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Fluid identification based on frequency-dependent AVO attribute inversion in multi-scale fracture media 被引量:1
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作者 刘财 李博南 +2 位作者 赵旭 刘洋 鹿琪 《Applied Geophysics》 SCIE CSCD 2014年第4期384-394,508,509,共13页
A key problem in seismic inversion is the identification of the reservoir fluids. Elastic parameters, such as seismic wave velocity and formation density, do not have sufficient sensitivity, thus, the conventional amp... A key problem in seismic inversion is the identification of the reservoir fluids. Elastic parameters, such as seismic wave velocity and formation density, do not have sufficient sensitivity, thus, the conventional amplitude-versus-offset(AVO) method is not applicable. The frequency-dependent AVO method considers the dependency of the seismic amplitude to frequency and uses this dependency to obtain information regarding the fluids in the reservoir fractures. We propose an improved Bayesian inversion method based on the parameterization of the Chapman model. The proposed method is based on 1) inelastic attribute inversion by the FDAVO method and 2) Bayesian statistics for fluid identification. First, we invert the inelastic fracture parameters by formulating an error function, which is used to match observations and model data. Second, we identify fluid types by using a Markov random field a priori model considering data from various sources, such as prestack inversion and well logs. We consider the inelastic parameters to take advantage of the viscosity differences among the different fluids possible. Finally, we use the maximum posteriori probability for obtaining the best lithology/fluid identification results. 展开更多
关键词 Fractured reservoirs fluid identification reservoir fluids frequency-dependent avo method Bayesian statistics
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Fluid identification and effective fracture prediction based on frequency-dependent AVOAz inversion for fractured reservoirs 被引量:5
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作者 Muhammad Ajaz Fang Ouyang +3 位作者 Gui-Hai Wang Shuang-Lian Liu Li-Xin Wang Jian-Guo Zhao 《Petroleum Science》 SCIE CAS CSCD 2021年第4期1069-1085,共17页
Fluid and effective fracture identification in reservoirs is a crucial part of reservoir prediction.The frequency-dependent AVO inversion algorithms have proven to be effective for identifying fluid through its disper... Fluid and effective fracture identification in reservoirs is a crucial part of reservoir prediction.The frequency-dependent AVO inversion algorithms have proven to be effective for identifying fluid through its dispersion property.However,the conventional frequency-dependent AVO inversion algorithms based on Smith&Gidlow and Aki&Richards approximations do not consider the acquisition azimuth of seismic data and neglect the effect of seismic anisotropic dispersion in the actual medium.The aligned fractures in the subsurface medium induce anisotropy.The seismic anisotropy should be considered while accounting for the seismic dispersion properties through fluid-saturated fractured reservoirs.Anisotropy in such reservoirs is frequency-related due to wave-induced fluid-flow(WIFF)between interconnected fractures and pores.It can be used to identify fluid and effective fractures(fluid-saturated)by using azimuthal seismic data via anisotropic dispersion properties.In this paper,based on Rüger’s equation,we derived an analytical expression in the frequency domain for the frequencydependent AVOAz inversion in terms of fracture orientation,dispersion gradient of isotropic background rock,anisotropic dispersion gradient,and the dispersion at a normal incident angle.The frequency-dependent AVOAz equation utilizes azimuthal seismic data and considers the effect of both isotropic and anisotropic dispersion.Reassigned Gabor Transform(RGT)is used to achieve highresolution frequency division data.We then propose the frequency-dependent AVOAz inversion method to identify fluid and characterize effective fractures in fractured porous reservoirs.Through application to high-qualified seismic data of dolomite and carbonate reservoirs,the results show that the method is useful for identifying fluid and effective fractures in fluid-saturated fractured rocks. 展开更多
关键词 frequency-dependent avoAz inversion P-wave anisotropy Seismic dispersion Effective fractures Fluid identification
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The applicability and underlying factors of frequency-dependent amplitude-versus-offset(AVO)inversion 被引量:1
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作者 Fang Ouyang Xin-Ze Liu +5 位作者 BinWang Zi-Duo Hu Jian-Guo Zhao Xiu-Yi Yan Yu Zhang Yi-He Qing 《Petroleum Science》 SCIE EI CAS CSCD 2023年第4期2075-2091,共17页
Recently,the great potential of seismic dispersion attributes in oil and gas exploration has attracted extensive attention.The frequency-dependent amplitude versus offset(FAVO)technology,with dispersion gradient as a ... Recently,the great potential of seismic dispersion attributes in oil and gas exploration has attracted extensive attention.The frequency-dependent amplitude versus offset(FAVO)technology,with dispersion gradient as a hydrocarbon indicator,has developed rapidly.Based on the classical AVO theory,the technology works on the assumption that elastic parameters are frequency-dependent,and implements FAVO inversion using spectral decomposition methods,so that it can take dispersive effects into account and effectively overcome the limitations of the classical AVO.However,the factors that affect FAVO are complicated.To this end,we construct a unified equation for FAVO inversion by combining several Zoeppritz approximations.We study and compare two strategies respectively with(strategy 1)and without(strategy 2)velocity as inversion input data.Using theoretical models,we investigate the influence of various factors,such as the Zoeppritz approximation used,P-and S-wave velocity dispersion,inversion input data,the strong reflection caused by non-reservoir interfaces,and the noise level of the seismic data.Our results show that FAVO inversion based on different Zoeppritz approximations gives similar results.In addition,the inversion results of strategy 2 are generally equivalent to that of strategy 1,which means that strategy 2 can be used to obtain dispersion attributes even if the velocity is not available.We also found that the existence of non-reservoir strong reflection interface may cause significant false dispersion.Therefore,logging,geological,and other relevant data should be fully used to prevent this undesirable consequence.Both the P-and S-wave related dispersion obtained from FAVO can be used as good indicators of a hydrocarbon reservoir,but the P-wave dispersion is more reliable.In fact,due to the mutual coupling of P-and S-wave dispersion terms,the P-wave dispersion gradient inverted from PP reflection seismic data has a stronger hydrocarbon detection ability than the S-wave dispersion gradient.Moreover,there is little difference in using post-stack data or pre-stack angle gathers as inversion input when only the P-wave dispersion is desired.The real application examples further demonstrate that dispersion attributes can not only indicate the location of a hydrocarbon reservoir,but also,to a certain extent,reveal the physical properties of reservoirs. 展开更多
关键词 Zoeppritz approximation Dispersion gradient frequency-dependent avo inversion Reservoir prediction Fluid identification
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A H_(N)^(T)-UGKS SCHEME FOR THE THREE-TEMPERATURE FREQUENCY-DEPENDENT RADIATIVE TRANSFER EQUATIONS
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作者 Qi LI Wenjun SUN Song JIANG 《Acta Mathematica Scientia》 2025年第6期2391-2420,共30页
This paper extends the previous work[1]for the three-temperature gray radiative transfer equations to the frequency-dependent case.Since the additional frequency variable is considered,the equations are more complicat... This paper extends the previous work[1]for the three-temperature gray radiative transfer equations to the frequency-dependent case.Since the additional frequency variable is considered,the equations are more complicated than those in the gray case.Moreover,opacity may be typically a decreasing function of the frequency variable in applications.At the same spatial location,the equations can be in the optically thick case for low frequency photons,while in the optically thin case for high frequency ones.Thus,the resulting discrete equations can significantly increase the computational cost for opacity having the multi-scale property in multiple frequency radiation.Due to the presence of the radiation-electron coupling,electronion coupling,and electron-ion diffusion terms,the model under consideration exhibits strong nonlinearity and strong coupling properties.In this paper,the multigroup method is used to discretize the frequency variable and the H_(N)^(T)method to discretize the angular variable first.Then,within the framework of a unified gas kinetic scheme(UGKS),a multigroup H_(N)^(T)-UGKS method is constructed to solve this complex model iteratively.Furthermore,it can be shown that as the Knudsen number tends to zero,with variations in the electron-ion coupling,absorption,and scattering coefficients,the multigroup H_(N)^(T)-UGKS scheme can converge to numerical schemes for the single-temperature,two-temperature,and the frequency-dependent three-temperature,two-temperature diffusion limit equations,respectively.Finally,several numerical examples are provided to validate the effectiveness and stability of the proposed scheme. 展开更多
关键词 frequency-dependent radiative transfer three-temperature model H_(N)^(T)method unified gas kinetic scheme asymptotic preserving property
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The analysis of frequency-dependent characteristics for fluid detection: a physical model experiment 被引量:2
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作者 陈双全 李向阳 王尚旭 《Applied Geophysics》 SCIE CSCD 2012年第2期195-206,235,236,共14页
According to the Chapman multi-scale rock physical model, the seismic response characteristics vary for different fluid-saturated reservoirs. For class I AVO reservoirs and gas-saturation, the seismic response is a hi... According to the Chapman multi-scale rock physical model, the seismic response characteristics vary for different fluid-saturated reservoirs. For class I AVO reservoirs and gas-saturation, the seismic response is a high-frequency bright spot as the amplitude energy shifts. However, it is a low-frequency shadow for the Class III AVO reservoirs saturated with hydrocarbons. In this paper, we verified the high-frequency bright spot results of Chapman for the Class I AVO response using the frequency-dependent analysis of a physical model dataset. The physical model is designed as inter-bedded thin sand and shale based on real field geology parameters. We observed two datasets using fixed offset and 2D geometry with different fluid- saturated conditions. Spectral and time-frequency analyses methods are applied to the seismic datasets to describe the response characteristics for gas-, water-, and oil-saturation. The results of physical model dataset processing and analysis indicate that reflection wave tuning and fluid-related dispersion are the main seismic response characteristic mechanisms. Additionally, the gas saturation model can be distinguished from water and oil saturation for Class I AVO utilizing the frequency-dependent abnormal characteristic. The frequency-dependent characteristic analysis of the physical model dataset verified the different spectral response characteristics corresponding to the different fluid-saturated models. Therefore, by careful analysis of real field seismic data, we can obtain the abnormal spectral characteristics induced by the fluid variation and implement fluid detection using seismic data directly. 展开更多
关键词 frequency-dependent characteristic fluid detection time-frequency analysis attenuation and dispersion physical model
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Seismic dynamic monitoring in CO_2 flooding based on characterization of frequency-dependent velocity factor 被引量:2
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作者 张军华 李军 +4 位作者 肖文 谭明友 张云银 崔世凌 曲志鹏 《Applied Geophysics》 SCIE CSCD 2016年第2期307-314,418,共9页
The phase velocity of seismic waves varies with the propagation frequency, and thus frequency-dependent phenomena appear when CO2 gas is injected into a reservoir. By dynamically considering these phenomena with reser... The phase velocity of seismic waves varies with the propagation frequency, and thus frequency-dependent phenomena appear when CO2 gas is injected into a reservoir. By dynamically considering these phenomena with reservoir conditions it is thus feasible to extract the frequency-dependent velocity factor with the aim of monitoring changes in the reservoir both before and after CO2 injection. In the paper, we derive a quantitative expression for the frequency-dependent factor based on the Robinson seismic convolution model. In addition, an inversion equation with a frequency-dependent velocity factor is constructed, and a procedure is implemented using the following four processing steps: decomposition of the spectrum by generalized S transform, wavelet extraction of cross-well seismic traces, spectrum equalization processing, and an extraction method for frequency-dependent velocity factor based on the damped least-square algorithm. An attenuation layered model is then established based on changes in the Q value of the viscoelastic medium, and spectra of migration profiles from forward modeling are obtained and analyzed. Frequency-dependent factors are extracted and compared, and the effectiveness of the method is then verified using a synthetic data. The frequency-dependent velocity factor is finally applied to target processing and oil displacement monitoring based on real seismic data obtained before and after CO2 injection in the G89 well block within Shengli oilfield. Profiles and slices of the frequency-dependent factor determine its ability to indicate differences in CO2 flooding, and the predicting results are highly consistent with those of practical investigations within the well block. 展开更多
关键词 CO2 flooding frequency-dependent velocity factor G89 well block Reservoir dynamic monitoring
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利用消除调谐效应的AVO属性进行煤体结构识别 被引量:2
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作者 师素珍 郭家成 +4 位作者 白洁玢 李逸菲 陶然 孙静月 李光明 《地球物理学报》 北大核心 2025年第4期1542-1554,共13页
随着煤矿开采深度的不断增加,煤与瓦斯突出的风险也逐渐增大,构造煤发育是煤与瓦斯突出的重要原因,合理预测构造煤对于煤矿资源安全开采具有重要意义.为了准确划分构造煤,从正演的角度出发,首先分析双层单界面情况下构造煤和原生煤的AV... 随着煤矿开采深度的不断增加,煤与瓦斯突出的风险也逐渐增大,构造煤发育是煤与瓦斯突出的重要原因,合理预测构造煤对于煤矿资源安全开采具有重要意义.为了准确划分构造煤,从正演的角度出发,首先分析双层单界面情况下构造煤和原生煤的AVO响应特征,其次建立更加符合实际情况的三层双界面模型,研究截距与梯度随煤层厚度及煤层顶底板岩性的变化规律,最后对寺河矿区3#煤层构造煤进行了预测.结果表明,在调谐效应的影响下难以直接利用截距和梯度圈定构造煤,通过校正截距与梯度可以消除煤层厚度变化对AVO属性的影响,进而实现构造煤与原生煤的有效划分.因此,依据校正后的截距和梯度值可以准确预测构造煤发育区,为防治煤与瓦斯突出提供地质理论依据. 展开更多
关键词 调谐效应 avo属性 构造煤 原生煤
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Frequency-dependent friction in pipelines 被引量:3
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作者 蒋丹 李松晶 +1 位作者 杨平 赵天扬 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第3期230-236,共7页
A comprehensive study of modeling the frequency-dependent friction in a pipeline during pressure transients following a sudden cut-off of the flow is presented. A new method using genetic algorithms(GAs) for paramet... A comprehensive study of modeling the frequency-dependent friction in a pipeline during pressure transients following a sudden cut-off of the flow is presented. A new method using genetic algorithms(GAs) for parameter identification of the weighting function coefficients of the frequency-dependent friction model is described. The number of weighting terms required in the friction model is obtained. Comparisons between simulation results and experimental data of transient pressure pulsations close to the valve in horizontal upstream and downstream pipelines are carried out respectively.The validity of the parameter identification method for weighting function coefficients and the calculation method for the number of weighting terms in the friction model is confirmed. 展开更多
关键词 frequency-dependent friction PIPELINE pressure transients weighting function
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Frequency-dependent flight activity in the colour polymorphic wood tiger moth 被引量:2
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作者 Bibiana ROJAS Swanne R GORDON Johanna MAPPES 《Current Zoology》 SCIE CAS CSCD 2015年第4期765-772,共8页
Predators efficiently learn to avoid one type of warning signal rather than several, making colour polymorphisms un- expected. Aposematic wood tiger moth males Parasemia plantaginis have either white or yellow hindwin... Predators efficiently learn to avoid one type of warning signal rather than several, making colour polymorphisms un- expected. Aposematic wood tiger moth males Parasemia plantaginis have either white or yellow hindwing coloration across Eu- rope. Previous studies indicate that yellow males are better defended from predators, while white males have a positively frequency-dependent mating advantage. However, the potential frequency-dependent behavioural differences in flight between the morphs, as well as the role of male-male interactions in inducing flying activity, have not been previously considered. We ran an outdoor cage experiment where proportions of both male morphs were manipulated to test whether flying activity was frequency- dependent and differed between morphs. The white morph was significantly more active than the yellow one across all treatments, and sustained activity for longer. Overall activity for both morphs was considerably lower in the yellow-biased environment, suggesting that higher proportions of yellow males in a population may lead to overall reduced flying activity. The activity of the yellow morph also followed a steeper, narrower curve than that of the white morph during peak female calling activity. We sug- gest that white males, with their presumably less costly defences, have more resources to invest in flight for predator escape and finding mates. Yellow males, which are better protected but less sexually selected, may instead compensate their lower flight ac- tivity by 'flying smart' during the peak female-calling periods. Thus, both morphs may be able to behaviourally balance the trade-off between warning signal selection and sexual selection. Our results emphasize the greater need to investigate animal behaviour and colour polymorphisms in natural or semi-natural environments [Current Zoology 61 (4): 765-772, 2015]. 展开更多
关键词 frequency-dependent selection FLIGHT Colour polymorphism Sexual selection APOSEMATISM
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Fluid discrimination incorporating viscoelasticity and frequency-dependent amplitude variation with offsets inversion 被引量:3
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作者 Zhao-Yun Zong Yan-Wen Feng +2 位作者 Xing-Yao Yin Kun Li Guang-Zhi Zhang 《Petroleum Science》 SCIE CAS CSCD 2021年第4期1047-1058,共12页
Frequency-dependent amplitude versus offset(FAVO)inversion is a popular method to estimate the frequency-dependent elastic parameters by using amplitude and frequency information of pre-stack seismic data to guide flu... Frequency-dependent amplitude versus offset(FAVO)inversion is a popular method to estimate the frequency-dependent elastic parameters by using amplitude and frequency information of pre-stack seismic data to guide fluid identification.Current frequency-dependent AVO inversion methods are mainly based on elastic theory without the consideration of the viscoelasticity of oil/gas.A fluid discrimination approach is proposed in this study by incorporating the viscoelasticity and relevant FAVO inversion.Based on viscoelastic and rock physics theories,a frequency-dependent viscoelastic solid-liquid decoupling fluid factor is initially constructed,and its sensitivity in fluid discrimination is compared with other conventional fluid factors.Furthermore,a novel reflectivity equation is derived in terms of the viscoelastic solid-liquid decoupling fluid factor.Due to the introduction of viscoelastic theory,the proposed reflectivity is related to frequency,which is more widely applicable than the traditional elastic reflectivity equation directly derived from the elastic reflectivity equation on frequency.Finally,a pragmatic frequency-dependent inversion method is introduced to verify the feasibility of the equation for frequency-dependent viscoelastic solid-liquid decoupling fluid factor prediction.Synthetic and field data examples demonstrate the feasibility and stability of the proposed approach in fluid discrimination. 展开更多
关键词 frequency-dependent VISCOELASTICITY Solid-liquid decoupling fluid factor Favo inversion Fluid discrimination
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How does male-male competition generate negative frequency-dependent selection and disruptive selection during speciation? 被引量:2
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作者 Peter D. DIJKSTRA Shana E. BORDER 《Current Zoology》 SCIE CAS CSCD 2018年第1期89-99,共11页
Natural selection has been shown to drive population differentiation and speciation. The role of sexual selection in this process is controversial; however, most of the work has centered on mate choice while the role ... Natural selection has been shown to drive population differentiation and speciation. The role of sexual selection in this process is controversial; however, most of the work has centered on mate choice while the role of male-male competition in speciation is relatively understudied. Here, we outline how male-male competition can be a source of diversifying selection on male competitive phenotypes, and how this can contribute to the evolution of reproductive isolation. We highlight how negative frequency-dependent selection (advantage of rare phenotype arising from stronger male-male competition between similar male phenotypes compared with dissimilar male pheno- types) and disruptive selection (advantage of extreme phenotypes) drives the evolution of diversity in competitive traits such as weapon size, nuptial coloration, or aggressiveness. We underscore that male-male competition interacts with other life-history functions and that variable male com- petitive phenotypes may represent alternative adaptive options. In addition to competition for mates, aggressive interference competition for ecological resources can exert selection on compet- itor signals. We call for a better integration of male-male competition with ecological interference competition since both can influence the process of speciation via comparable but distinct mecha- nisms. Altogether, we present a more comprehensive framework for studying the role of male-male competition in speciation, and emphasize the need for better integration of insights gained from other fields studying the evolutionary, behavioral, and physiological consequences of agonistic interactions. 展开更多
关键词 disruptive selection life-history trade-offs male-male competition negative frequency-dependent selection SPECIATION
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MODIFIED SZABO'S WAVE EQUATION FOR ARBITRARILY FREQUENCY-DEPENDENT VISCOUS DISSIPATION IN SOFT MATTER WITH APPLICATIONS TO 3D ULTRASONIC IMAGING 被引量:2
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作者 Xiaodi Zhang Wen Chen Chuanzeng Zhang 《Acta Mechanica Solida Sinica》 SCIE EI 2012年第5期510-519,共10页
Soft matters are observed anomalous viscosity behaviors often characterized by a power law frequency dependent attenuation in acoustic wave propagation. Recent decades have witnessed a fast growing research on develop... Soft matters are observed anomalous viscosity behaviors often characterized by a power law frequency dependent attenuation in acoustic wave propagation. Recent decades have witnessed a fast growing research on developing various models for such anomalous viscosity behaviors among which one of the present authors proposed the modified Szabo's wave equation via the positive fractional derivative. The purpose of this study is to apply the modified Szabo's wave equation to simulate a recent ultrasonic imaging technique called the clinical amplitude- velocity reconstruction imaging (CARI) of breast tumors which are of typical soft tissue matters. Investigations have been made on the effects of the size and position of tumors on the quality of ultrasonic medical imaging. It is observed from numerical results that the sound pressure along the reflecting line, which indicates the detection results, varies obviously with sizes and lateral positions of tumors, but remains almost the same for different axial positions. 展开更多
关键词 soft matter VISCOSITY frequency-dependent dissipation modified Szabo's waveequation positive fractional derivative ultrasonic imaging
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Direct hydrocarbon identification in shale oil reservoirs using fluid dispersion attribute based on an extended frequency-dependent seismic inversion scheme 被引量:1
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作者 Zhi-Qi Guo Tao Zhang Cai Liu 《Petroleum Science》 SCIE EI CAS CSCD 2023年第3期1532-1545,共14页
The identification of hydrocarbons using seismic methods is critical in the prediction of shale oil res-ervoirs.However,delineating shales of high oil saturation is challenging owing to the similarity in the elastic p... The identification of hydrocarbons using seismic methods is critical in the prediction of shale oil res-ervoirs.However,delineating shales of high oil saturation is challenging owing to the similarity in the elastic properties of oil-and water-bearing shales.The complexity of the organic matter properties associated with kerogen and hydrocarbon further complicates the characterization of shale oil reservoirs using seismic methods.Nevertheless,the inelastic shale properties associated with oil saturation can enable the utilization of velocity dispersion for hydrocarbon identification in shales.In this study,a seismic inversion scheme based on the fluid dispersion attribute was proposed for the estimation of hydrocarbon enrichment.In the proposed approach,the conventional frequency-dependent inversion scheme was extended by incorporating the PP-wave reflection coefficient presented in terms of the effective fluid bulk modulus.A rock physics model for shale oil reservoirs was constructed to describe the relationship between hydrocarbon saturation and shale inelasticity.According to the modeling results,the hydrocarbon sensitivity of the frequency-dependent effective fluid bulk modulus is superior to the traditional compressional wave velocity dispersion of shales.Quantitative analysis of the inversion re-sults based on synthetics also reveals that the proposed approach identifies the oil saturation and related hydrocarbon enrichment better than the above-mentioned conventional approach.Meanwhile,in real data applications,actual drilling results validate the superiority of the proposed fluid dispersion attribute as a useful hydrocarbon indicator in shale oil reservoirs. 展开更多
关键词 Shale oil Fluid dispersion attribute Hydrocarbon identification frequency-dependent inversion Rock physics
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Strain-threshold- and frequency-dependent seismic simulation of nonlinear soils 被引量:1
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作者 Duguo Wang Chenggang Zhao 《Earthquake Science》 2014年第6期615-626,共12页
A one-dimensional equivalent linear method (EQL) is widely used in estimating seismic ground response. For this method, the shear modulus and damping ratio of inelastic soil are supposed to be frequency independent.... A one-dimensional equivalent linear method (EQL) is widely used in estimating seismic ground response. For this method, the shear modulus and damping ratio of inelastic soil are supposed to be frequency independent. However, historical earthquake records and laboratory test results indicate that nonlinear soil behavior is frequency- dependent. Several frequency-dependent equivalent linear methods (FDEQL) related to the Fourier amplitude of shear strain time history have been developed to take into account the frequency-dependent soil behavior. Furthermore, the shear strain threshold plays an important role in soil behavior. For shear strains below the elastic shear strain threshold, soil behaves essentially as a linear elastic mate- rial. To consider the effect of elastic-shear-strain-threshold- and frequency-dependent soil behavior on wave propaga- tion, the shear-strain-threshold- and frequency-dependent equivalent linear method (TFDEQL) is proposed. A series of analyses is implemented for EQL, FDEQL, and TFDEQL methods. Results show that elastic-shear-strain-threshold- and frequency-dependent soil behavior plays a great influence on the computed site response, especially for the high- frequency band. Also, the effect of elastic-strain-threshold- and frequency-dependent soil behavior on the site response is analyzed from relatively weak to strong input motion, and results show that the effect is more pronounced as input motion goes from weak to strong. 展开更多
关键词 Nonlinear soil behavior Strain threshold frequency-dependent Site response
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Decoupled estimation of frequency-dependent IQI and channel for OFDM systems with direct-conversion transceivers 被引量:1
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作者 Yan Liang Rongfang Song +2 位作者 Fei Li Xueyun He Lihua Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第3期435-441,共7页
The in-phase and quadrature-phase imbalance (IQI) is one of the major radio frequency impairments existing in orthogonal frequency division multiplexing (OFDM) systems with direct-conversion transceivers. During the t... The in-phase and quadrature-phase imbalance (IQI) is one of the major radio frequency impairments existing in orthogonal frequency division multiplexing (OFDM) systems with direct-conversion transceivers. During the transmission of the communication signal, the impact of IQI is coupled with channel impulse responses (CIR), which makes the traditional channel estimation schemes ineffective. A decoupled estimation scheme is proposed to separately estimate the frequency-dependent IQI and wireless channel. Firstly, the generalized channel model is built to separate the parameters of IQI and wireless channel. Then an iterative estimation scheme of frequency-dependent IQI is designed at the initial stage of communication. Finally, based on the estimation result of IQI, the least square algorithm is utilized to estimate the channel-related parameters at each time of channel variation. Compared with the joint estimation schemes of IQI and channel, the proposed decoupled estimation scheme requires much lower training overhead at each time of channel variation. Simulation results demonstrate the good estimation performance of the proposed scheme. 展开更多
关键词 direct-conversion transceivers frequency-dependent in-phase and quadrature-phase imbalance (IQI) orthogonal frequency division multiplexing (OFDM) decoupled estimation
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基于贝叶斯框架的裂缝型储层频变AVO反演及多参数预测
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作者 邢慧婷 冯晅 +3 位作者 刘财 郭智奇 逄硕 乔汉青 《吉林大学学报(地球科学版)》 北大核心 2025年第2期657-669,共13页
裂缝型储层是一种含流体的裂缝-孔隙介质,其裂缝参数的定量表征对非常规油气藏的勘探与开发具有重要意义。然而,传统以振幅信息为主的储层预测方法存在局限性,难以全面揭示裂缝型储层的复杂特性。本文针对含饱和流体的正交裂缝型储层,... 裂缝型储层是一种含流体的裂缝-孔隙介质,其裂缝参数的定量表征对非常规油气藏的勘探与开发具有重要意义。然而,传统以振幅信息为主的储层预测方法存在局限性,难以全面揭示裂缝型储层的复杂特性。本文针对含饱和流体的正交裂缝型储层,深入分析了含水平和垂直正交裂缝介质的速度频散与衰减特性,并采用各向异性反射率法模拟了单界面频散砂岩储层振幅随偏移距变化(amplitude variation with offset,AVO)的频变响应特征。在此基础上,构建了以水平和垂直正交裂缝模型响应为驱动的贝叶斯反演框架,实现了对裂缝型储层中孔隙度、裂缝密度及裂缝半径的多参数定量反演。研究结果表明,孔隙度、裂缝密度及裂缝半径对速度频散表现出高度敏感性,且在低频时PP波频变反射系数随频率和入射角发生显著变化,振幅随入射角的增大线性增加,揭示了裂缝参数对频变AVO响应有重要影响。反演结果表明,所提出的反演方法在不同裂缝参数条件下,后验概率分布都具有较高精度,尤其在小尺度裂缝型储层中,对裂缝半径预测表现出更好的适用性和可靠性。 展开更多
关键词 裂缝型储层 水平-垂直正交裂缝 裂缝参数 频变avo 贝叶斯反演方法
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基于稀疏时频分析的频变AVO反演
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作者 李陈龙 文晓涛 +2 位作者 赵云 李波 张雨强 《地球物理学进展》 北大核心 2025年第5期2040-2049,共10页
研究表明,地震波在传播过程中遇到含烃储层时,通常会发生不同程度的速度频散和衰减,这也导致了反射系数与频率密切相关.因此,我们可以利用频变AVO反演提取的速度频散属性来进行流体识别.频变AVO反演是在地震数据的时频分析振幅谱的基础... 研究表明,地震波在传播过程中遇到含烃储层时,通常会发生不同程度的速度频散和衰减,这也导致了反射系数与频率密切相关.因此,我们可以利用频变AVO反演提取的速度频散属性来进行流体识别.频变AVO反演是在地震数据的时频分析振幅谱的基础上完成的,其分辨率和准确性是影响频散属性反演结果的关键因素.近年来,基于稀疏表示的时频分析方法由于其高时频分辨率而受到关注.本文基于压缩感知理论,采用L_(P)拟范数约束时间频谱,提出了一种更灵活的稀疏时频分析方法.数值模型表明,该方法能够获得更高分辨率的时频分布,适用于地震信号的时频分析.在此基础上,将基于L_(P)拟范数稀疏约束的时频分析方法与频变AVO反演相结合,能够精确提取地震波的纵波频散属性,从而识别储层中的流体.实际数据验证显示,基于稀疏时频分析的频变AVO反演方法不仅具有高分辨率,还能为油气藏提供可靠的流体指示,为复杂储层的油气识别提供了有效的技术支撑. 展开更多
关键词 L_(P)拟范数 时频分析 频变avo反演 频散属性 储层识别
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应用互相关目标函数和贝叶斯理论的纵波和转换波联合AVO反演方法
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作者 董子龙 刘洋 +2 位作者 孙宇航 田文彬 邸希 《石油地球物理勘探》 北大核心 2025年第3期761-774,共14页
纵波、转换波联合AVO反演目标函数通常基于L2范数构建,效果受地震资料信噪比影响较大。为此,文中提出了一种纵波、转换波联合AVO反演方法。该方法基于贝叶斯理论,联合纵波、转换波地震数据,利用归一化零延迟互相关算法构建目标函数进行... 纵波、转换波联合AVO反演目标函数通常基于L2范数构建,效果受地震资料信噪比影响较大。为此,文中提出了一种纵波、转换波联合AVO反演方法。该方法基于贝叶斯理论,联合纵波、转换波地震数据,利用归一化零延迟互相关算法构建目标函数进行反演。纵波和转换波地震数据的联合可以增强反演算法的稳定性,地震数据的归一化策略和互相关目标函数可以增强反演算法的抗噪能力。因此,文中方法可以从较低信噪比地震数据中反演得到精度较高的纵波速度、横波速度和密度参数。信噪比分别为7、1 dB的模型数据和实际数据测试结果均表明,文中方法能够实现较低信噪比地震数据的高精度反演。与基于L2范数目标函数的联合反演对比表明,文中方法误差更小、抗噪能力更强。 展开更多
关键词 纵波和转换波 联合反演 avo 反演 归一化零延迟互相关目标函数 贝叶斯理论
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基于多边形孔隙岩石物理模型的致密砂岩储层AVO响应特征及敏感属性分析——以鄂尔多斯盆地延长组为例 被引量:1
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作者 陈雪薇 刘致水 +1 位作者 蔡露露 李之旭 《天然气地球科学》 北大核心 2025年第10期1957-1968,共12页
鄂尔多斯盆地三叠系延长组致密砂岩经历了强烈的机械压实和胶结作用,孔隙度、渗透率极低,孔隙结构成为影响储层速度的重要因素,因此孔隙结构的变化会引起AVO响应的变化,这给利用AVO属性进行流体识别造成困扰。将二维规则多边形孔隙结构... 鄂尔多斯盆地三叠系延长组致密砂岩经历了强烈的机械压实和胶结作用,孔隙度、渗透率极低,孔隙结构成为影响储层速度的重要因素,因此孔隙结构的变化会引起AVO响应的变化,这给利用AVO属性进行流体识别造成困扰。将二维规则多边形孔隙结构岩石物理模型与AVO分析方法相结合,分析研究区致密砂岩储层特征参数的AVO响应特征。结果显示:孔隙形状对AVO响应的影响十分显著,且储层中含有不同流体时孔隙形状引起的AVO响应规律近似但数值不同。AVO属性分析对比研究显示,超低孔隙度(φ=1%)时P/G属性敏感性高,低孔隙度(1%<φ≤3%)时?F属性敏感性较高,中孔隙度(3%<φ<8%)时SPR×G属性敏感性较高,高孔隙度时(φ≥8%) FF属性敏感性较高。研究结果对研究区利用AVO属性进行流体识别提供了理论支持。 展开更多
关键词 致密砂岩储层 avo响应 avo属性 正演模拟 孔隙形状
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多任务Transformer下的小样本叠前AVO反演方法研究
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作者 杨柳青 王守东 李婧铭 《地球物理学进展》 北大核心 2025年第2期743-757,共15页
叠前AVO反演是油藏表征的关键方法之一,从中可以得到地下介质中丰富的弹性参数,进而有助于开展油气储层的识别.叠前角道集记录到弹性参数的反问题求解在适定性和分辨率等方面存在挑战.为了解决这些问题,本文提出了一种基于Transformer... 叠前AVO反演是油藏表征的关键方法之一,从中可以得到地下介质中丰富的弹性参数,进而有助于开展油气储层的识别.叠前角道集记录到弹性参数的反问题求解在适定性和分辨率等方面存在挑战.为了解决这些问题,本文提出了一种基于Transformer框架的叠前AVO反演网络来求解纵横波速度和密度.直接使用叠前地震数据作为单向输入的网络存在反演结果不稳定与横向连续性差的问题,因此在训练中引入先验知识约束来提高反演结果的稳定性和精确度.为了减少实际资料反演时对井资料的依赖,本文使用迁移学习策略,将训练有素的模型迁移至实际资料反演中.数据预处理阶段采用数据增广方法扩充训练样本,使得提出的网络可以充分提取叠前道集信息,并建立叠前道集与弹性参数之间的复杂非线性映射关系.本文采用多任务学习的方式来实现对纵波速度,横波速度和密度的同时反演,从而提升反演精度和计算效率.通过对Marmousi2合成数据和实际资料的反演测试并对比经典的深度学习框架,本文提出的多任务Transformer框架具更高的精度和高分辨率的反演结果. 展开更多
关键词 叠前avo反演 多任务学习 深度学习 TRANSFORMER
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