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一种基于伴随状态方程梯度计算的AVO阻抗三参数非线性反演方法
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作者 宫菡婕 刘致水 +3 位作者 高飞 包乾宗 Honggeun Jo 张嘉豪 《地球物理学报》 北大核心 2026年第2期857-872,共16页
地震叠前反演是获取地下介质弹性参数的主要手段.常规的非线性AVO反演方法多使用梯度下降类优化算法,需要计算目标函数的梯度方程,准确性和效率较低.针对此问题,本文提出一种基于伴随状态方程梯度计算的纵、横波阻抗及密度三参数反演方... 地震叠前反演是获取地下介质弹性参数的主要手段.常规的非线性AVO反演方法多使用梯度下降类优化算法,需要计算目标函数的梯度方程,准确性和效率较低.针对此问题,本文提出一种基于伴随状态方程梯度计算的纵、横波阻抗及密度三参数反演方法,在AVO反演公式的基础上推导了目标函数梯度的伴随状态方程,引入精度、效率优于常规优化算法的有限内存的拟牛顿优化算法(Limited memory-BFGS,即L-BFGS)求解反演目标函数.通过1-D、2-D模型数据及实际测井数据测试,证实该方法能够反演获得精确的纵、横波阻抗、密度及纵-横波速度比,抗噪性测试证实该方法对噪声的容许程度为信噪比大于约8~15 dB.将该方法应用于致密砂岩储层实际地震资料,所得结果与测井数据吻合度高,且能够反映横向地层展布规律,证实了该方法的有效性. 展开更多
关键词 avo非线性反演 三参数反演 阻抗反演 伴随状态方程 致密砂岩储层
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Defect-engineered gradient reconstruction for the upcycling of spent LiFePO_(4)to generate high-value LiFe_(1−x)Mn_(x)PO_(4)/C cathodes
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作者 Shuaijing Ji Yanqiong Tan +6 位作者 Junwei Wang Fengqian Wang Danpeng Cheng Zhenxing Wang Zhongwen Ouyang Shun Tang Yuancheng Cao 《Journal of Energy Chemistry》 2026年第1期306-316,I0008,共12页
Recycling spent lithium-ion(Li+)batteries is critical for achieving environmental conservation and the strategic recovery of essential resources.Compared with conventional methods for recovering cathode materials,whic... Recycling spent lithium-ion(Li+)batteries is critical for achieving environmental conservation and the strategic recovery of essential resources.Compared with conventional methods for recovering cathode materials,which are energy-intensive and prone to secondary pollution,the direct regeneration approach has emerged as a rapid and highly efficient method,gaining widespread attention in recent years.However,this approach faces major challenges,including degraded electrochemical performances and limited economic value.This study,therefore,proposes a high-value direct regeneration strategy to convert degraded spent LiFePO_(4)(S-LFP)into a gradient manganese(Mn)-doped regenerated LiFe_(0.7)Mn_(0.3)PO_(4)/C(R-LFMP)composite.This method leverages the inherent microcracks and Li vacancies present in S-LFP,likely acting as diffusion channels for the Mn^(2+)/Li^(+)ions.Through a two-step mechanochemical ball-milling and carbothermal reduction process,this approach achieves simultaneous Li replenishment and surface-localised Mn gradient doping with enhanced structural control.Notably,the R-LFMP exhibits an exceptional electrochemical performance.At 0.1 C,it delivers a discharge capacity of 161.4 mA h g^(−1)and an energy density of 563.5 Wh kg^(−1)(representing a 60.5%improvement over S-LFP).Additionally,it maintains 83%capacity retention after 900 cycles at 0.5C,a considerable enhancement compared to commercial LFMP(62%).Furthermore,the regenerated cathode material generates a net profit of$7.102 kg^(−1),surpassing the profitability of conventional recycling methods by 90%.Overall,this study introduces a transformative and sustainable LFP regeneration technology,achieving breakthroughs in electrochemical restoration and high-value recycling,while paving the way for the closed-loop utilisation of LFP-based energy storage systems. 展开更多
关键词 Spent LiFePO_(4)recycling Defect-guided gradient reconstruction gradient manganese doping Closed-loop recycling Economic viability
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Illusion Optics via Phase-Gradient Metasurfaces
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作者 Zhaoyao Pan Jinpeng Yang Yadong Xu 《Chinese Physics Letters》 2026年第1期31-36,共6页
Optical phase-gradient metasurfaces have garnered significant attention for enabling flexible light manipulation,with applications across diverse domains.In this work,we will demonstrate that the metasurfaces with pha... Optical phase-gradient metasurfaces have garnered significant attention for enabling flexible light manipulation,with applications across diverse domains.In this work,we will demonstrate that the metasurfaces with phase gradient modulation can be used to achieve illusion optics,featuring the advantages of simple geometric structure and feasible implementation compared with the well-known transformation optics method.The underlying mechanism is the anomalous diffraction law caused by the phase gradient,which provides a theoretical basis for freely manipulating the propagation path of light.By considering a specific example,we will demonstrate that the phase gradient can transform spatial coordinates in real space into illusion space,thereby converting a plane in real space into a curved surface structure in illusion space to achieve the illusion effect.This approach provides a viable alternative to transformation optics for designing illusion devices. 展开更多
关键词 transformation optics anomalous diffraction law illusion opticsfeaturing flexible light manipulationwith illusion optics anomalous diffraction phase gradient modulation phase gradient metasurfaces
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Full-space built-in electric field inside gradient Sn-dopedβ-Ga_(2)O_(3)photoanodes for enhanced photoelectrochemical solar-blind UV photodetection
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作者 Ke Zhai Hong Zhang +8 位作者 Shiyi Li Jieneng Chen Pukai Zhou Hang Cui Di Pang Yan Tang Lijuan Ye Honglin Li Wanjun Li 《Science China Materials》 2026年第3期1420-1431,共12页
β-Ga_(2)O_(3)is a promising candidate for solarblind ultraviolet photodetection owing to its suitable bandgap of approximately 4.9 eV,excellent photoresponse characteristics,and high stability.However,the lack of a s... β-Ga_(2)O_(3)is a promising candidate for solarblind ultraviolet photodetection owing to its suitable bandgap of approximately 4.9 eV,excellent photoresponse characteristics,and high stability.However,the lack of a sufficient driving force within the material leads to extensive bulk charge recombination,limiting its photocurrent and thus posing significant challenges in designing high-performance Ga_(2)O_(3)-based photodetection.In this study,we propose a gradient doping strategy to achieve a Sn-doping concentration gradient along theβ-Ga_(2)O_(3)film thickness.By combining sol-gel synthesis with rapid thermal annealing,a spatially graded band structure with a full-space built-in electric field is constructed,which increases the width of band bending over a large region and is crucial for significantly enhancing carrier separation and transport in the bulk.The resulting gradient Sn-dopedβ-Ga_(2)O_(3)enables exceptional photoelectric performance without an external bias under 254 nm irradiation,including a superior responsivity of 66.88 mA W^(-1),a high detectivity of 8.12×10^(11)Jones,and a fast rise/decay time of 79/65 ms,outstanding most existing similar reported photoelectrochemical(PEC)type optoelectronic devices.Additionally,the device exhibits excellent long-term stability and enables high-resolution underwater ultraviolet imaging.This study demonstrates that the gradient doping strategy provides a feasible approach for enhancing the PEC performance ofβ-Ga_(2)O_(3)photoelectrodes. 展开更多
关键词 gallium oxide gradient doping solar-blind ultraviolet photodetector self-powered photoelectrochemical device
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Suffusion of sand-clay mixtures under stepwise increase in hydraulic gradient
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作者 Jooho Lee Yerim Yang +1 位作者 Hangseok Choi Jongmuk Won 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1587-1600,共14页
Suffusion refers to the loss of fineparticles within the soil matrix without any associated volume change,induced by hydrodynamic forces.This study investigated the suffusion of sand-clay mixtures through one-dimensio... Suffusion refers to the loss of fineparticles within the soil matrix without any associated volume change,induced by hydrodynamic forces.This study investigated the suffusion of sand-clay mixtures through one-dimensional soil column experiments under a stepwise increase in hydraulic gradient(i),aiming to evaluate the critical hydraulic gradient(icrit)as a function of the size ratio between sand and clay,clay type,and ionic concentration.It was found that icrit was less than 0.1 for all sand-clay mixtures examined in this study.In addition,the lower peak concentrations of filtrated clay observed in sand-illite mixtures,compared to those of sand-kaolinite mixtures at the same level of i,suggest that illite particles are more susceptible to suffusion.Overall,the observed breakthrough curves,mass fraction of filtrated clay,volume of outflow,and total injection time presented in this study highlight the importance of considering clay type,sand-to-clay size ratio,and ionic concentration when assessing the suffusion behavior of clay-containing soils under a stepwise increase in hydraulic gradient. 展开更多
关键词 Critical hydraulic gradient Suffusion Breakthrough curve Sand-clay mixture Ionic concentration Clay mineralogy
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Bioextrusion of hydrogels with controlled mineral gradients for regenerative engineering of osteochondral interfaces
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作者 Xiao Zhao Weiwei Wang +2 位作者 Xiaojun Yu Dilhan M.Kalyon Cevat Erisken 《Bio-Design and Manufacturing》 2026年第1期122-136,I0019,I0020,共17页
The osteochondral(OC)interface exhibits a mineral gradient,varying in thickness by several hundred micrometers across different species.Disruptions in this interface damage OC tissues,leading to osteoarthritis.The nat... The osteochondral(OC)interface exhibits a mineral gradient,varying in thickness by several hundred micrometers across different species.Disruptions in this interface damage OC tissues,leading to osteoarthritis.The natural architecture and composition of native OC interfaces can be replicated using biomaterial scaffolds via regenerative engineering approaches.A novel one-step bioextrusion process was employed to fabricate a unitary synthetic graft(USG),which mimics the native OC interface’s mineral concentration gradient.This novel USG is composed of an agarose-based cartilage layer and a bone layer,consisting of agarose enriched with 20%(200 g/L)hydroxyapatite.The USG features a gradient interface with mineral concentrations transitioning from 0%to 20%(mass fraction),mimicking the transition between the cartilage and bone.Thermogravimetric analysis revealed that the gradient transition lengths of the graft and native OC tissue harvested from bovine knees were similar((647±21)vs.(633±124)μm).The linear viscoelastic properties of the grafts,which were evaluated using strain sweep and frequency sweep tests with oscillatory shear,indicated a dominant storage modulus over loss modulus similar to that of native OC tissues.The compressive and stress relaxation behaviors of the USGs demonstrated that the graft maintained structural integrity under mechanical stress.Viability assays performed after bioextrusion showed that chondrocytes and human fetal osteoblast cells successfully integrated and survived within their designated regions of the graft.The novel USGs exhibit properties similar to native OC tissue and are promising candidates for regenerating OC defects and restoring knee joint functionality. 展开更多
关键词 Osteochondral(OC)interface Mineral gradient Bioextrusion Hydrogel scaffold Regenerative engineering
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Physics-informed machine learning for identifying gradient-distributed plastic parameters of the S38C axle by nano-indentation
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作者 Siyu Li Lvfeng Jiang +4 位作者 Yanan Hu Jian Li Xu Zhang Qianhua Kan Guozheng Kang 《Acta Mechanica Sinica》 2026年第1期105-121,共17页
The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle... The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle remains a challenging task.To tackle this challenge,the present study proposes a novel approach for identifying the gradient-distributed plastic parameters for the S38C axle by integrating nano-indentation techniques with the machine learning method.Firstly,nano-indentation tests are conducted along the radial direction of the S38C axle to obtain the gradient-distributed load-displacement curves,nano-hardness,and elastic modulus.Subsequently,the dimensionless analysis is performed to obtain the representative stress,strain,and yield stress from load-displacement curves.These parameters are then incorporated into the machine learning method as physical information to identify the gradient-distributed plastic parameters of the S38C axle.The results indicate that the proposed method based on the physics-informed neural network and multi-fidelity neural network successfully identifies the gradient-distributed plastic parameters of the S38C axles and demonstrates superior prediction accuracy and generalization compared with the purely data-driven machine learning method. 展开更多
关键词 S38C axle Nanoindentation Physics-informed machine learning gradient structure Plastic parameters
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Fluid migration in calcite nanopores under salinity gradients:Insights from molecular dynamics
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作者 Yi Chen Yan Zhang +1 位作者 Run-Sheng Han Lei Wang 《Acta Geochimica》 2026年第1期185-203,共19页
The migration mechanisms of ore-forming fluids have long been a focus in the field of ore deposit studies.Calcite is ubiquitously present in various types of rocks in the lithosphere,and the underlying mechanisms of i... The migration mechanisms of ore-forming fluids have long been a focus in the field of ore deposit studies.Calcite is ubiquitously present in various types of rocks in the lithosphere,and the underlying mechanisms of its influence on fluid migration are of crucial importance.While previous studies have revealed that salinity changes can modulate fluid migration,the underlying mechanisms remain poorly understood.We employ molecular dynamics simulations to elucidate how salinity variations in ore-forming fluids modulate the adsorption onto calcite nanopore walls,thereby revealing the microscopic mechanisms governing ore fluid transport through calcite nano-fractures.The results show that the adsorption energy Eint of the solution on the calcite surface increased from -14,948.84±182.48 kcal/mol to -12,144.08±118.2 kcal/mol as salinity increased,which is conducive to the long-range transport of the fluid in the calcite nanopore. 展开更多
关键词 Fluid transport dynamics Salinity gradient regulation Calcite nanopores Molecular dynamics simulation
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Biomimetic Gradient Lubrication Hydrogel Contrived by Self-Reinforced MOFs Nanoparticle Network
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作者 Desheng Liu Yixian Wang +8 位作者 Changcheng Bai Danli Hu Xingxing Yang Yaozhong Lu Tao Wu Fei Zhai Pan Jiang Xiaolong Wang Weimin Liu 《Nano-Micro Letters》 2026年第5期217-234,共18页
The development of gradient lubrication materials is critical for numerous biomedical applications,particularly in magnifying mechanical properties and service longevity.Herein,we present an innovative approach to fab... The development of gradient lubrication materials is critical for numerous biomedical applications,particularly in magnifying mechanical properties and service longevity.Herein,we present an innovative approach to fabricate biomimetic gradient lubrication hydrogel through the synergistic integration of three-dimensional(3D)printed metal-organic frameworks(MOFs)nanoparticle network hydrogel skeletons with bioinspired lubrication design.Specifically,robust hydrogel skeletons were engineered through single or multi-material 3D printing,followed by the in situ growth of MOFs nanoparticles within this hydrogel network to create a reinforced,load-bearing architecture.Subsequently,biomimetic lubrication capability was enabled by mechanically coupling another lubricating hydrogel within 3D-printed MOFs nanoparticle network hydrogel skeleton.The superficial layer is highly lubricious to ensure low coefficient of friction(~0.1141)and wear resistance(40,000 cycles),while the deeper layer is stiffer to afford the obligatory mechanical support(fracture strength~2.50 MPa).Furthermore,the gradient architecture stiffness of the hydrogel can be modulated by manipulating the spatial distribution of MOFs within the 3D-printed hydrogel skeleton.As a proof-of-concept,biomimetic gradient hydrogel meniscus structures with C-and O-shaped configurations were constructed by leveraging multi-material 3D printing,demonstrating exceptional lubrication performance.This innovative biomimetic design opens new avenues for creating implantable biomedical gradient lubricating materials with reinforced mechanical and lubrication performance. 展开更多
关键词 Biomimetic gradient architecture DIW 3D printing Lubricating hydrogel MOFs nanoparticle network Slippery meniscus
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Scalable and Healable Gradient Textiles for Multi‑Scenario Radiative Cooling via Bicomponent Blow Spinning
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作者 Baiyu Ji Yufeng Wang +6 位作者 Ying Liu Yongxu Zhao Fankun Xu Jian Huang Yue‑EMiao Chao Zhang Tianxi Liu 《Nano-Micro Letters》 2026年第3期338-353,共16页
Radiative cooling textiles with spectrally selective surfaces offer a promising energy-efficient approach for sub-ambient cooling of outdoor objects and individuals.However,the spectrally selective mid-infrared emissi... Radiative cooling textiles with spectrally selective surfaces offer a promising energy-efficient approach for sub-ambient cooling of outdoor objects and individuals.However,the spectrally selective mid-infrared emission of these textiles significantly hinders their efficient radiative heat exchange with self-heated objects,thereby posing a significant challenge to their versatile cooling applicability.Herein,we present a bicomponent blow spinning strategy for the production of scalable,ultra-flexible,and healable textiles featuring a tailored dual gradient in both chemical composition and fiber diameter.The gradient in the fiber diameter of this textile introduces a hierarchically porous structure across the sunlight incident area,thereby achieving a competitive solar reflectivity of 98.7%on its outer surface.Additionally,the gradient in the chemical composition of this textile contributes to the formation of Janus infrared-absorbing surfaces:The outer surface demonstrates a high mid-infrared emission,whereas the inner surface shows a broad infrared absorptivity,facilitating radiative heat exchange with underlying self-heated objects.Consequently,this textile demonstrates multi-scenario radiative cooling capabilities,enabling versatile outdoor cooling for unheated objects by 7.8℃ and self-heated objects by 13.6℃,compared to commercial sunshade fabrics. 展开更多
关键词 gradient cooling textile Bicomponent blow spinning Janus spectral selectivity Radiative heat exchange Multi-scenario radiative cooling
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Gradient Descent-Based Prediction of Heat-Transmission Rate of Engine Oil-Based Hybrid Nanofluid over Trapezoidal and Rectangular Fins for Sustainable Energy Systems
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作者 Maddina Dinesh Kumar S.U.Mamatha +2 位作者 Khalid Masood Nehad Ali Shah Se-Jin Yook 《Computer Modeling in Engineering & Sciences》 2026年第1期627-660,共34页
Fluid dynamic research on rectangular and trapezoidal fins is aimed at increasing heat transfer by means of large surfaces.The trapezoidal cavity form is compared with its thermal and flow performance,and it is reveal... Fluid dynamic research on rectangular and trapezoidal fins is aimed at increasing heat transfer by means of large surfaces.The trapezoidal cavity form is compared with its thermal and flow performance,and it is revealed that trapezoidal fins tend to be more efficient,particularly when material optimization is critical.Motivated by the increasing need for sustainable energy management,this work analyses the thermal performance of inclined trapezoidal and rectangular porous fins utilising a unique hybrid nanofluid.The effectiveness of nanoparticles in a working fluid is primarily determined by their thermophysical properties;hence,optimising these properties can significantly improve overall performance.This study considers the dispersion of Graphene Oxide(GO)and Molybdenum Disulfide in the base fluid,engine oil.Temperature profiles are analysed by altering the radiative,porosity,wet porous,and angle of inclination parameters.Surface and contour plots are constructed by using the Lobatto IIIa Collocation Method with BVP5C solver in MATLAB and Gradient Descent Optimisation to predict the combined heat transfer rate.According to the study,fluid temperature consistently decreases when the angle of inclination,wet porous parameter,porosity parameter,and radiative parameter increase,suggesting significantly improved heat dissipation.The trapezoidal fin consistently exhibits a superior heat transfer mechanism than a rectangular fin.It is found that the trapezoidal fin transmits heat at a rate that is 0.05%higher than that of the rectangular fin.Validation of the present study is done through the comparison of previous studies.This research provides useful design insights for sophisticated engineering uses,including electrical cooling devices,heat exchangers,radiators,and solar heaters. 展开更多
关键词 Rectangular fin hybrid nanofluid trapezoidal fin angle of inclination gradient descent optimization Lobatto IIIa collocation method
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Examining the Nonlinear Effects of Urban Population Polycentricity on Carbon Emissions Efficiency Using a Gradient Boosting Decision Tree Model:Evidence from 295 Chinese Cities
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作者 WANG Cheng YANG Xingzhu 《Chinese Geographical Science》 2026年第2期222-238,共17页
Transforming urban spatial structures to promote green and low-carbon development is an effective strategy.Although prior studies have examined the impact of urban polycentricity on carbon emissions and economic devel... Transforming urban spatial structures to promote green and low-carbon development is an effective strategy.Although prior studies have examined the impact of urban polycentricity on carbon emissions and economic development,research on its role in the synergistic relationship between these factors regarding carbon emission efficiency is limited.Furthermore,existing literature often overlooks nonlinear effects and interactions with other urban variables.This paper analyzed data from 295 Chinese cities in 2020,calculating urban population polycentricity,population dispersion indices,and carbon emission efficiency.Utilizing local spatial autocorrelation tools,we reveal interactions among urban population polycentricity,dispersion,carbon emissions,and carbon emission efficiency.We then employ a gradient boosting decision tree model(GBDT)to explore nonlinear and synergistic effects of polycentric urbanization.Key findings include:1)polycentric urbanization in Chinese cities exhibits significant spatial differentiation characteristics.The Polycentricity index is relatively high in economically developed eastern coastal regions with an overall low level,carbon emissions are concentrated in industrialized north-central cities and some Yangtze River Delta hubs,and carbon emission efficiency is the highest in the Yangtze River Delta while relatively low in Northeast China;there are significant spatially heterogeneous interaction characteristics among population polycentricity,population dispersion,carbon emissions,and carbon emission efficiency.2)Urban population polycentricity contributes 9.42%to total carbon emissions and 6.24%to carbon emission efficiency.3)The polycentricity index has a nonlinear impact on carbon emissions and carbon emission efficiency:no significant effect when below 0.50 or above 0.55,increased carbon emissions in 0.50-0.53,and reduced carbon emissions with improved efficiency in 0.53-0.55.4)The polycentricity index has an interaction effect with other variables;specifically,when the polycentricity index is between 0.53 and 0.55,its interaction with urban gross domestic product(GDP),urban population,urban built-up area,green coverage rate in built-up areas,urban technological expenditure,and the proportion of the output value of the secondary industry will reduce carbon emissions and improve carbon emission efficiency.These findings enhance the understanding of urban spatial structures and carbon emissions,providing valuable insights for policymakers in developing green and low-carbon strategies. 展开更多
关键词 urban polycentricity carbon emission efficiency gradient boosting decision tree(GBDT) nonlinear threshold effects Chinese cities
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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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基于PCA-AVOA-LightGBM的混凝土坝应力预测模型 被引量:2
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作者 常留红 朱勇 +3 位作者 曾子彬 尹光景 高宏宇 邬传峰 《河海大学学报(自然科学版)》 北大核心 2025年第5期127-135,共9页
基于主成分分析(PCA)方法、非洲秃鹫优化算法(AVOA)和轻量级梯度提升学习机(LightGBM)模型构建了PCA-AVOA-LightGBM混凝土坝应力预测模型,模型采用PCA方法挖掘降维应力预测的主要影响因子,引入AVOA优化LightGBM模型超参数。依托某混凝... 基于主成分分析(PCA)方法、非洲秃鹫优化算法(AVOA)和轻量级梯度提升学习机(LightGBM)模型构建了PCA-AVOA-LightGBM混凝土坝应力预测模型,模型采用PCA方法挖掘降维应力预测的主要影响因子,引入AVOA优化LightGBM模型超参数。依托某混凝土坝应力监测数据,将PCA方法应用于向量回归机、随机森林、极端梯度提升、LightGBM等模型中,并与PCA-AVOA-LightGBM模型进行了对比分析。结果表明,PCA方法有效降低了各模型影响因子间多重共线性,PCA-AVOA-LightGBM模型相较于其他模型在预测精度和效率中表现出更优异的性能,可在类似混凝土坝的应力监测中推广应用。 展开更多
关键词 混凝土坝 超参数 应力预测 主成分分析方法 非洲秃鹫优化算法 极端梯度提升
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基于稀疏时频分析的频变AVO反演 被引量:1
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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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多任务Transformer下的小样本叠前AVO反演方法研究 被引量:1
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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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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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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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Wake-Induced Bypass Transition over a Flat Plate under Favorable and Adverse Pressure Gradients
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作者 Eitaro Koyabu Tetsuhiro Tsukiji 《Journal of Flow Control, Measurement & Visualization》 2013年第1期13-19,共7页
The present study investigates wake-induced bypass transition of boundary layers on a flat plate subjected to favorable and adverse pressure gradients. The aim is to exploit unsteady effects in order to design an aft-... The present study investigates wake-induced bypass transition of boundary layers on a flat plate subjected to favorable and adverse pressure gradients. The aim is to exploit unsteady effects in order to design an aft-loaded turbine blade without increasing the profile loss, as has been achieved for low pressure turbine blades. First of all, this fundamental study is to reveal the effect of the Strouhal number, which changed by using different numbers of wake generating bars. Detailed boundary layer measurements were conducted using two hot-wire probes. A passage-contouring device was employed to generate a pressure gradient on the test model, which was typical to that generated by an aft-loaded turbine blade. A spoked-wheel-type wake generator was used to create periodic wakes in front of the flat plate. It was found that the wake passage induces a significant change in the flow structure downstream of the flow acceleration region. 展开更多
关键词 BOUNDARY Layer WAKE TRANSITION Pressure gradient HOT-WIRE ANEMOMETRY
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