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SeisResoDiff: Seismic resolution enhancement based on a diffusion model
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作者 Hao-Ran Zhang Yang Liu +1 位作者 Yu-Hang Sun Gui Chen 《Petroleum Science》 SCIE EI CAS CSCD 2024年第5期3166-3188,共23页
High resolution of post-stack seismic data assists in better interpretation of subsurface structures as well as high accuracy of impedance inversion. Therefore, geophysicists consistently strive to acquire higher reso... High resolution of post-stack seismic data assists in better interpretation of subsurface structures as well as high accuracy of impedance inversion. Therefore, geophysicists consistently strive to acquire higher resolution seismic images in petroleum exploration. Although there have been successful applications of conventional signal processing and machine learning for post-stack seismic resolution enhancement,there is limited reference to the seismic applications of the recent emergence and rapid development of generative artificial intelligence. Hence, we propose to apply diffusion models, among the most popular generative models, to enhance seismic resolution. Specifically, we apply the classic diffusion model—denoising diffusion probabilistic model(DDPM), conditioned on the seismic data in low resolution, to reconstruct corresponding high-resolution images. Herein the entire scheme is referred to as SeisResoDiff. To provide a comprehensive and clear understanding of SeisResoDiff, we introduce the basic theories of diffusion models and detail the optimization objective's derivation with the aid of diagrams and algorithms. For implementation, we first propose a practical workflow to acquire abundant training data based on the generated pseudo-wells. Subsequently, we apply the trained model to both synthetic and field datasets, evaluating the results in three aspects: the appearance of seismic sections and slices in the time domain, frequency spectra, and comparisons with the synthetic data using real well-logging data at the well locations. The results demonstrate not only effective seismic resolution enhancement,but also additional denoising by the diffusion model. Experimental comparisons indicate that training the model on noisy data, which are more realistic, outperforms training on clean data. The proposed scheme demonstrates superiority over some conventional methods in high-resolution reconstruction and denoising ability, yielding more competitive results compared to our previous research. 展开更多
关键词 Seismic resolution enhancement diffusion model High resolution Reservoir characterization Deep learning Seismic data processing
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STABILITY OF INNOVATION DIFFUSION MODEL WITH NONLINEAR ACCEPTANCE 被引量:5
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作者 于宇梅 王稳地 《Acta Mathematica Scientia》 SCIE CSCD 2007年第3期645-655,共11页
In this article, an innovation diffusion model with the nonlinear acceptance is proposed to describe the dynamics of three competing products in a market. It is proved that the model admits a unique positive equilibri... In this article, an innovation diffusion model with the nonlinear acceptance is proposed to describe the dynamics of three competing products in a market. It is proved that the model admits a unique positive equilibrium, which is globally stable by excluding the existence of periodic solutions and by using the theory of three dimensional competition systems. 展开更多
关键词 Global stability nonlinear acceptance innovation diffusion model
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STABILITY AND BIFURCATION ANALYSIS OF A DELAYED INNOVATION DIFFUSION MODEL 被引量:1
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作者 Rakesh KUMAR Anuj Kumar SHARMA Kulbhushan A GNIHOTRI 《Acta Mathematica Scientia》 SCIE CSCD 2018年第2期709-732,共24页
In this article, a nonlinear mathematical model for innovation diffusion with stage structure which incorporates the evaluation stage (time delay) is proposed. The model is analyzed by considering the effects of ext... In this article, a nonlinear mathematical model for innovation diffusion with stage structure which incorporates the evaluation stage (time delay) is proposed. The model is analyzed by considering the effects of external as well as internal influences and other demographic processes such as emigration, intrinsic growth rate, death rate, etc. The asymptotical stability of the various equilibria is investigated. By analyzing the exponential characteristic equation with delay-dependent coefficients obtained through the variational matrix, it is found that Hopf bifurcation occurs when the evaluation period (time delay, T) passes through a critical value. Applying the normal form theory and the center manifold argument, we de- rive the explicit formulas determining the properties of the bifurcating periodic solutions. To illustrate our theoretical analysis, some numerical simulations are also included. 展开更多
关键词 Innovation diffusion model stability analysis HOPF-BIFURCATION normal form theory center manifold theorem
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A multilayer network diffusion-based model for reviewer recommendation 被引量:1
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作者 黄羿炜 徐舒琪 +1 位作者 蔡世民 吕琳媛 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第3期700-717,共18页
With the rapid growth of manuscript submissions,finding eligible reviewers for every submission has become a heavy task.Recommender systems are powerful tools developed in computer science and information science to d... With the rapid growth of manuscript submissions,finding eligible reviewers for every submission has become a heavy task.Recommender systems are powerful tools developed in computer science and information science to deal with this problem.However,most existing approaches resort to text mining techniques to match manuscripts with potential reviewers,which require high-quality textual information to perform well.In this paper,we propose a reviewer recommendation algorithm based on a network diffusion process on a scholar-paper multilayer network,with no requirement for textual information.The network incorporates the relationship of scholar-paper pairs,the collaboration among scholars,and the bibliographic coupling among papers.Experimental results show that our proposed algorithm outperforms other state-of-the-art recommendation methods that use graph random walk and matrix factorization and methods that use machine learning and natural language processing,with improvements of over 7.62%in recall,5.66%in hit rate,and 47.53%in ranking score.Our work sheds light on the effectiveness of multilayer network diffusion-based methods in the reviewer recommendation problem,which will help to facilitate the peer-review process and promote information retrieval research in other practical scenes. 展开更多
关键词 reviewer recommendation multilayer network network diffusion model recommender systems complex networks
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Task-Oriented Semantic Communication with Foundation Models
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作者 Chen Mingkai Liu Minghao +2 位作者 Zhang Zhe Xu Zhiping Wang Lei 《China Communications》 SCIE CSCD 2024年第7期65-77,共13页
In the future development direction of the sixth generation(6G)mobile communication,several communication models are proposed to face the growing challenges of the task.The rapid development of artificial intelligence... In the future development direction of the sixth generation(6G)mobile communication,several communication models are proposed to face the growing challenges of the task.The rapid development of artificial intelligence(AI)foundation models provides significant support for efficient and intelligent communication interactions.In this paper,we propose an innovative semantic communication paradigm called task-oriented semantic communication system with foundation models.First,we segment the image by using task prompts based on the segment anything model(SAM)and contrastive language-image pretraining(CLIP).Meanwhile,we adopt Bezier curve to enhance the mask to improve the segmentation accuracy.Second,we have differentiated semantic compression and transmission approaches for segmented content.Third,we fuse different semantic information based on the conditional diffusion model to generate high-quality images that satisfy the users'specific task requirements.Finally,the experimental results show that the proposed system compresses the semantic information effectively and improves the robustness of semantic communication. 展开更多
关键词 diffusion model foundation model joint source-channel coding task-oriented semantic communication
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Empirical Study of "Double Threshold" Modified Model on New Product Diffusion
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作者 LIU Dan SHENG Qiran XIN Zhanhong CAO Jiantong 《China Communications》 SCIE CSCD 2014年第12期44-53,共10页
The innovations actually diffuse among social network nowadays.Individual heterogeneity,interactions between individuals and network topology influence a lot.We established a "double threshold" modified mode... The innovations actually diffuse among social network nowadays.Individual heterogeneity,interactions between individuals and network topology influence a lot.We established a "double threshold" modified model and took the number of neighbors,neighbors' adoption and the cost-benefit parameters as crucial influencing factors.The diffusion of DaLingTong(CDMA450)products in MeiShan city of SiChuan province during 2004 to 2007 has been used to verity the model on Matlab.The validation results fit the actual diffusion pattern of DaLingTong(CDMA450) products very well.The results indicate that there exists a "tipping point(threshold)" in the process of innovation diffusion.If the initial adoption quantity is larger than the tipping point,then the product will spread to a large portion of people,otherwise is will collapse to zero.The model can effectively predict the diffusion of new products,and can influence the diffusion process by changing the value of the parameters. 展开更多
关键词 innovation diffusion threshold innovation model empirical study social network
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A rapid and accurate direct measurement method of underground coal seam gas content based on dynamic diffusion theory 被引量:6
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作者 Yanwei Liu Yang Du +4 位作者 Zhiqiang Li Fajun Zhao Weiqin Zuo Jianping Wei Hani Mitri 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2020年第6期799-810,共12页
Coal seam gas content is frequently measured in quantity during underground coal mining operation and coalbed methane(CBM)exploration as a significant basic parameter.Due to the calculation error of lost gas and resid... Coal seam gas content is frequently measured in quantity during underground coal mining operation and coalbed methane(CBM)exploration as a significant basic parameter.Due to the calculation error of lost gas and residual gas in the direct method,the efficiency and accuracy of the current methods are not inadequate to the large area multi-point measurement of coal seam gas content.This paper firstly deduces a simplified theoretical dynamic model for calculating lost gas based on gas dynamic diffusion theory.Secondly,the effects of various factors on gas dynamic diffusion from coal particle are experimentally studied.And sampling procedure of representative coal particle is improved.Thirdly,a new estimation method of residual gas content based on excess adsorption and competitive adsorption theory is proposed.The results showed that the maximum error of calculating the losing gas content by using the new simplified model is only 4%.Considering the influence of particle size on gas diffusion law,the particle size of the collected coal sample is below 0.25 mm,which improves the measurement speed and reflects the safety representativeness of the sample.The determination time of gas content reduced from 36 to 3 h/piece.Moreover,the absolute error is 0.15–0.50 m^3/t,and the relative error is within 5%.A new engineering method for determining the coal seam gas content is developed according to the above research. 展开更多
关键词 Coal seam gas content Dynamic diffusion model Determination method Lost gas content Desorption characteristics
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OPTIMAL CONTROL OF A POPULATION DYNAMICS MODEL WITH HYSTERESIS 被引量:2
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作者 Bin CHEN Sergey A.TIMOSHIN 《Acta Mathematica Scientia》 SCIE CSCD 2022年第1期283-298,共16页
This paper addresses a nonlinear partial differential control system arising in population dynamics.The system consist of three diffusion equations describing the evolutions of three biological species:prey,predator,a... This paper addresses a nonlinear partial differential control system arising in population dynamics.The system consist of three diffusion equations describing the evolutions of three biological species:prey,predator,and food for the prey or vegetation.The equation for the food density incorporates a hysteresis operator of generalized stop type accounting for underlying hysteresis effects occurring in the dynamical process.We study the problem of minimization of a given integral cost functional over solutions of the above system.The set-valued mapping defining the control constraint is state-dependent and its values are nonconvex as is the cost integrand as a function of the control variable.Some relaxationtype results for the minimization problem are obtained and the existence of a nearly optimal solution is established. 展开更多
关键词 optimal control problem HYSTERESIS biological diffusion models nonconvex integrands nonconvex control constraints
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An improved memristor model for brain-inspired computing 被引量:1
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作者 周二瑞 方粮 +1 位作者 刘汝霖 汤振森 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第11期537-543,共7页
Memristors, as memristive devices, have received a great deal of interest since being fabricated by HP labs. The forgetting effect that has significant influences on memristors' performance has to be taken into accou... Memristors, as memristive devices, have received a great deal of interest since being fabricated by HP labs. The forgetting effect that has significant influences on memristors' performance has to be taken into account when they are employed. It is significant to build a good model that can express the forgetting effect well for application researches due to its promising prospects in brain-inspired computing. Some models are proposed to represent the forgetting effect but do not work well. In this paper, we present a novel window function, which has good performance in a drift model. We analyze the deficiencies of the previous drift diffusion models for the forgetting effect and propose an improved model. Moreover,the improved model is exploited as a synapse model in spiking neural networks to recognize digit images. Simulation results show that the improved model overcomes the defects of the previous models and can be used as a synapse model in brain-inspired computing due to its synaptic characteristics. The results also indicate that the improved model can express the forgetting effect better when it is employed in spiking neural networks, which means that more appropriate evaluations can be obtained in applications. 展开更多
关键词 memristor drift diffusion model synaptic brain-inspired computing
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Modeling of Inner Surface Modification of a Cylindrical Tube by Plasma-Based Low-Energy Ion Implantation
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作者 郑博聪 王克胜 雷明凯 《Plasma Science and Technology》 SCIE EI CAS CSCD 2015年第4期309-316,共8页
The inner surface modification process by plasma-based low-energy ion implantation(PBLEII)with an electron cyclotron resonance(ECR)microwave plasma source located at the central axis of a cylindrical tube is model... The inner surface modification process by plasma-based low-energy ion implantation(PBLEII)with an electron cyclotron resonance(ECR)microwave plasma source located at the central axis of a cylindrical tube is modeled to optimize the low-energy ion implantation parameters for industrial applications.In this paper,a magnetized plasma diffusion fluid model has been established to describe the plasma nonuniformity caused by plasma diffusion under an axial magnetic field during the pulse-off time of low pulsed negative bias.Using this plasma density distribution as the initial condition,a sheath collisional fluid model is built up to describe the sheath evolution and ion implantation during the pulse-on time.The plasma nonuniformity at the end of the pulse-off time is more apparent along the radial direction compared with that in the axial direction due to the geometry of the linear plasma source in the center and the difference between perpendicular and parallel plasma diffusion coefficients with respect to the magnetic field.The normalized nitrogen plasma densities on the inner and outer surfaces of the tube are observed to be about 0.39 and 0.24,respectively,of which the value is 1 at the central plasma source.After a 5μs pulse-on time,in the area less than 2 cm from the end of the tube,the nitrogen ion implantation energy decreases from 1.5 keV to 1.3 keV and the ion implantation angle increases from several degrees to more than 40°;both variations reduce the nitrogen ion implantation depth.However,the nitrogen ion implantation dose peaks of about 2×10^(10)-7×10^(10)ions/cm^2 in this area are 2-4 times higher than that of 1.18×10^(10)ions/cm^2 and 1.63×10^(10)ions/cm^2 on the inner and outer surfaces of the tube.The sufficient ion implantation dose ensures an acceptable modification effect near the end of the tube under the low energy and large angle conditions for nitrogen ion implantation,because the modification effect is mainly determined by the ion implantation dose,just as the mass transfer process in PBLEII is dominated by low-energy ion implantation and thermal diffusion.Therefore,a comparatively uniform surface modification by the low-energy nitrogen ion implantation is achieved along the cylindrical tube on both the inner and outer surfaces. 展开更多
关键词 plasma-based low-energy ion implantation inner surface modification magnetized plasma diffusion fluid model sheath collisional fluid model
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Dynamic behaviors of water contained in calcium-silicate-hydrate gel at different temperatures studied by quasi-elastic neutron scattering spectroscopy 被引量:2
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作者 易洲 邓沛娜 +1 位作者 张丽丽 李华 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第10期271-278,共8页
The dynamic behaviors of water contained in calcium-silicate-hydrate(C-S-H) gel with different water content values from 10%to 30%(by weight),are studied by using an empirical diffusion model(EDM) to analyze the... The dynamic behaviors of water contained in calcium-silicate-hydrate(C-S-H) gel with different water content values from 10%to 30%(by weight),are studied by using an empirical diffusion model(EDM) to analyze the experimental data of quasi-elastic neutron scattering(QENS) spectra at measured temperatures ranging from 230 K to 280 K.In the study,the experimental QENS spectra with the whole Q-range are considered.Several important parameters including the bound/immobile water elastic coefficient A,the bound water index BWI,the Lorentzian with a half-width at half-maximum(HWHM) Γ;(Q) and Γ;(Q),the self-diffusion coefficients D;and D;of water molecules,the average residence times τ;and τ;,and the proton mean squared displacement(MSD)(u;) are obtained.The results show that the QENS spectra can be fitted very well not only for small Q(≤1 A;) but also for large Q.The bound/immobile water fraction in a C-S-H gel sample can be shown by the fitted BWI.The distinction between bound/immobile and mobile water,which includes confined water and ultra-confined water,can be seen by the fitted MSD.All the MSD tend to be the smallest value below 0.25 A;(the MSD of bound/immobile water) as the Q increases to 1.9 A;no matter what the temperature and water content are.Furthermore,by the abrupt changes of the fitted values of D;,τ;,and Γ;(Q),a crossover temperature at 250 K,namely the liquid-to-crystal-like transition temperature,can be identified for confined water in large gel pores(LGPs) and/or small gel pores(SGPs) contained in the C-S-H gel sample with 30% water content. 展开更多
关键词 dynamics of water quasi-elastic neutron scattering spectra empirical diffusion model C–S–H gel pastes
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Durability of sea-sand containing concrete:Effects of chloride ion penetration 被引量:12
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作者 Yin Huiguang Li Yan +1 位作者 Lv Henglin Gao Quan 《Mining Science and Technology》 EI CAS 2011年第1期123-127,共5页
This paper describes an orthogonal experiment on the effect of water/cement ratio,water consumption per cubic meter,curing time,and type of sand on the response"resistance to chloride ion penetration".A sea-sand con... This paper describes an orthogonal experiment on the effect of water/cement ratio,water consumption per cubic meter,curing time,and type of sand on the response"resistance to chloride ion penetration".A sea-sand containing concrete was used for the trials.An analysis of chloride ion diffusion coefficients at different factor levels was performed.A predictive model of chloride ion diffusion in concrete is developed through regression analysis.The experimental results show that when the water/cement ratio varies from 0.45 to 0.60,and the water consumption per cubic meter varies from 185 to 215 kg,and the curing time varies from 30 to 180 d then the size of the effects fall in the order(most significant first): curing time,type of sand,water consumption per cubic meter,and water/cement ratio.Chloride ion penetration is reduced,and better durability of the concrete is observed,with longer curing times,less water consumption per cubic meter,and a smaller water/cement ratio. 展开更多
关键词 Sea-sand concrete Durability Chloride ion diffusion coefficient Predictive model
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空心纳米柱状电极力-扩散耦合行为研究
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作者 李广明 詹春晓 李孝宝 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2023年第7期950-956,共7页
文章以纳米尺度离子电池的电极结构为研究对象,建立可考虑表面效应的力-扩散双向耦合理论模型,对其在表面效应和外部载荷作用下的力学响应行为进行系统研究。借助建立的理论模型,研究尺寸效应、表面效应等对恒电压充电条件下空心纳米柱... 文章以纳米尺度离子电池的电极结构为研究对象,建立可考虑表面效应的力-扩散双向耦合理论模型,对其在表面效应和外部载荷作用下的力学响应行为进行系统研究。借助建立的理论模型,研究尺寸效应、表面效应等对恒电压充电条件下空心纳米柱状电极中浓度场、应力场分布规律的影响并分析其内在机制。研究发现在该文条件下,表面效应对电极中环向和轴向应力场有压应力作用,且尺寸越小压应力作用越明显,而对径向应力场的作用则与位置有关。该研究为优化空心纳米柱状电极中的力-扩散耦合行为性能及应用拓展提供了一定的理论基础和参考依据。 展开更多
关键词 锂离子 纳米电极 力-扩散耦合模型 表面效应 恒电压充电
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Benefit measurement of the soil and water conservation for ecological forestry engineering
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作者 文贵歧 田军 蔡纪文 《Journal of Forestry Research》 CAS CSCD 2000年第2期99-102,共4页
Data were collected from Three-north Region, Middle and upper reaches region of Yangtze River and Coastal region. By analysis of factors influencing soil erosion, the longitude, latitude, annual precipitation, and the... Data were collected from Three-north Region, Middle and upper reaches region of Yangtze River and Coastal region. By analysis of factors influencing soil erosion, the longitude, latitude, annual precipitation, and the slope degree were selected as regional independent variables and canopy density and stock litter were selected as independent variables, and integral diffusing models were established for evaluation of the benefit of soil and water conservation of forest. By solving the parameters of models using the package of STATISTICA, the Power function between independent variables and dependent variables was set up. The soil conservation amount of forest and economic values were estimated using the contrast method for the ecological forestry engineering of the above three areas. 展开更多
关键词 Ecological forestry engineering Soil and water conservation Benefit measurement Integral diffusing model
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Electric dipolar interaction assisted growth of single crystalline organic thin films
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作者 蔡金明 张余洋 +7 位作者 胡昊 鲍丽宏 潘理达 唐卫 李果 杜世萱 沈健 高鸿钧 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第6期448-452,共5页
We report on a forest-like-to-desert-like pattern evolution in the growth of an organic thin film observed by using an atomic force microscope. We use a modified diffusion limited aggregation model to simulate the gro... We report on a forest-like-to-desert-like pattern evolution in the growth of an organic thin film observed by using an atomic force microscope. We use a modified diffusion limited aggregation model to simulate the growth process and are able to reproduce the experimental patterns. The energy of electric dipole interaction is calculated and determined to be the driving force for the pattern formation and evolution. Based on these results, single crystalline films are obtained by enhancing the electric dipole interaction while limiting effects of other growth parameters. 展开更多
关键词 electric dipolar interaction organic thin films diffusion limited aggregation model
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