krakatau during a moderate eruption and then the global tsunami generated by the explosive eruption of the Hunga volcano in the Tongan Archipelago in January 2022. Both events cause fatalities and highlight the lack in tsunami warning systems to detect and warn for tsunamis induced by volcanic mechanisms. Following the Hunga Tonga—Hunga Ha’apai eruption and tsunami, an ad hoc working group on Tsunamis Generated by Volcanoes was formed by the Intergovernmental Oceanographic Commission of UNESCO. Volcanic tsunamis differ from seismic tsunamis in that there are a wide range of source mechanisms that can generate the tsunamis waves and this makes understanding, modelling and monitoring volcanic tsunamis much more difficult than seismic tsunamis. This paper provides a review of both the mechanisms behind volcanic tsunamis and the variety of modelling techniques that can be used to simulate their effects for tsunami hazard assessment and forecasting. It gives an example of a volcanic tsunami risk assessment undertaken for Stromboli, outlines the requirement of volcanic monitoring to warn for tsunami hazard and provides examples of volcanic tsunami warning systems in Italy, the Hawaiian Island (USA), Tonga and Indonesia. The paper finishes by highlighting the need for implementing monitoring and warning systems for volcanic tsunamis for locations with submarine volcanoes or near-shore volcanoes which could potentially generate tsunamis.

自 2018 年 12 月喀拉喀托火山(Anak Krakatau)中度喷发时侧面坍塌引发海啸,以及 2022 年 1 月汤加群岛洪加火山(Hunga volcano)爆炸性喷发引发全球海啸以来,火山爆发引发的海啸日益突出。这两起事件都造成了人员伤亡,凸显了海啸预警系统在探测和预警火山机制引发的海啸方面的不足。在 Hunga Tonga-Hunga Ha'apai 火山喷发和海啸之后,教科文组织政府间海洋学委员会成立了一个火山引发海啸问题特设工作组。火山海啸与地震海啸的不同之处在于,可以产生海啸波的来源机制多种多样,这使得了解、模拟和监测火山海啸要比地震海啸困难得多。本文综述了火山海啸背后的机制,以及可用于海啸危害评估和预报模拟其影响的各种建模技术。论文举例说明了对斯特龙博利岛进行的火山海啸风险评估,概述了火山监测对海啸危害预警的要求,并举例说明了意大利、夏威夷岛(美国)、汤加和印度尼西亚的火山海啸预警系统。文件最后强调,有可能引发海啸的海底火山或近岸火山所在地需要实施火山海啸监测和预警系统。
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引用次数: 0
Evaluation of the Thermal Regime of the Southern Bida and Northern Anambra Basins, Nigeria: Insights from Aeromagnetic and Remote Sensing Data 尼日利亚南部比达盆地和北部阿南布拉盆地热制度评估:从航磁和遥感数据中获得的启示
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-13 DOI: 10.1007/s00024-024-03516-x
Naheem Banji Salawu, Olusola Johnson Ojo

The Bida and Anambra Basins are major inland sedimentary basins located in the central and southern part of Nigeria with possible hydrocarbon potential but lack exploratory data. The present study aims at providing base line information on the thermal regime of the sedimentary basins, which would significantly contribute to its hydrocarbon prospect, investment opportunity and exploitation. The spectral analysis of the aeromagnetic anomaly data from the southern Bida Basin, northern Anambra Basin and adjacent basement complex terrain reveals the Curie point depth (CPD), geothermal gradient and heat flow in the region. The data reveals a CPD that varies between 19 and 30 km while the geothermal gradient is from 23 to more than 44 °C/km with heat flow values ranging from 50 to 109 mW/m2 in the southern Bida Basin. In the northern Anambra Basin, the CPD values range from 6.8 to 20 km and the heat flow values vary between 59 mWm2 and 109 mWm2, with a localized shallow CPD value of less than 6.8 km and associated high heat flow of 109 mWm2 in the central part of the basin. The delineated thermal patterns in the Bida and Anambra Basins are interpreted to be associated with the intrusions and the presence of deep-seated rift. The interpretation of the aeromagnetic data shows good agreement with the land surface temperature obtained from remote sensing data of the study area. The distribution of heat patterns in the southern Bida and northern Anambra Basins have implications for geothermal, source rock maturation and hydrocarbon generation evaluation of the basins.

比达盆地和阿南布拉盆地是位于尼日利亚中部和南部的主要内陆沉积盆地,可能具有油气潜力,但缺乏勘探数据。本研究旨在提供有关沉积盆地热机制的基础信息,这将极大地促进其油气勘探、投资机会和开采。对南部比达盆地、北部阿南布拉盆地和邻近基底复合地形的航空磁异常数据进行频谱分析,揭示了该地区的居里点深度(CPD)、地热梯度和热流。数据显示,在比达盆地南部,居里点深度在 19 至 30 千米之间,地热梯度在 23 至 44 °C/千米以上,热流值在 50 至 109 mW/m2 之间。在阿南布拉盆地北部,CPD 值在 6.8 至 20 千米之间,热流值在 59 mWm2 至 109 mWm2 之间,盆地中部的局部浅层 CPD 值小于 6.8 千米,相关热流值高达 109 mWm2。据解释,比达盆地和阿南布拉盆地的热模式与侵入体和深层裂谷的存在有关。对航磁数据的解释与研究地区遥感数据获得的地表温度十分吻合。比达盆地南部和阿南布拉盆地北部的热模式分布对盆地的地热、源岩成熟和碳氢化合物生成评估具有影响。
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引用次数: 0
Impact of the Solar Activity Variations on the Low-Latitude Day-to-Day Variability of NmF2 During Geomagnetically Quiet Conditions Obtained from the Huancayo and Jicamarca Ionosonde Observations 从万卡约和 Jicamarca 电离层观测获得的地磁静止条件下太阳活动变化对低纬度 NmF2 日间变化的影响
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-10 DOI: 10.1007/s00024-024-03503-2
A. V. Pavlov, N. M. Pavlova

The statistical characteristics of the day-to-day variability of the F2-layer peak electron number density, NmF2, measured by the low-latitude Huancayo and Jicamarca ionosondes are studied for each month, M, in a year for geomagnetically quiet conditions at low and moderate solar activity during the time period from 1957 to 2022. The NmF2 statistical parameters under study are the mathematical expectation NmF2E, the arithmetically average NmF2A, the standard deviations σE(UT,M), and the variation coefficient CVE(UT,M) of NmF2 relative to NmF2E, where UT is the universal time. It is found that the value of CVE(UT,M) that determines the relative day-to-day variability of NmF2 is changed in the intervals of 15–68% and 14–68% for the low and moderate solar activity conditions, respectively. The comparison of CVE(UT,M) for the low and moderate solar activity conditions under consideration shows for the first time that the increase in the solar activity level increases or decreases the relative day-to-day NmF2 variability in the range from − 24 to 15%. In the vast majority of cases the considered increase in the solar activity level decreases the relative day-to-day NmF2 variability while the longest periods of the corresponding increase in the relative day-to-day NmF2 variability occur in April.

研究了 1957 年至 2022 年期间低纬度万卡约和 Jicamarca 电离探空仪测量的 F2 层峰值电子数密度 NmF2 的逐日变化统计特征。研究的 NmF2 统计参数包括数学期望 NmF2E、算术平均 NmF2A、标准偏差 σE(UT,M)和 NmF2 相对于 NmF2E 的变化系数 CVE(UT,M),其中 UT 为全球时间。结果发现,在低太阳活动和中太阳活动条件下,决定 NmF2 相对日变率的 CVE(UT,M) 值变化区间分别为 15-68% 和 14-68%。对低度和中度太阳活动条件下的 CVE(UT,M)进行比较后首次发现,太阳活动水平的增加会使 NmF2 的相对日变化率在-24%到 15%的范围内增大或减小。在绝大多数情况下,太阳活动水平的增加会降低 NmF2 的相对逐日变化率,而 NmF2 的相对逐日变化率相应增加的最长时期出现在 4 月份。
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引用次数: 0
Spatial Variation of Aquifer Permeability in the North China Plain from Large Magnitude Earthquake Signals 从大震信号看华北平原含水层渗透性的空间变化
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-06 DOI: 10.1007/s00024-024-03511-2
Hongbiao Gu, Yirong Xu, Shuangshuang Lan, Mingxin Yue, Mingyuan Wang, Martin Sauter

Permeability changes induced by earthquakes have been studied widely. However, basic questions still remain: what are the spatial differences in permeability changes induced by far-field earthquakes? Is there an inevitable relationship between seismic energy density, epicenter azimuth and permeability change? We try to answer the above questions by examining records of 11 years of groundwater hydrographs of 7 wells in the North China plain at large distance from the epicenters of 221 earthquakes during the period 2008 ~ 2018. The results shows permeability changes varied between the different wells, with the permeability variation of the JN well most sensitively responding to seismic events, while the least sensitive wells being SH, JZ and LK. We found that the azimuths of seismic waves can greatly influence the changes in permeability, i.e. mainly concentrated between 25 and 295°. The seismic density energy (SDE) value larger than approximately 10–9 J/m3 is likely to induce a change in permeability in the NCP aquifer materials. It is found that SDE is not a predictor of permeability change at a given well, by calculating the seismic energy density which did not cause permeability change. While the permeability change ratio before and after the earthquake can be considered as the ability of permeability respond to the dynamic stress and it shows a weak correlation with depth of aquifer. Thus, Factors that probably affect permeability responses changes would have implications for crustal geomechanics.

地震引起的渗透性变化已被广泛研究。然而,基本问题仍然存在:远场地震诱发的渗透率变化在空间上有何差异?地震能量密度、震中方位角与渗透率变化之间是否存在必然联系?我们通过研究 2008~2018 年间华北平原距 221 次地震震中较大距离的 7 口井 11 年的地下水水文图记录,试图回答上述问题。结果表明,不同井的渗透率变化各不相同,其中 JN 井的渗透率变化对地震事件的响应最为敏感,而 SH、JZ 和 LK 井的渗透率变化对地震事件的响应最不敏感。我们发现地震波的方位角对渗透率的变化有很大影响,即主要集中在 25 至 295°之间。地震密度能(SDE)值大于约 10-9 J/m3 时,可能会引起 NCP 含水层材料渗透率的变化。通过计算未引起渗透率变化的地震能量密度,发现 SDE 并不能预测特定井的渗透率变化。而地震前后的渗透率变化比可视为渗透率对动态应力的响应能力,它与含水层深度的相关性较弱。因此,可能影响渗透性响应变化的因素将对地壳地质力学产生影响。
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引用次数: 0
Nonlinear Burgers Type Equation for Acoustic Waves in the Ray Approximation in a Moving Atmosphere (Theory, Experiment) 移动大气中射线近似声波的非线性布尔格斯型方程(理论、实验)
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-06 DOI: 10.1007/s00024-024-03505-0
Sergey Kshevetskii, Sergey Kulichkov, Igor Chunchuzov, Marat Zakirov, Elena Golikova, Evgenia Anufrieva, Irina Vereschagina

The derivation of a nonlinear Burgers-type equation for acoustic waves within the ray approximation for an inhomogeneous moving dissipative atmosphere is presented. The equation is applied to investigate the propagation of three-dimensional infrasonic waves, without using significant computational resources. By means of solving the obtained equation, the shapes of infrasonic signals recorded at distances of 295 km and 305 km from the explosion with energy of 30 kt THT were calculated. The observation point at the distance of 295 km (Tsimlyansk) was located in the western direction from the source. At this place, infrasonic signals were recorded corresponding to the sound propagation in the stratospheric and thermospheric acoustic waveguides. The presence of both two stratospheric and two thermospheric rays falling into the same observation point on the Earth's surface is a wave propagation feature result here. The recorded signals in Tsimlyansk also have a complex structure, both for stratospheric and thermospheric infrasonic arrivals. The registration point at a distance of 305 km (Saratov) was located north of the source. For this point, the calculations showed the presence of only thermospheric rays. The calculation results are compared with experimental data. A satisfactory agreement between the calculated and experimental data was obtained for both observation points in Saratov and Tsimlyansk. The calculated data in Tsimlyansk include manifestation features of the multipath structure of infrasound propagation and agree with the complex structure of infrasound signals recorded in Tsimlyansk.

在非均质运动耗散大气的射线近似中,介绍了声波的非线性伯格斯型方程的推导。该方程用于研究三维次声波的传播,无需使用大量计算资源。通过求解所得到的方程,计算了在距离爆炸点 295 千米和 305 千米处记录到的次声波信号的形状,其能量为 30 kt THT。距离 295 千米(齐姆良斯克)的观测点位于爆炸源的西面。在该观测点记录了与声音在平流层和热层声波导管中传播相对应的次声波信号。两个平流层和两个热层射线同时落在地球表面的同一个观测点上,这是这里产生的波传播特征。在齐姆良斯克记录到的信号结构也很复杂,既有平流层次声波到达,也有热层次声波到达。距离 305 公里(萨拉托夫)的登记点位于信号源以北。计算显示,该点只存在热层射线。计算结果与实验数据进行了比较。在萨拉托夫和齐姆扬斯克的两个观测点上,计算数据和实验数据的一致性令人满意。齐姆良斯克的计算数据包括次声波传播多径结构的表现特征,并与齐姆良斯克记录的次声波信号的复杂结构相吻合。
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引用次数: 0
Correction: Systematic Seismic Events Discrimination Methods at the Kenya National Data Centre (N090) 更正:肯尼亚国家数据中心的系统地震事件判别方法(N090)
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-03 DOI: 10.1007/s00024-024-03495-z
Josphat K. Mulwa
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引用次数: 0
Extent of Thin Surfacial Fracture Detection Using Geophysical Survey: A Case Study of Parwan Gravity Dam, Jhalawar, Rajasthan, India 利用地球物理勘测探测薄地表断裂的范围:印度拉贾斯坦邦贾拉瓦尔帕尔万重力坝案例研究
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-06-01 DOI: 10.1007/s00024-024-03513-0
Jyoti Singh, Anand Joshi, Saurabh Sharma, Mohit Pandey, Anamika Sahu, Sandeep Singh, Krishna Mohan Jaiswal

Parwan Gravity Dam is under construction stage in the Jhalawar district of Rajasthan, India. A thin sub-vertical surficial fracture trending N 75°W to S 75°E has been observed in the foundation area of the dam. Geophysical techniques such as electrical resistivity tomography (ERT), seismic refraction tomography (SRT), and multichannel analysis of surface waves (MASW) are utilized extensively in the field of civil engineering, exploration geophysics for the assessment and construction of large-scale infrastructures such as dams. These methods provide critical information about the subsurface conditions without the need of extensive drilling and excavation. The combination of electrical resistivity tomography (ERT), seismic refraction (SR), and multichannel analysis of surface waves (MASW) techniques with the different acquisition parameters have been used to image the extent of shallow subsurface geological structures. Various geophysical Surveys have been carried out along several profiles in the longitudinal direction and along the transverse direction to the fault axis. A total of 13 refraction and resistivity profiles were conducted of which 9 were transverse profiles and 4 were longitudinal profiles. A total of nine MASW profiles were conducted of which 8 are transverse profiles and 1 is a longitudinal profile. In this paper, the subsurface distribution of seismic wave velocity and electrical resistivity have been studied to identify any possible anomalous zone in bedrock and to detect the downward extension of surface fracture of brittle fault using the afore mentioned methods. The vertical and lateral extent of the surface fracture of the fault has been investigated by the analysis of these survey results. The analysis of the results indicates that a very tight and narrow fracture is present in the shallow subsurface.

帕尔万重力坝位于印度拉贾斯坦邦贾拉瓦尔地区,目前正处于施工阶段。在大坝的地基区域观察到了一条细长的次垂直地表断裂,其走向为 N 75°W 至 S 75°E。电阻率层析成像(ERT)、地震折射层析成像(SRT)和表面波多通道分析(MASW)等地球物理技术被广泛应用于土木工程和勘探地球物理领域,以评估和建造大坝等大型基础设施。这些方法可提供有关地下条件的重要信息,而无需进行大量钻探和挖掘。电阻率层析成像(ERT)、地震折射(SR)和多道面波分析(MASW)技术与不同的采集参数相结合,已被用于对浅层地下地质结构的范围进行成像。沿断层轴线的纵向和横向的几个剖面进行了各种地球物理勘测。共进行了 13 次折射和电阻率剖面测量,其中 9 次为横向剖面测量,4 次为纵向剖面测量。共绘制了 9 个 MASW 剖面图,其中 8 个为横向剖面图,1 个为纵向剖面图。本文对地震波速度和电阻率的地下分布进行了研究,以确定基岩中可能存在的异常区,并利用上述方法探测脆性断层表面断裂向下延伸的情况。通过分析这些勘测结果,对断层表面断裂的垂直和横向范围进行了调查。结果分析表明,在浅层地下存在一条非常紧密和狭窄的断裂。
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引用次数: 0
What On-site Inspectors Under the Comprehensive Nuclear-Test-Ban Treaty Can Learn from The “Co-expertise Process” Experiences Implemented After the Chernobyl and Fukushima Nuclear Power Plant Accidents? 切尔诺贝利和福岛核电站事故后实施的 "共同专家程序 "经验可为《全面禁止核试验条约》下的现场视察员提供哪些借鉴?
IF 2 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-31 DOI: 10.1007/s00024-024-03501-4
Win Thu Zar, Jacques Lochard, Martin B. Kalinowski, Andrew Collinson, Thierry Schneider

In the event of an on-site inspection (OSI) under the Comprehensive Nuclear-Test-Ban Treaty (CTBT), inspectors and support staffs of the inspected state party may encounter situations presenting similarities to those resulting from past radiation emergencies. The Chernobyl and Fukushima nuclear power plant accidents have shown that the so-called “co-expertise” process recommended by the International Commission on Radiological Protection (ICRP) is an effective lever for empowering the affected populations so that they can take informed decisions concerning their own protection. After a reminder of the constituent elements of the co-expertise approach as well as the context of the CTBT inspections the article describes how some key elements of the co-expertise process could be incorporated in the training program of the surrogate on-site inspectors and inspection teams to address possible concerns regarding the consequences ofradiological contamination if present.

在根据《全面禁止核试验条约》(CTBT)进行现场视察(OSI)时,被视察缔约国的视察员和辅助人员可能会遇到与以往辐射紧急情况相似的情况。切尔诺贝利和福岛核电站事故表明,国际辐射防护委员会(ICRP)建议的所谓 "共同鉴定 "程序是增强受影响民众能力的有效手段,使他们能够就自身防护做出知情决定。在回顾了共同鉴定方法的构成要素以及《全面禁核试条约》视察的背景之后,文章介绍了如何将共同鉴定程序的一些关键要素纳入代理现场视察员和视察小组的培训计划,以解决可能存在的对辐射污染后果的关切。
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引用次数: 0
Vs Profiling by the Inversion of Rayleigh Wave Ellipticity Curve Using a Hybrid Artificial Intelligence Method 利用混合人工智能方法反演瑞利波椭圆度曲线进行 Vs 剖面测量
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-31 DOI: 10.1007/s00024-024-03514-z
Shahram Angardi, Ramin Vafaei Poursorkhabi, Ahmad Zarean Shirvanehdeh, Rouzbeh Dabiri

Adequate estimation of S-wave velocity (Vs) structure is a significant parameter in the seismic micro zonation studies. To this purpose, different techniques, such as down-hole measurements and inversion of surface wave’s dispersion curves are proposed for modeling VS profile. In the last decade, modeling Vs profile from the Rayleigh wave’s ellipticity curve (H/V) is more applicable owing to its rapid and simple data gathering procedure. However, regarding the ambiguities in the inversion of H/V curves, obtaining the reliable results priori information, such as down-hole measurement, to constrain the final Vs model is vital. This study addressed this challenge, and based on a hybrid artificial intelligence method introduced a new technique to invert the Rayleigh wave ellipticity curve with acceptable performance. To do that, first model parameters (i.e. number of layers and corresponding thicknesses and shear wave velocities) by the ensemble of neural networks (ENN) were predicted, and then further inversion by jellyfish searching (JS) algorithm (named ENN-JS inversion method) was carried out to obtain a more reasonable Vs model. To build the ensemble system, ten base networks were arranged. To train the neural networks, synthetic Rayleigh wave ellipticity data by forward modeling approach were generated. The combination of the outputs of based networks was performed using the averaging method. Then, JS inversion algorithm was applied to estimate the final adequate Vs model. ENNs provide essential information to the JS searching algorithm on the number of layers and proper search spaces for model parameters. Synthetic and actual datasets tested the ENN-JS inversion technique. Findings show the proposed method provides a robust method for the inversion of Rayleigh wave ellipticity data.

充分估计 S 波速度(Vs)结构是地震微区研究中的一个重要参数。为此,人们提出了不同的技术,如井下测量和反演面波频散曲线来模拟 Vs 剖面。在过去的十年中,根据瑞利波的椭圆度曲线(H/V)建立 Vs 剖面模型因其快速和简单的数据收集程序而更加适用。然而,由于 H/V 曲线反演的模糊性,获得可靠的先验结果信息(如井下测量)以约束最终的 Vs 模型至关重要。本研究针对这一挑战,基于混合人工智能方法,引入了一种新技术,以可接受的性能反演瑞利波椭圆度曲线。为此,首先通过神经网络集合(ENN)预测模型参数(即层数和相应厚度以及剪切波速度),然后通过水母搜索(JS)算法(命名为 ENN-JS 反演方法)进行进一步反演,以获得更合理的 Vs 模型。为了建立集合系统,安排了十个基础网络。为训练神经网络,采用前向建模方法生成合成瑞利波椭圆度数据。使用平均法对基础网络的输出进行组合。然后,应用 JS 反演算法估算出最终的适当 Vs 模型。ENN 为 JS 搜索算法提供了关于层数和模型参数适当搜索空间的重要信息。合成数据集和实际数据集测试了 ENN-JS 反演技术。结果表明,所提出的方法为反演瑞利波椭圆度数据提供了一种稳健的方法。
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pure and applied geophysics
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