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Physics-constrained deep-inverse point spread function model:toward non-line-of-sight imaging reconstruction
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作者 Su Wu Chan Huang +4 位作者 Jing Lin Tao Wang Shanshan Zheng Haisheng Feng Lei Yu 《Advanced Photonics Nexus》 2024年第2期90-99,共10页
Non-line-of-sight(NLOS)imaging has emerged as a prominent technique for reconstructing obscured objects from images that undergo multiple diffuse reflections.This imaging method has garnered significant attention in d... Non-line-of-sight(NLOS)imaging has emerged as a prominent technique for reconstructing obscured objects from images that undergo multiple diffuse reflections.This imaging method has garnered significant attention in diverse domains,including remote sensing,rescue operations,and intelligent driving,due to its wide-ranging potential applications.Nevertheless,accurately modeling the incident light direction,which carries energy and is captured by the detector amidst random diffuse reflection directions,poses a considerable challenge.This challenge hinders the acquisition of precise forward and inverse physical models for NLOS imaging,which are crucial for achieving high-quality reconstructions.In this study,we propose a point spread function(PSF)model for the NLOS imaging system utilizing ray tracing with random angles.Furthermore,we introduce a reconstruction method,termed the physics-constrained inverse network(PCIN),which establishes an accurate PSF model and inverse physical model by leveraging the interplay between PSF constraints and the optimization of a convolutional neural network.The PCIN approach initializes the parameters randomly,guided by the constraints of the forward PSF model,thereby obviating the need for extensive training data sets,as required by traditional deep-learning methods.Through alternating iteration and gradient descent algorithms,we iteratively optimize the diffuse reflection angles in the PSF model and the neural network parameters.The results demonstrate that PCIN achieves efficient data utilization by not necessitating a large number of actual ground data groups.Moreover,the experimental findings confirm that the proposed method effectively restores the hidden object features with high accuracy. 展开更多
关键词 non-line-of-sight imaging point spread function model deep learning
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Modelling of the spread of a potential invasive pest,the Siberian moth (Dendrolimus sibiricus) in Europe 被引量:2
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作者 Timo Mykkynen Timo Pukkala 《Forestry Studies in China》 CAS 2014年第2期81-92,共12页
Background: The Siberian moth (Dendrolimus sibiricus) (SM) defoliates several tree species from the genera Larix, Piceo and Abies in northern Asia, east of the Urals. The SM is a potential invasive forest pest in... Background: The Siberian moth (Dendrolimus sibiricus) (SM) defoliates several tree species from the genera Larix, Piceo and Abies in northern Asia, east of the Urals. The SM is a potential invasive forest pest in Europe because Europe has several suitable host species and climatic conditions of central and northern Europe are favourable for the SM. Methods: This study developed a grid-based spatio-temporal model for simulating the spread of the SM in case it enters Europe from Russia via border stations. The spread rate was modeled as a function of the spatial distribution of host species, climatic suitability of different locations for the SM, human population density, transportation of moth-carrying material, and flying of moths from tree to tree. Results and conclusions: The simulations showed that the SM is most likely to spread in the forests of northeast Belarus, the Baltic countries, and southern and central Finland. Climatic conditions affected the occurrence of the SM more than human population density and the coverage of suitable host species. 展开更多
关键词 Invasive pest spread model Spatio-temporal model
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Attention-Based and Time Series Models for Short-Term Forecasting of COVID-19 Spread 被引量:1
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作者 Jurgita Markeviciute Jolita Bernataviciene +3 位作者 Ruta Levuliene Viktor Medvedev Povilas Treigys Julius Venskus 《Computers, Materials & Continua》 SCIE EI 2022年第1期695-714,共20页
The growing number of COVID-19 cases puts pressure on healthcare services and public institutions worldwide.The pandemic has brought much uncertainty to the global economy and the situation in general.Forecasting meth... The growing number of COVID-19 cases puts pressure on healthcare services and public institutions worldwide.The pandemic has brought much uncertainty to the global economy and the situation in general.Forecasting methods and modeling techniques are important tools for governments to manage critical situations caused by pandemics,which have negative impact on public health.The main purpose of this study is to obtain short-term forecasts of disease epidemiology that could be useful for policymakers and public institutions to make necessary short-term decisions.To evaluate the effectiveness of the proposed attention-based method combining certain data mining algorithms and the classical ARIMA model for short-term forecasts,data on the spread of the COVID-19 virus in Lithuania is used,the forecasts of epidemic dynamics were examined,and the results were presented in the study.Nevertheless,the approach presented might be applied to any country and other pandemic situations.The COVID-19 outbreak started at different times in different countries,hence some countries have a longer history of the disease with more historical data than others.The paper proposes a novel approach to data registration and machine learning-based analysis using data from attention-based countries for forecast validation to predict trends of the spread of COVID-19 and assess risks. 展开更多
关键词 COVID-19 spread modeling attention-based forecasting machine learning data registration data analysis ARIMA
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Modeling the spread of hot-rolled Ni-based alloy plates
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作者 MA Tianjun DI Hongshuang 《Baosteel Technical Research》 CAS 2017年第4期16-21,共6页
The width spread of Ni-based alloy plates in the rolling process is studied. An equation for describing therolling spread of Ni-based alloy plate is proposed based on production data and the Bachtinow equation, which ... The width spread of Ni-based alloy plates in the rolling process is studied. An equation for describing therolling spread of Ni-based alloy plate is proposed based on production data and the Bachtinow equation, which cannot fully account for the compositional variability of Ni-based alloys. To address this, a new coefficient for alloying is added to the equation based on production data. By adding alloying coefficients, it is possible to improve the prediction accuracy for the rolling spread of Ni-based alloy plates and thus better control the width of the rolling spread of different steel grades. 展开更多
关键词 nickel alloy PLATE rolling spread spread model
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The Mathematical Model of Short-Term Forest Fire Spread
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作者 Sunben Chiu Ying Li Jiayi Zhao 《Journal of Applied Mathematics and Physics》 2022年第5期1748-1761,共14页
In this paper, we establish a mathematical model of the forest fire spread process based on a partial differential equation. We describe the distribution of time field and velocity field in the whole two-dimensional s... In this paper, we establish a mathematical model of the forest fire spread process based on a partial differential equation. We describe the distribution of time field and velocity field in the whole two-dimensional space by vector field theory. And we obtain a continuous algorithm to predict the dynamic behavior of forest fire spread in a short time. We use the algorithm to interpolate the fire boundary by cubic non-uniform rational B-spline closed curve. The fire boundary curve at any time can be simulated by solving the Eikonal equation. The model is tested in theory and in practice. The results show that the model has good accuracy and stability, and it’s compatible with most of the existing models, such as the elliptic model and the cellular automata model. 展开更多
关键词 Forest Fire spread model Spatial Velocity Field Eikonal Equation Dynamic Simulation Non-Uniform Rational B-Spline
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SEIR Model of Rumor Spreading in Online Social Network with Varying Total Population Size 被引量:7
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作者 董苏雅拉图 邓燕斌 黄永畅 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第10期545-552,共8页
Based on the infectious disease model with disease latency, this paper proposes a new model for the rumor spreading process in online social network. In this paper what we establish an SEIR rumor spreading model to de... Based on the infectious disease model with disease latency, this paper proposes a new model for the rumor spreading process in online social network. In this paper what we establish an SEIR rumor spreading model to describe the online social network with varying total number of users and user deactivation rate. We calculate the exact equilibrium points and reproduction number for this model. Furthermore, we perform the rumor spreading process in the online social network with increasing population size based on the original real world Facebook network. The simulation results indicate that the SEIR model of rumor spreading in online social network with changing total number of users can accurately reveal the inherent characteristics of rumor spreading process in online social network. 展开更多
关键词 online social network rumor spreading model equilibrium point varying population size
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A Class of Rumor Spreading Models with Population Dynamics 被引量:3
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作者 Suyalatu Dong Yong-Chang Huang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2018年第12期795-802,共8页
Based on the characteristics of rumor spreading in online social networks, this paper proposes a new rumor spreading model. This is an improved SIS rumor spreading model in online social networks that combines the tra... Based on the characteristics of rumor spreading in online social networks, this paper proposes a new rumor spreading model. This is an improved SIS rumor spreading model in online social networks that combines the transmission dynamics and population dynamics with consideration of the impact of both of the changing number of online social network users and different levels of user activity. We numerically simulate the rumor spreading process. The results of numerical simulation show that the improved SIS model can successfully characterize the rumor spreading behavior in online social networks. We also give the effective strategies of curbing the rumor spreading in online social networks. 展开更多
关键词 ONLINE SOCIAL networks RUMOR spreadING model POPULATION dynamics stability of equilibriumpoint
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An Overview on Opinion Spreading Model 被引量:1
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作者 Pei Liu Xi Chen 《Journal of Applied Mathematics and Physics》 2015年第4期449-454,共6页
Research on opinion spreading has received more and more attention in recent years. This paper focus on make a summary of opinion evolution researches, we first review some classical opinion models, and then introduce... Research on opinion spreading has received more and more attention in recent years. This paper focus on make a summary of opinion evolution researches, we first review some classical opinion models, and then introduce the existing result of improvement models from the aspect of opinion space, model parameter, social network and so on. The current study’s limitation and further research are also prospected at the end. By in-depth understand the opinion spreading mechanism so as to guide and control the public opinions, which is very useful and meaningful. 展开更多
关键词 OPINION spreadING CLASSICAL model spreadING MECHANISM
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Simulation modelling of potato virus Y spread in relation to initial inoculum and vector activity 被引量:4
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作者 Andrew GALIMBERTI Andrei ALYOKHIN +1 位作者 Hongchun QU Jason ROSE 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2020年第2期376-388,共13页
Potato virus Y(PVY)is a non-persistent virus that is transmitted by many aphid species and causes significant damage to potato production.We constructed a spatially-explicit model simulating PVY spread in a potato fie... Potato virus Y(PVY)is a non-persistent virus that is transmitted by many aphid species and causes significant damage to potato production.We constructed a spatially-explicit model simulating PVY spread in a potato field and used it to investigate possible effects of transmission efficiency,initial inoculum levels,vector behavior,vector abundance,and timing of peak vector activity on PVY incidence at the end of a simulated growing season.Lower PVY incidence in planted seed resulted in lower virus infection at the end of the season.However,when populations of efficient PVY vectors were high,significant PVY spread occurred even when initial virus inoculum was low.Non-colonizing aphids were more important for PVY spread compared to colonizing aphids,particularly at high densities.An early-season peak in the numbers of noncolonizing aphids resulted in the highest number of infected plants in the end of the season,while mid-and late-season peaks caused relatively little virus spread.Our results highlight the importance of integrating different techniques to prevent the number of PVY-infected plants from exceeding economically acceptable levels instead of trying to control aphids within potato fields.Such management plans should be implemented very early in a growing season. 展开更多
关键词 potato virus Y spatially-explicit modelling APHIDS virus spread integrated pest management
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Temperature-Dependent Newtonian Rheology in Advection-Convection Geodynamical Model for Plate Spreading in Eastern Volcanic Zone, Iceland
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作者 Md. Tariqul Islam Erik Sturkell 《Journal of Geoscience and Environment Protection》 2015年第5期14-26,共13页
Geodynamic process as advection-convection of the Mid-Atlantic Ocean Ridge (MAR), that is exposed on land in Iceland is investigated. Advection is considered for the plate spreading velocity. Geodetic GPS data during ... Geodynamic process as advection-convection of the Mid-Atlantic Ocean Ridge (MAR), that is exposed on land in Iceland is investigated. Advection is considered for the plate spreading velocity. Geodetic GPS data during 2000-2010 is used to estimate plate spreading velocity along a profile in the Eastern Volcanic Zone (EVZ), Iceland striking N102。E, approximately parallel to the NUVEL-1A spreading direction between the Eurasian and North American plates. To predict subsurface mass flow patterns, temperature-dependent Newtonian rheology is considered in the finite-element models (FEM). All models are considered 2-D with steady-state, incompressible rheology whose viscosity depends on the subsurface temperature distribution. The thickness of lithosphere along the profile in the EVZ is identified by 700。C isotherm and 1022 Pa s iso-viscosity, those reach 50 ± 3 km depth at distance of 100 km from rift axis. Geodetic observation and model prediction results show the ~90% of spreading is accommodated within ~45 km of the rift axis in each direction. Model predicts ~8.5 mm.yr-1 subsidence at the surface of rift center when magmatic plumbing is inactive. The rift center (the highest magmatic influx is ~11 mm.yr-1) in model shifts ~10 - 20 km west to generate observed style surface deformation. The spreading velocity, isotherm and depth of isotherm are the driving forces resulting in the surface deformation. These three parameters have more or less equal weight. However, as the center of deformation in the EVZ shifts and most of the subsidence takes place in the volcanic system that is currently the active which is the located of plate axis. 展开更多
关键词 MID-ATLANTIC Ocean Ridge Advection-Convection PLATE spreadING Geodynamic modeling NEWTONIAN RHEOLOGY
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Utilization of Oil Properties to Develop a Spreading Rate Regression Model for Nigerian Crude Oil
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作者 Adeola Grace Olugbenga Muibat Diekola Yahya +1 位作者 Mohammed Umar Garba Abubakar Mohammed 《Advances in Chemical Engineering and Science》 2020年第4期332-342,共11页
The target of this study is to develop a spreading rate regression model capable of predicting rate of spread of Nigerian crude oil spills on water. The major factors responsible for spreading rate of crude oil on wat... The target of this study is to develop a spreading rate regression model capable of predicting rate of spread of Nigerian crude oil spills on water. The major factors responsible for spreading rate of crude oil on water were considered, namely surface tension, viscosity, and specific gravity/American Petroleum Institute degree (<sup>0</sup>API), all at specified temperature values. The surface tension, viscosity and density parameters were interactively measured under controlled factorial analysis. The spreading rate of each crude oil was determined by artificially spilling them on laboratory calm/stagnant water in a rectangular tank and their averages were also computed. These averages were used to develop a regression model equation for spreading rate. The model developed indicated that an average spreading rate was 3.3528 cm/s at 37.5<span style="font-family:Verdana, Helvetica, Arial;white-space:normal;background-color:#FFFFFF;">&#176;</span>C and the predictive regression model is evaluated with the interactions of specific gravity, viscosity and surface tension. It is convenient to state that the model will predict the spread rate of crude oils which possess imputed physicochemical properties having pour point averaged 15.5<span style="font-family:Verdana, Helvetica, Arial;white-space:normal;background-color:#FFFFFF;">&#176;</span>C on calm seawater. 展开更多
关键词 Specific Gravity VISCOSITY Surface Tension spreading Rate model
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Steady-State Analysis of SECIR Rumor Spreading Model in Complex Networks
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作者 Yujiang Liu Chunmei Zeng Youquan Luo 《Applied Mathematics》 2019年第3期75-86,共12页
In this paper, the SECIR rumor spreading model is formulated and analyzed, in which the social education level and the counterattack mechanism are taken into consideration. The results show that improving education le... In this paper, the SECIR rumor spreading model is formulated and analyzed, in which the social education level and the counterattack mechanism are taken into consideration. The results show that improving education level and increasing the ratio of counter are effective in reducing the risk of rumor propagation and enhancing the resistance to rumor propagation. 展开更多
关键词 SECIR model RUMOR spreadING HOMOGENEOUS Network COUNTERATTACK Mechanism
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Modelling the spread of sexually transmitted diseases on scale-free networks
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作者 刘茂省 阮炯 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第6期2115-2120,共6页
In this paper a new model for the spread of sexually transmitted diseases (STDs) is presented. The dynamic behaviors of the model on a heterogenons scale-free (SF) network are considered, where the absence of a th... In this paper a new model for the spread of sexually transmitted diseases (STDs) is presented. The dynamic behaviors of the model on a heterogenons scale-free (SF) network are considered, where the absence of a threshold on the SF network is demonstrated, and the stability of the disease-free equilibrium is obtained. Three immunization strategies, uniform immunization, proportional immunization and targeted immunization, are applied in this model. Analytical and simulated results are given to show that the proportional immunization strategy in the model is effective on SF networks. 展开更多
关键词 epidemic modelling scale-free networks IMMUNIZATION STDs spreading
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Modified Ceiling Bounce Model for Computing Path Loss and Delay Spread in Indoor Optical Wireless Systems
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作者 K. SMITHA A. SIVABALAN J. JOHN 《International Journal of Communications, Network and System Sciences》 2009年第8期754-758,共5页
This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation propert... This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation properties. The modified approach uses a combination of the tradional ceiling bounce method and a statistical approach. The effects of different transmitter-receiver separations and height of the ceiling on path loss and delay spread are studied in detail. 展开更多
关键词 INDOOR OPTICAL Channel MODIFIED CEILING BOUNCE model Path Loss Delay spread
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Mathematical Modeling of Crown Forest Fire Spread
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作者 Valeriy Perminov 《Open Journal of Forestry》 2012年第1期17-22,共6页
Mathematical model of forest fire was based on an analysis of known experimental data and using concept and methods from reactive media mechanics. In this paper the assignment and theoretical investigations of the pro... Mathematical model of forest fire was based on an analysis of known experimental data and using concept and methods from reactive media mechanics. In this paper the assignment and theoretical investigations of the problems of crown forest fire spread in windy condition were carried out. In this context, a study—mathematical modeling—of the conditions of forest fire spreading that would make it possible to obtain a detailed picture of the change in the temperature and component concentration fields with time, and determine as well as the limiting condition of fire propagation in forest with fire break. 展开更多
关键词 FOREST FIRE MATHEMATICAL model Turbulence Ignition FIRE spread Control Volume Discrete ANALOGUE
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森林火灾燃烧蔓延预测模型及预报平台研究
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作者 张玉春 叶子群 +6 位作者 高云骥 向中意 王春翔 彭勇 向冬 任福 岳韦霆 《武汉大学学报(信息科学版)》 北大核心 2025年第6期1137-1149,共13页
森林火灾燃烧蔓延是一个复杂多变的过程,极易受到地形、气象、可燃物以及人为活动的影响,因此森林火灾燃烧蔓延预测在林火应急救援工作中具有重要意义。以Rothermel模型和Van Wagner树冠火临界引燃模型为核心计算模型,以惠更斯原理为核... 森林火灾燃烧蔓延是一个复杂多变的过程,极易受到地形、气象、可燃物以及人为活动的影响,因此森林火灾燃烧蔓延预测在林火应急救援工作中具有重要意义。以Rothermel模型和Van Wagner树冠火临界引燃模型为核心计算模型,以惠更斯原理为核心计算原理,确定了森林火灾燃烧蔓延预测的计算流程,设计开发了森林火灾燃烧蔓延预报平台,实现了情景数据动态输入、火灾范围蔓延和火场关键信息实时预测等功能。以真实森林火灾数据为例,依托森林火灾燃烧蔓延预报平台,利用森林火灾燃烧蔓延预测模型,对区域内风场变化和火灾蔓延过程分别进行模拟预测。结合对风场的模拟结果,分析了地形与风向对实际风场变化的影响;通过调用较高精度火场范围和气象数据迭代优化火灾蔓延的模拟预测结果,降低了蔓延模拟与实际森林火灾燃烧面积的误差,验证了蔓延预测模型和平台功能的可行性和有效性。该预报平台可有效提高中国森林火灾防控能力,为森林火灾应急救援提供决策支持,为森林生态健康可持续发展提供有力保障。 展开更多
关键词 森林火灾 预测预报 遥感卫星 森林火灾燃烧蔓延预测模型 预报平台 应急救援
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融合超图的演化博弈网络谣言传播模型研究
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作者 朱鹏 陈晓天 +1 位作者 王有建 徐车 《情报理论与实践》 北大核心 2025年第8期11-20,共10页
[目的/意义]在线社交网络中谣言的大规模传播极易引发公众恐慌与决策偏差,明晰其网络拓扑结构与传播机制对于舆情控制具有重要理论和实践意义。[方法/过程]提出融合超图结构的演化博弈网络谣言传播模型。首先,通过超图刻画在线社交网络... [目的/意义]在线社交网络中谣言的大规模传播极易引发公众恐慌与决策偏差,明晰其网络拓扑结构与传播机制对于舆情控制具有重要理论和实践意义。[方法/过程]提出融合超图结构的演化博弈网络谣言传播模型。首先,通过超图刻画在线社交网络中好友及社群关系;其次,将传统的传染病SIR模型中的感染者细分为谣言传播者(I态)与谣言驳斥者(T态),以更精细地模拟信息传播过程;再次,综合考虑个体内部与外部因素,构建其面对谣言传播时的演化博弈收益函数,刻画I态与T态间的动态博弈机制;最后,通过“核污水排海影响我国食盐安全”事件的案例分析与蒙特卡罗仿真模拟,验证该模型适用性与有效性。[结果/结论]网络社群规模、数量的增大会显著扩大网络谣言传播规模;网络社群影响力的增加则会加剧谣言传播过程中的群体极化现象;个体谣言辨识能力对抑制谣言传播态势具有显著影响。融合超图的演化博弈网络谣言传播模型不仅能有效表征现实社交网络的复杂交互关系,还可较为准确地模拟信息传播与演化过程。[创新/局限]超图理论更好地刻画了社交网络拓扑结构,提出了基于传统SIR模型改进的SITR谣言传播模型,引入演化博弈理论来描述网络用户在舆情事件中的博弈过程。当前模型未充分考虑社群中角色异质性及节点关系的动态演化特征,简化了社群对个体博弈行为的影响。未来研究可引入节点连边断联与重构机制,构建动态超图社交网络,以更真实刻画信息传播过程。 展开更多
关键词 超图 谣言传播 演化博弈 SIR模型 社交网络
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A review of numerical modeling research on the marine oil spill 被引量:4
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作者 蔡扬 牟林 +4 位作者 李欢 宋军 迟永祥 管承扬 李程 《Marine Science Bulletin》 CAS 2013年第2期71-86,共16页
Recently, as the oceanic activities are more and more frequently carried out, marine oil spill accidents bring to enormous harm to the economy and society in China, especially in the Offshore China. Marine oil spill i... Recently, as the oceanic activities are more and more frequently carried out, marine oil spill accidents bring to enormous harm to the economy and society in China, especially in the Offshore China. Marine oil spill is one kind of serious disasters which severely damages the marine environment. Aiming at the improvement of the emergency response system and response ability for the oil spill, the relative technologies on oil spill response are developed. This paper briefly introduces the developments and achievements of the oil spill numerical models, including the oil spill spreading model, the oil spill transport model, the oil particle model as well as the oil spill weathering model, which provide the theoretic criterions for the future work on the oil spill predicting and response. 展开更多
关键词 oil spill spreading model transport model weathering model oil particlemodel
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基于SPH方法的液滴撞壁蒸发数值模拟研究
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作者 马小晶 肖新朋 +2 位作者 廖海燕 樊梦瑶 席虎 《工程热物理学报》 北大核心 2025年第3期851-858,共8页
为避免液滴蒸发过程中密度变化引起的压力振荡,本文基于光滑粒子流体动力学(SPH)方法和液相质量分数概念,结合粒子合并技术建立了一种液滴蒸发的数值模型。同时,为提高计算效率和稳定性,引入多分辨率和密度修正技术;并设置无反射边界降... 为避免液滴蒸发过程中密度变化引起的压力振荡,本文基于光滑粒子流体动力学(SPH)方法和液相质量分数概念,结合粒子合并技术建立了一种液滴蒸发的数值模型。同时,为提高计算效率和稳定性,引入多分辨率和密度修正技术;并设置无反射边界降低冲击波撞击壁面回弹对速度场的影响。首先,模拟研究了空间液滴蒸发问题,通过比较数值解与理论解,验证了本模型的可靠性;进而利用本文的数值模型研究了液滴撞壁蒸发问题。研究结果表明:当液滴和壁面的导热系数差异较大时,SPH方法中常用的导热系数修正方法已无法适用,采用平均导热系数可获得更贴近实验现象的结果;其次,通过与实验图对比分析,液滴撞击后的铺展流动形态对蒸发过程有较大影响。 展开更多
关键词 光滑粒子流体动力学 液滴蒸发 数值模型 导热系数 铺展流动
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动态无线传感器网络抑制病毒传播SEIHRD模型
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作者 马洪强 范宏 黄基诞 《东华大学学报(自然科学版)》 北大核心 2025年第4期203-209,共7页
研究了一类无线传感器网络(wireless sensor networks,WSN)的病毒传播模型,将病毒传播动力学SIRD模型与预防和抑制策略相结合,提出了改进的无线传感器网络病毒传播SEIHRD模型,通过两步控制病毒传播策略,给出不同传播阶段的病毒抑制措施... 研究了一类无线传感器网络(wireless sensor networks,WSN)的病毒传播模型,将病毒传播动力学SIRD模型与预防和抑制策略相结合,提出了改进的无线传感器网络病毒传播SEIHRD模型,通过两步控制病毒传播策略,给出不同传播阶段的病毒抑制措施,并通过易感节点稳定占比来说明策略对延缓病毒传播的有效性。应用下一代矩阵法计算了模型的基本再生数,验证了节点感染率损耗可以提高无线传感器网络性能,分析了有病平衡点局部稳定性条件。仿真结果验证了理论分析的正确性,表明通过动态调节参数可以有效控制病毒在无线传感器网络中的传播。 展开更多
关键词 无线传感器网络 病毒传播模型 基本再生数 动态演化 Hurwitz判据 下一代矩阵法
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