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Gaussian Mixture-Learned Approximate Message Passing(GM-LAMP)Based Hybrid Precoders for mmWave Massive MIMO Systems
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作者 Shoukath Ali K Sajan P Philip Perarasi T 《China Communications》 SCIE CSCD 2024年第12期66-79,共14页
Hybrid precoder design is a key technique providing better antenna gain and reduced hardware complexity in millimeter-wave(mmWave)massive multiple-input multiple-output(MIMO)systems.In this paper,Gaussian Mixture lear... Hybrid precoder design is a key technique providing better antenna gain and reduced hardware complexity in millimeter-wave(mmWave)massive multiple-input multiple-output(MIMO)systems.In this paper,Gaussian Mixture learned approximate message passing(GM-LAMP)network is presented for the design of optimal hybrid precoders suitable for mmWave Massive MIMO systems.Optimal hybrid precoder designs using a compressive sensing scheme such as orthogonal matching pursuit(OMP)and its derivatives results in high computational complexity when the dimensionality of the sparse signal is high.This drawback can be addressed using classical iterative algorithms such as approximate message passing(AMP),which has comparatively low computational complexity.The drawbacks of AMP algorithm are fixed shrinkage parameter and non-consideration of prior distribution of the hybrid precoders.In this paper,the fixed shrinkage parameter problem of the AMP algorithm is addressed using learned AMP(LAMP)network,and is further enhanced as GMLAMP network using the concept of Gaussian Mixture distribution of the hybrid precoders.The simula-tion results show that the proposed GM-LAMP network achieves optimal hybrid precoder design with enhanced achievable rates,better accuracy and low computational complexity compared to the existing algorithms. 展开更多
关键词 approximate message passing deep neu-ral network Gaussian Mixture model massive MIMO millimeter wave
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Turbo Message Passing Based Burst Interference Cancellation for Data Detection in Massive MIMO-OFDM Systems
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作者 Wenjun Jiang Zhihao Ou +1 位作者 Xiaojun Yuan Li Wang 《China Communications》 SCIE CSCD 2024年第2期143-154,共12页
This paper investigates the fundamental data detection problem with burst interference in massive multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) systems. In particular, burst inte... This paper investigates the fundamental data detection problem with burst interference in massive multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) systems. In particular, burst interference may occur only on data symbols but not on pilot symbols, which means that interference information cannot be premeasured. To cancel the burst interference, we first revisit the uplink multi-user system and develop a matrixform system model, where the covariance pattern and the low-rank property of the interference matrix is discussed. Then, we propose a turbo message passing based burst interference cancellation(TMP-BIC) algorithm to solve the data detection problem, where the constellation information of target data is fully exploited to refine its estimate. Furthermore, in the TMP-BIC algorithm, we design one module to cope with the interference matrix by exploiting its lowrank property. Numerical results demonstrate that the proposed algorithm can effectively mitigate the adverse effects of burst interference and approach the interference-free bound. 展开更多
关键词 burst interference cancellation data detection massive multiple-input multiple-output(MIMO) message passing orthogonal frequency division multiplexing(OFDM)
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State-Incomplete Intelligent Dynamic Multipath Routing Algorithm in LEO Satellite Networks
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作者 Peng Liang Wang Xiaoxiang 《China Communications》 2025年第2期1-11,共11页
The low Earth orbit(LEO)satellite networks have outstanding advantages such as wide coverage area and not being limited by geographic environment,which can provide a broader range of communication services and has bec... The low Earth orbit(LEO)satellite networks have outstanding advantages such as wide coverage area and not being limited by geographic environment,which can provide a broader range of communication services and has become an essential supplement to the terrestrial network.However,the dynamic changes and uneven distribution of satellite network traffic inevitably bring challenges to multipath routing.Even worse,the harsh space environment often leads to incomplete collection of network state data for routing decision-making,which further complicates this challenge.To address this problem,this paper proposes a state-incomplete intelligent dynamic multipath routing algorithm(SIDMRA)to maximize network efficiency even with incomplete state data as input.Specifically,we model the multipath routing problem as a markov decision process(MDP)and then combine the deep deterministic policy gradient(DDPG)and the K shortest paths(KSP)algorithm to solve the optimal multipath routing policy.We use the temporal correlation of the satellite network state to fit the incomplete state data and then use the message passing neuron network(MPNN)for data enhancement.Simulation results show that the proposed algorithm outperforms baseline algorithms regarding average end-to-end delay and packet loss rate and performs stably under certain missing rates of state data. 展开更多
关键词 deep deterministic policy gradient LEO satellite network message passing neuron network multipath routing
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基于Message Passing的认知无线电快速资源分配 被引量:2
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作者 支姝婷 徐家品 《无线电工程》 2016年第4期18-22,29,共6页
针对多用户的OFDM认知无线电系统上行链路,提出一种基于Message Passing的分布式快速资源分配算法。该算法以认知系统总发射功率最小化为优化目标,综合考虑了认知用户对授权用户的干扰、总发射功率预算以及认知用户之间的比例公平性等... 针对多用户的OFDM认知无线电系统上行链路,提出一种基于Message Passing的分布式快速资源分配算法。该算法以认知系统总发射功率最小化为优化目标,综合考虑了认知用户对授权用户的干扰、总发射功率预算以及认知用户之间的比例公平性等约束条件,将资源分配分为子信道分配与功率分配相继2个步骤,构建资源分配的因子图,通过在节点间迭代地传递信息直至最终完成分布式的资源分配。分析和仿真结果表明,该算法在保证系统通信性能及资源分配公平性的前提下降低了系统总发射功率,并且运算效率得到了明显提升。 展开更多
关键词 认知无线电 OFDM MESSAGE passing 资源分配 比例公平
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Wind tunnel measurement of aerodynamic characteristics of trains passing each other on a simply supported box girder bridge 被引量:11
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作者 Xiaozhen Li Yiling Tan +2 位作者 Xiaowei Qiu Zhenhua Gong Ming Wang 《Railway Engineering Science》 2021年第2期152-162,共11页
The aerodynamic performance of high-speed trains passing each other was investigated on a simply supported box girder bridge,with a span of 32 m,under crosswinds.The bridge and train models,modeled at a geometric scal... The aerodynamic performance of high-speed trains passing each other was investigated on a simply supported box girder bridge,with a span of 32 m,under crosswinds.The bridge and train models,modeled at a geometric scale ratio of 1:30,were used to test the aerodynamic forces of the train,with the help of a designed moving test rig in the XNJD-3 wind tunnel.The effects of wind speed,train speed,and yaw angle on the aerodynamic coefficients of the train were analyzed.The static and moving model tests were compared to demonstrate how the movement of the train influences its aerodynamic characteristics.The results show that the sheltering effect introduced by trains passing each other can cause a sudden change in force on the leeward train,which is further influenced by the wind and running speeds.Detailed analyses related to the effect of wind and train speeds on the aerodynamic coefficients were conducted.The relationship between the change in aerodynamic coefficients and yaw angle was finally described by a series of proposed fitting formulas. 展开更多
关键词 Aerodynamic coefficient Two trains passing each other Simply supported box girder bridge Wind tunnel
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Vector Approximate Message Passing with Sparse Bayesian Learning for Gaussian Mixture Prior 被引量:2
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作者 Chengyao Ruan Zaichen Zhang +3 位作者 Hao Jiang Jian Dang Liang Wu Hongming Zhang 《China Communications》 SCIE CSCD 2023年第5期57-69,共13页
Compressed sensing(CS)aims for seeking appropriate algorithms to recover a sparse vector from noisy linear observations.Currently,various Bayesian-based algorithms such as sparse Bayesian learning(SBL)and approximate ... Compressed sensing(CS)aims for seeking appropriate algorithms to recover a sparse vector from noisy linear observations.Currently,various Bayesian-based algorithms such as sparse Bayesian learning(SBL)and approximate message passing(AMP)based algorithms have been proposed.For SBL,it has accurate performance with robustness while its computational complexity is high due to matrix inversion.For AMP,its performance is guaranteed by the severe restriction of the measurement matrix,which limits its application in solving CS problem.To overcome the drawbacks of the above algorithms,in this paper,we present a low complexity algorithm for the single linear model that incorporates the vector AMP(VAMP)into the SBL structure with expectation maximization(EM).Specifically,we apply the variance auto-tuning into the VAMP to implement the E step in SBL,which decrease the iterations that require to converge compared with VAMP-EM algorithm when using a Gaussian mixture(GM)prior.Simulation results show that the proposed algorithm has better performance with high robustness under various cases of difficult measurement matrices. 展开更多
关键词 sparse Bayesian learning approximate message passing compressed sensing expectation propagation
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Efficient Recovery of Structured Sparse Signals via Approximate Message Passing with Structured Spike and Slab Prior 被引量:2
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作者 Xiangming Meng Sheng Wu +2 位作者 Michael Riis ANDersen Jiang Zhu Zuyao Ni 《China Communications》 SCIE CSCD 2018年第6期1-17,共17页
Due to limited volume, weight and power consumption, micro-satellite has to reduce data transmission and storage capacity by image compression when performs earth observation missions. However, the quality of images m... Due to limited volume, weight and power consumption, micro-satellite has to reduce data transmission and storage capacity by image compression when performs earth observation missions. However, the quality of images may be unsatisfied. This paper considers the problem of recovering sparse signals by exploiting their unknown sparsity pattern. To model structured sparsity, the prior correlation of the support is encoded by imposing a transformed Gaussian process on the spike and slab probabilities. Then, an efficient approximate message-passing algorithm with structured spike and slab prior is derived for posterior inference, which, combined with a fast direct method, reduces the computational complexity significantly. Further, a unified scheme is developed to learn the hyperparameters using expectation maximization(EM) and Bethe free energy optimization. Simulation results on both synthetic and real data demonstrate the superiority of the proposed algorithm. 展开更多
关键词 compressed sensing structuredsparsity spike and slab prior approximate message passing expectation propagation
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Aerodynamic performances and vehicle dynamic response of high-speed trains passing each other 被引量:7
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作者 Yinghui ZHAO Jiye ZHANG +1 位作者 Tian LI Weihua ZHANG 《Journal of Modern Transportation》 2012年第1期36-43,共8页
Based on the aerodynamics and vehicle dynamics, the aerodynamic performances and vehicle dynamic characteristics of two high-speed trains passing each other on the ground, embankment and bridge are studied. Firstly, a... Based on the aerodynamics and vehicle dynamics, the aerodynamic performances and vehicle dynamic characteristics of two high-speed trains passing each other on the ground, embankment and bridge are studied. Firstly, a train aerodynamic model and a vehicle dynamic model are established. Through the simulation of the two models, the pressure waves, aerodynamic forces, and vehicle dynamic responses are obtained. Then, the pressure waves and aero- dynamic forces on different foundations are compared. The results show that the variation trends of pressure wave and aerodynamic forces of trains passing each other on different foundations are almost similar. The peak-to-peak differ- ences in pressure wave and aerodynamic force are below 4% and 3% in three cases in open air. Besides, the differences of security indexes, including coefficient of derailment, wheel unloading rate, the wheelset lateral force, and the wheel- rail vertical force, are below 2% among the three cases; the differences of comfort indexes, including the lateral acceleration and the vertical acceleration, are also below 2%. It is concluded that the dynamic performances of trains pass- ing each other are influenced little by different foundations in open air. 展开更多
关键词 trains passing each other FOUNDATIONS pressure wave AERODYNAMICS vehicle dynamics
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Speech Enhancement Based on Approximate Message Passing 被引量:1
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作者 Chao Li Ting Jiang Sheng Wu 《China Communications》 SCIE CSCD 2020年第8期187-198,共12页
To overcome the limitations of conventional speech enhancement methods, such as inaccurate voice activity detector(VAD) and noise estimation, a novel speech enhancement algorithm based on the approximate message passi... To overcome the limitations of conventional speech enhancement methods, such as inaccurate voice activity detector(VAD) and noise estimation, a novel speech enhancement algorithm based on the approximate message passing(AMP) is adopted. AMP exploits the difference between speech and noise sparsity to remove or mute the noise from the corrupted speech. The AMP algorithm is adopted to reconstruct the clean speech efficiently for speech enhancement. More specifically, the prior probability distribution of speech sparsity coefficient is characterized by Gaussian-model, and the hyper-parameters of the prior model are excellently learned by expectation maximization(EM) algorithm. We utilize the k-nearest neighbor(k-NN) algorithm to learn the sparsity with the fact that the speech coefficients between adjacent frames are correlated. In addition, computational simulations are used to validate the proposed algorithm, which achieves better speech enhancement performance than other four baseline methods-Wiener filtering, subspace pursuit(SP), distributed sparsity adaptive matching pursuit(DSAMP), and expectation-maximization Gaussian-model approximate message passing(EM-GAMP) under different compression ratios and a wide range of signal to noise ratios(SNRs). 展开更多
关键词 speech enhancement approximate message passing Gaussian model expectation maximization algorithm
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An Analysis of Passing from the Psychological Perspective
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作者 马莲 胡笑瑛 《海外英语》 2012年第21期174-176,共3页
The short novel Passing,written by Nella Larsen,who is an American novelist and short story writer.Larsen was best known for her contributions to the literary development in Harlem renaissance.This paper aims at analy... The short novel Passing,written by Nella Larsen,who is an American novelist and short story writer.Larsen was best known for her contributions to the literary development in Harlem renaissance.This paper aims at analyzing the short novel from the psychological perspective. 展开更多
关键词 ANALYSIS passing PSYCHOLOGICAL PERSPECTIVE
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Study on Optimizing of Ball Passing Strategy and Role Switching Mechanism for Robot Soccer 被引量:3
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作者 韩立东 范守文 《Journal of Electronic Science and Technology of China》 2006年第1期80-85,共6页
A new ball passing strategy for robot soccer is proposed in this paper. With introduce of a new algorithm on ball passing, the optimum strategy is confirmed to be more efficient and exact when passing a ball. Question... A new ball passing strategy for robot soccer is proposed in this paper. With introduce of a new algorithm on ball passing, the optimum strategy is confirmed to be more efficient and exact when passing a ball. Questions of role switching in multi-intelligent agent cooperation in robot soccer are described based on Generalized Stochastic Petri-Net (GSPN). Results of computer simulation have confirmed the feasibility and efficiency of above Petri-net method. 展开更多
关键词 PETRI-NET ball passing strategy role switching robot soccer AGENT
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Influence of adiabatic response of passing energetic ions on high-frequency fishbone
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作者 Haozhe KONG Feng WANG Jizhong SUN 《Plasma Science and Technology》 SCIE EI CAS CSCD 2022年第9期24-30,共7页
Adiabatic response effects on high-frequency flshbone instability driven by passing energetic ions are studied.With flnite orbit width effects,the adiabatic contributionδW_(hf)is derived analytically for purely passi... Adiabatic response effects on high-frequency flshbone instability driven by passing energetic ions are studied.With flnite orbit width effects,the adiabatic contributionδW_(hf)is derived analytically for purely passing energetic ions.By approximating the adiabatic contribution to the flrst order of the reverse aspect ratioε,we derive one of its analytic expressions,which is expected to be more accurate than that in a previous work(Graves J P 2004 Phys.Rev.Lett.92185003).For high-frequency flshbone instability,nonadiabatic response is usually dominant over adiabatic response,but under certain circumstances the latter plays an important role,comparable to the former.With a more generalized distribution function by introducing Gaussian-type factors representing their pitch and radial dependences and using a slowing-down equilibrium distribution for the energy of energetic ions,numerical analysis indicates that the adiabatic contribution is conducive to stabilization of the mode and causes a decrease in mode frequency.In addition,we flnd that the adiabatic contribution has a weak stabilizing effect on the flshbone instability when the flnite orbit width effect is taken into account.We further analyze the dependence of the adiabatic contribution on the characteristic parameters of the distribution function.When the neutral beam has either a larger deviation from the plasma axis or a larger radial proflle,the adiabatic contribution has a more evident effect on the flshbone instability.When the neutral beam has a relatively small critical energy,the adiabatic contribution has a greater effect on the mode instability. 展开更多
关键词 flshbone passing particle adiabatic response TOKAMAK
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Hybrid simulation of q=1 high-order harmonics driven by passing energetic particles in tokamak plasmas
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作者 刘胜 任珍珍 +3 位作者 汪卫华 申伟 杨锦宏 宁洪伟 《Plasma Science and Technology》 SCIE EI CAS CSCD 2023年第12期31-39,共9页
High-order harmonics q(ψ_(s))=1 energetic particle modes(EPMs)have been observed in toroidal plasmas experiments with neutral beam injection.To investigate these phenomena,linear properties and nonlinear dynamics of ... High-order harmonics q(ψ_(s))=1 energetic particle modes(EPMs)have been observed in toroidal plasmas experiments with neutral beam injection.To investigate these phenomena,linear properties and nonlinear dynamics of these EPMs driven by passing energetic particles(EPs)are studied via the global hybrid kinetic-magnetohydrodynamic code M3D-K.Simulation results demonstrate that passing EPs'effects on high mode-number harmonics(q(ψ_(s))=m/n=2/2,3/3,4/4)instability are more obvious than the q(ψ_(s))=1/1 mode,especially when q-profile is sufficiently flat in the core region.Furthermore,the effects of the pitch angleΛ_0 and beam ion pressure P_(hot)/P_(total)on the features of high n components are also analyzed specifically.It is found that there exists only one resonant condition for these EPMs.In the nonlinear phase,these high mode-number harmonics can induce significant energetic ions redistribution and chirping up phenomena,which differs from the classical fishbone excited by passing EPs.These discoveries are conducive to better apprehend the underlying physical mechanisms of the highorder harmonics driven by passing EPs. 展开更多
关键词 high-order harmonics passing energetic particles wave-particle resonance TOKAMAK
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Message Passing Based Detection for Orthogonal Time Frequency Space Modulation
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作者 YUAN Zhengdao LIU Fei +1 位作者 GUO Qinghua WANG Zhongyong 《ZTE Communications》 2021年第4期34-44,共11页
The orthogonal time frequency space(OTFS)modulation has emerged as a promis⁃ing modulation scheme for wireless communications in high-mobility scenarios.An efficient detector is of paramount importance to harvesting t... The orthogonal time frequency space(OTFS)modulation has emerged as a promis⁃ing modulation scheme for wireless communications in high-mobility scenarios.An efficient detector is of paramount importance to harvesting the time and frequency diversities promised by OTFS.Recently,some message passing based detectors have been developed by exploiting the features of the OTFS channel matrices.In this paper,we provide an overview of some re⁃cent message passing based OTFS detectors,compare their performance,and shed some light on potential research on the design of message passing based OTFS receivers. 展开更多
关键词 OTFS DETECTION message passing belief propagation approximate message pass⁃ing(AMP) unitary AMP(UAMP)
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UN-aided Project Passing Final Assessment
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作者 Wang Anfang(International Bureau, CNPC) 《China Oil & Gas》 CAS 1995年第2期58-59,共2页
UN-aidedProjectPassingFinalAssessment¥WangAnfang(InternationalBureau,CNPC)AnumberofprojectsfundedbytheUnited... UN-aidedProjectPassingFinalAssessment¥WangAnfang(InternationalBureau,CNPC)AnumberofprojectsfundedbytheUnitedNationsDevelopmen... 展开更多
关键词 PROJECT UN-aided Project passing Final Assessment
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Passing the authentication of ISO 9001
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作者 (Dagang Petroleum MachineryPlant, Dagang PetroleumAdministration Bureau, CNPC) 《China Oil & Gas》 CAS 1995年第2期59-59,共1页
PassingtheauthenticationofISO9001¥(DagangPetroleumMachineryPlant,DagangPetroleumAdministrationBureau,CNPC)IS... PassingtheauthenticationofISO9001¥(DagangPetroleumMachineryPlant,DagangPetroleumAdministrationBureau,CNPC)ISO9001isaninternat... 展开更多
关键词 ISO passing the authentication of ISO 9001
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Skid-mounted Cementing & Fracturing unit for Desert Oil Field Passing Appraisal
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《China Oil & Gas》 CAS 1998年第2期87-87,共1页
关键词 Fracturing unit for Desert Oil Field passing Appraisal Skid-mounted Cementing
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Comparing of the Passing Experience of Clare in Quicksand and Passing and Birdie in Caucasia
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作者 张子婵 《海外英语》 2018年第17期178-179,共2页
This article aims at comparing and contrasting the passing experience of Clare in Larsen Nella’s Quicksand and Passing and Birdie in Danzy Senna's Caucasia.These two characters both have light skin and look white... This article aims at comparing and contrasting the passing experience of Clare in Larsen Nella’s Quicksand and Passing and Birdie in Danzy Senna's Caucasia.These two characters both have light skin and look white.They both try to pass to the privileged identity(White for Clare;Black for Birdie)and they suffer and struggle on the edge of the color line.The author believes that these two characters are victims of the society divided by race.For people with biracial identity,their experience of having to adopt the privileged identity and giving up who they really are can be extremely painful. 展开更多
关键词 Privileged IDENTITY QUICKSAND and passing Caucasia
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Individuation: an Analysis of Passing Based on Jung`s Archetypes
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作者 徐亚飞 《海外英语》 2013年第16期209-210,共2页
This paper tries to interpreter Passing on the basis of Jungian archetypes. First this paper gives a brief introduction to Jung`s concept of individuation, then it analyses the archetypes: shadow, anima/animus, and pe... This paper tries to interpreter Passing on the basis of Jungian archetypes. First this paper gives a brief introduction to Jung`s concept of individuation, then it analyses the archetypes: shadow, anima/animus, and persona of the individual respectively so that it shows that the individual has been through the process of individuation and finds her real self at last. 展开更多
关键词 passing INDIVIDUATION
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Train-induced aerodynamic characteristics of vertical sound barriers influenced by several factors
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作者 Xiaowei Qiu Xiaozhen Li +1 位作者 Jing Zheng Ming Wang 《Railway Engineering Science》 EI 2024年第2期177-193,共17页
Investigations into the aerodynamic properties of vertical sound barriers exposed to high-speed operations employ computational fluid dynamics.The primary focus of this research is to evaluate the influence of train s... Investigations into the aerodynamic properties of vertical sound barriers exposed to high-speed operations employ computational fluid dynamics.The primary focus of this research is to evaluate the influence of train speed and the distance(D)from the track centerline under various operating conditions.The findings elucidate a marked elevation in the aerodynamic effect amplitude on sound barriers as train speeds increase.In single-train passages,the aerodynamic effect amplitude manifests a direct relationship with the square of the train speed.When two trains pass each other,the aerodynamic amplitude intensifies due to an additional aerodynamic increment on the sound barrier.This increment exhibits an approximate quadratic correlation with the retrograde train speed.Notably,the impact of high-speed trains on sound barrier aerodynamics surpasses that of low-speed trains,and this discrepancy amplifies with larger speed differentials between trains.Moreover,the train-induced aerodynamic effect diminishes significantly with greater distance(D),with occurrences of pressure coefficient(CP)exceeding the standard thresholds during dual-train passages.This study culminates in the formulation of universal equations for quantifying the influence of train speed and distance(D)on sound barrier aerodynamic characteristics across various operational scenarios. 展开更多
关键词 Aerodynamic characteristic Sound barrier Two trains passing each other Distance from track centerline CFD simulation
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