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A simulation model for estimating train and passenger delays in large-scale rail transit networks 被引量:5
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作者 江志彬 李锋 +1 位作者 徐瑞华 高鹏 《Journal of Central South University》 SCIE EI CAS 2012年第12期3603-3613,共11页
A simulation model was proposed to investigate the relationship between train delays and passenger delays and to predict the dynamic passenger distribution in a large-scale rail transit network. It was assumed that th... A simulation model was proposed to investigate the relationship between train delays and passenger delays and to predict the dynamic passenger distribution in a large-scale rail transit network. It was assumed that the time varying original-destination demand and passenger path choice probability were given. Passengers were assumed not to change their destinations and travel paths after delay occurs. CapaciW constraints of train and queue rules of alighting and boarding were taken into account. By using the time-driven simulation, the states of passengers, trains and other facilities in the network were updated every time step. The proposed methodology was also tested in a real network, for demonstration. The results reveal that short train delay does not necessarily result in passenger delays, while, on the contrary, some passengers may get benefits from the short delay. However, large initial train delay may result in not only knock-on train and passenger delays along the same line, but also the passenger delays across the entire rail transit network. 展开更多
关键词 delay simulation passenger delay train delay rail transit network TIMETABLE
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Simsync: A Time Synchronization Simulator for Sensor Networks 被引量:8
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作者 XU Chao-Nong ZHAO Lei +1 位作者 XU Yong-Jun LI Xiao-Wei 《自动化学报》 EI CSCD 北大核心 2006年第6期1008-1014,共7页
Time synchronization is a critical middleware service of wireless sensor networks. Researchers have already proposed some time synchronization algorithms. However, due to the demands for various synchronization precis... Time synchronization is a critical middleware service of wireless sensor networks. Researchers have already proposed some time synchronization algorithms. However, due to the demands for various synchronization precision, existing time synchronization algorithms often need to be adapted. So it is necessary to evaluate these adapted algorithms before use. Software simulation is a valid and quick way to do it. In this paper, we present a time synchronization simulator, Simsync, for wireless sensor networks. We decompose the packet delay into 6 delay components and model them separately. The frequency of crystal oscillator is modeled as Gaussian. To testify its effectiveness, we simulate the reference broadcast synchronization algorithm (RBS) and the timing-sync synchronization algorithm (TPSN) on Simsync. Simulated results are also presented and analyzed. 展开更多
关键词 Time synchronization sensor networks simulATOR
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Design for the simulation of space based information network 被引量:1
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作者 Zeng Bin Li Zitang Wang Wei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期443-449,共7页
Ongoing research is described that is focused upon modelling the space base information network and simulating its behaviours: simulation of spaced based communications and networking project. Its objective is to dem... Ongoing research is described that is focused upon modelling the space base information network and simulating its behaviours: simulation of spaced based communications and networking project. Its objective is to demonstrate the feasibility of producing a tool that can provide a performance evaluation of various eonstellation access techniques and routing policies. The architecture and design of the simulation system are explored. The algorithm of data routing and instrument scheduling in this project is described. Besides these, the key methodologies of simulating the inter-satellite link features in the data transmissions are also discussed. The performance of both instrument scheduling algorithm and routing schemes is evaluated and analyzed through extensive simulations under a typical scenario. 展开更多
关键词 space based information network network simulation inter-satellite link routing scheduling simulation
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3-D fracture network dynamic simulation based on error analysis in rock mass of dam foundation 被引量:5
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作者 ZHONG Deng-hua WU Han +2 位作者 WU Bin-ping ZHANG Yi-chi YUE Pan 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第4期919-935,共17页
Accurate 3-D fracture network model for rock mass in dam foundation is of vital importance for stability,grouting and seepage analysis of dam foundation.With the aim of reducing deviation between fracture network mode... Accurate 3-D fracture network model for rock mass in dam foundation is of vital importance for stability,grouting and seepage analysis of dam foundation.With the aim of reducing deviation between fracture network model and measured data,a 3-D fracture network dynamic modeling method based on error analysis was proposed.Firstly,errors of four fracture volume density estimation methods(proposed by ODA,KULATILAKE,MAULDON,and SONG)and that of four fracture size estimation methods(proposed by EINSTEIN,SONG and TONON)were respectively compared,and the optimal methods were determined.Additionally,error index representing the deviation between fracture network model and measured data was established with integrated use of fractal dimension and relative absolute error(RAE).On this basis,the downhill simplex method was used to build the dynamic modeling method,which takes the minimum of error index as objective function and dynamically adjusts the fracture density and size parameters to correct the error index.Finally,the 3-D fracture network model could be obtained which meets the requirements.The proposed method was applied for 3-D fractures simulation in Miao Wei hydropower project in China for feasibility verification and the error index reduced from 2.618 to 0.337. 展开更多
关键词 rock mass of dam foundation 3-D fracture network dynamic simulation fractal dimension error analysis relative absolute error(RAE) downhill simplex method
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ROE格式的物理增强图神经网络求解Euler与层流不可压NS方程
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作者 宋尚校 姜龙祥 +2 位作者 王丽媛 褚新坤 张浩 《应用数学和力学》 北大核心 2025年第1期55-71,共17页
近年来,融合物理信息的深度学习方法为偏微分方程的求解提供了一个新的思路.然而,到目前为止,大多数工作在解空间存在间断的问题上的计算精度不高,时间外推能力差.针对以上两个问题,该文提出了使用图神经网络结合流体计算领域的ROE格式... 近年来,融合物理信息的深度学习方法为偏微分方程的求解提供了一个新的思路.然而,到目前为止,大多数工作在解空间存在间断的问题上的计算精度不高,时间外推能力差.针对以上两个问题,该文提出了使用图神经网络结合流体计算领域的ROE格式融合方程或数据信息的模型———ROE-PIGNN.数值实验表明,该模型在求解由Euler方程控制的激波管问题时,可达到与传统ROE格式相当的计算精度,并具备一定时间范围的外推能力.最后,对由Navier-Stokes(NS)方程控制的二维圆柱绕流问题进行了求解,实验结果表明:模型可以预测后续的周期性流动,并实现对部分关键位置流动结构的更精确的复现,相比纯数据驱动,误差降低了60%. 展开更多
关键词 深度学习 图神经网络 ROE格式 EULER方程 ns方程
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State simulation of water distribution networks based on DFP algorithm
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作者 张卉 黄廷林 何文杰 《Journal of Central South University》 SCIE EI CAS 2009年第S1期298-303,共6页
The improved weighted-least-square model was used for state simulation of water distribution networks. And DFP algorithm was applied to get the model solution. In order to fit DFP algorithm,the initial model was trans... The improved weighted-least-square model was used for state simulation of water distribution networks. And DFP algorithm was applied to get the model solution. In order to fit DFP algorithm,the initial model was transformed into a non-constrained optimization problem using mass conservation. Then,through one dimensional optimization and scale matrix establishment,the feasible direction of iteration was obtained,and the values of state variables could be calculated. After several iterations,the optimal estimates of state variables were worked out and state simulation of water distribution networks was achieved as a result. A program of DFP algorithm is developed with Delphi 7 for verification. By running on a designed network,which is composed of 55 nodes,94 pipes and 40 loops,it is proved that DFP algorithm can quickly get the convergence. After 36 iterations,the root mean square of all nodal head errors is reduced by 90.84% from 5.57 to 0.51 m,and the maximum error is only 1.30 m. Compared to Marquardt algorithm,the procedure of DFP algorithm is more stable,and the initial values have less influences on calculation accuracy. Therefore,DFP algorithm can be used for real-time simulation of water distribution networks. 展开更多
关键词 water DISTRIBUTION network STATE simulation STATE ESTIMATION DFP algorithm
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Design and simulation of a Torus topology for network on chip
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作者 Wu Chang Li Yubai Chai Song 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期694-701,共8页
Aiming at the applications of NOC (network on chip) technology in rising scale and complexity on chip systems, a Torus structure and corresponding route algorithm for NOC is proposed. This Torus structure improves t... Aiming at the applications of NOC (network on chip) technology in rising scale and complexity on chip systems, a Torus structure and corresponding route algorithm for NOC is proposed. This Torus structure improves traditional Torus topology and redefines the denotations of the routers. Through redefining the router denotations and changing the original router locations, the Torus structure for NOC application is reconstructed. On the basis of this structure, a dead-lock and live-lock free route algorithm is designed according to dimension increase. System C is used to implement this structure and the route algorithm is simulated. In the four different traffic patterns, average, hotspot 13%, hotspot 67% and transpose, the average delay and normalization throughput of this Torus structure are evaluated. Then, the performance of delay and throughput between this Torus and Mesh structure is compared. The results indicate that this Torus structure is more suitable for NOC applications. 展开更多
关键词 network on chip TORUS ROUTE System C simulation
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A Feasible Partial Train Traffic Simulation Using Diagram Expressed in Network
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作者 Cheng Yu (Railway Technical Research Institute Kokubunji-she Tokyo 185, Japan ) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1994年第3期57-63,共7页
Simulating large-scale and complex systems is commonly considered a difficult and time-consuming task. In this paper, we propose a partial simulation way to speed up the simulation with real time demands. It is based ... Simulating large-scale and complex systems is commonly considered a difficult and time-consuming task. In this paper, we propose a partial simulation way to speed up the simulation with real time demands. It is based on the idea that a train traffic diagram is expressed in a network, and through calculating the maximal long path in the network the simulation is done, but only within a particular partial area.Upon this, we let it become a problem oriented simulation. The simulation could be started at any time,from any trains or at any stations and stopped as the same way according to the problem to be concerned.We can use this kind of simulation to analyse or confirm the correctness of traffic schedule at a high speed to meet the real time demands. 展开更多
关键词 Train traffic simulation Traffic schedule network
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Applications of Wavelets in 3-D Audio Simulation
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作者 Zhu, Xiaoguang Hong, Bingrong Wang, Dongmu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2000年第3期74-81,共8页
Wavelet has been used as a powerful tool in the signal processing and function approximation recently. This paper presents the application of wavelets for solving two key problems in 3-D audio simulation. First, we em... Wavelet has been used as a powerful tool in the signal processing and function approximation recently. This paper presents the application of wavelets for solving two key problems in 3-D audio simulation. First, we employ discrete wavelet transform (DWT) combined with vector quantization (VQ) to compress audio data in order to reduce tremendous redundant data storage and transmission times. Secondly, we use wavelets as the activation functions in neural networks called feed-forward wavelet networks to approach auditory localization information cues (head-related transfer functions (HRTFs) are used here). The experimental results demonstrate that the application of wavelets is more efficient and useful in 3-D audio simulation. 展开更多
关键词 Approximation theory Computer simulation Data structures Feedforward neural networks Wavelet transforms
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Network Pharmacology and Experimental Verification Unraveled The Mechanism of Pachymic Acid in The Treatment of Neuroblastoma
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作者 LIU Hang ZHU Yu-Xin +6 位作者 GUO Si-Lin PAN Xin-Yun XIE Yuan-Jie LIAO Si-Cong DAI Xin-Wen SHEN Ping XIAO Yu-Bo 《生物化学与生物物理进展》 北大核心 2025年第9期2376-2392,共17页
Objective Traditional Chinese medicine(TCM)constitutes a valuable cultural heritage and an important source of antitumor compounds.Poria(Poria cocos(Schw.)Wolf),the dried sclerotium of a polyporaceae fungus,was first ... Objective Traditional Chinese medicine(TCM)constitutes a valuable cultural heritage and an important source of antitumor compounds.Poria(Poria cocos(Schw.)Wolf),the dried sclerotium of a polyporaceae fungus,was first documented in Shennong’s Classic of Materia Medica and has been used therapeutically and dietarily in China for millennia.Traditionally recognized for its diuretic,spleen-tonifying,and sedative properties,modern pharmacological studies confirm that Poria exhibits antioxidant,anti-inflammatory,antibacterial,and antitumor activities.Pachymic acid(PA;a triterpenoid with the chemical structure 3β-acetyloxy-16α-hydroxy-lanosta-8,24(31)-dien-21-oic acid),isolated from Poria,is a principal bioactive constituent.Emerging evidence indicates PA exerts antitumor effects through multiple mechanisms,though these remain incompletely characterized.Neuroblastoma(NB),a highly malignant pediatric extracranial solid tumor accounting for 15%of childhood cancer deaths,urgently requires safer therapeutics due to the limitations of current treatments.Although PA shows multi-mechanistic antitumor potential,its efficacy against NB remains uncharacterized.This study systematically investigated the potential molecular targets and mechanisms underlying the anti-NB effects of PA by integrating network pharmacology-based target prediction with experimental validation of multi-target interactions through molecular docking,dynamic simulations,and in vitro assays,aimed to establish a novel perspective on PA’s antitumor activity and explore its potential clinical implications for NB treatment by integrating computational predictions with biological assays.Methods This study employed network pharmacology to identify potential targets of PA in NB,followed by validation using molecular docking,molecular dynamics(MD)simulations,MM/PBSA free energy analysis,RT-qPCR and Western blot experiments.Network pharmacology analysis included target screening via TCMSP,GeneCards,DisGeNET,SwissTargetPrediction,SuperPred,and PharmMapper.Subsequently,potential targets were predicted by intersecting the results from these databases via Venn analysis.Following target prediction,topological analysis was performed to identify key targets using Cytoscape software.Molecular docking was conducted using AutoDock Vina,with the binding pocket defined based on crystal structures.MD simulations were performed for 100 ns using GROMACS,and RMSD,RMSF,SASA,and hydrogen bonding dynamics were analyzed.MM/PBSA calculations were carried out to estimate the binding free energy of each protein-ligand complex.In vitro validation included RT-qPCR and Western blot,with GAPDH used as an internal control.Results The CCK-8 assay demonstrated a concentration-dependent inhibitory effect of PA on NB cell viability.GO analysis suggested that the anti-NB activity of PA might involve cellular response to chemical stress,vesicle lumen,and protein tyrosine kinase activity.KEGG pathway enrichment analysis suggested that the anti-NB activity of PA might involve the PI3K/AKT,MAPK,and Ras signaling pathways.Molecular docking and MD simulations revealed stable binding interactions between PA and the core target proteins AKT1,EGFR,SRC,and HSP90AA1.RT-qPCR and Western blot analyses further confirmed that PA treatment significantly decreased the mRNA and protein expression of AKT1,EGFR,and SRC while increasing the HSP90AA1 mRNA and protein levels.Conclusion It was suggested that PA may exert its anti-NB effects by inhibiting AKT1,EGFR,and SRC expression,potentially modulating the PI3K/AKT signaling pathway.These findings provide crucial evidence supporting PA’s development as a therapeutic candidate for NB. 展开更多
关键词 pachymic acid network pharmacology molecular dynamics simulation
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基于生成对抗网络(GANs)的隧道施工通风研究与应用
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作者 郑旭廷 孙三祥 崔善坤 《隧道建设(中英文)》 北大核心 2025年第S1期330-339,共10页
为解决高海拔隧道施工过程中存在的通风效率低、能耗高等问题,开发一种基于生成对抗网络(GANs)的高海拔隧道施工通风数据模拟与优化系统。首先,采用GANs技术生成高精度的施工环境数据,替代传统的CFD仿真方法,通过学习施工环境中多维数... 为解决高海拔隧道施工过程中存在的通风效率低、能耗高等问题,开发一种基于生成对抗网络(GANs)的高海拔隧道施工通风数据模拟与优化系统。首先,采用GANs技术生成高精度的施工环境数据,替代传统的CFD仿真方法,通过学习施工环境中多维数据的分布特征,实时生成模拟数据。随后,结合遗传算法(GA)和粒子群优化(PSO)算法,优化通风系统的参数配置,提高系统的响应速度和稳定性。试验结果表明:1)基于GANs的通风优化策略在提高通风效率和降低能耗方面具有显著优势,通风效率提升了12%,能耗降低了8%。2)GANs生成的数据与实际测量数据的误差小于15%,具有较高的准确性和适应性。3)通过在多种不同的施工环境下进行试验,验证了该优化策略在复杂条件下的有效性和鲁棒性,尤其在极端条件下表现尤为突出。4)通过引入生成对抗网络技术,显著提高了隧道施工通风系统的优化效率,降低了施工过程中存在的安全隐患,为高海拔隧道施工的智能化管理提供了新的技术支持。 展开更多
关键词 隧道施工通风 生成对抗网络 通风优化 遗传算法 粒子群优化 数据模拟
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基于NSGA-Ⅱ遗传算法的Myring流线型量水槽体型优化设计 被引量:4
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作者 杨洋 张宽地 +3 位作者 姚田成 李柯 吕宏兴 王蒙 《农业机械学报》 EI CAS CSCD 北大核心 2024年第4期241-250,共10页
Myring流线型在水下航行器领域应用较为广泛,而量水槽在渠道中的受阻状态与潜水器潜行时受到的阻力情况具有一定的相似之处,因此本文借鉴潜水器的结构特点进行量水槽体型设计,探究量水槽受阻最小的较优线型。基于FLOW-3D软件,采用最优... Myring流线型在水下航行器领域应用较为广泛,而量水槽在渠道中的受阻状态与潜水器潜行时受到的阻力情况具有一定的相似之处,因此本文借鉴潜水器的结构特点进行量水槽体型设计,探究量水槽受阻最小的较优线型。基于FLOW-3D软件,采用最优拉丁超立方设计方法,以流线型的收缩段长度和锐度因子、扩散段长度和离去角为变量设计了40组数值模拟方案,得到对应的水头损失百分比和上游佛汝德数。以数值模拟变量为输入、结果为输出,训练RBF神经网络,结合NSGA-Ⅱ遗传算法获得Patero前沿解,通过TOPSIS评价法筛选出最优解并得出其线形参数:优化模型收缩段长度为45.9 cm、收缩段锐度因子为0.74、扩散段长度为49.2 cm、扩散段离去角为14.63°,并通过等比例缩放得到6组收缩比,在9组流量下进行模型试验分析水力性能。结果表明,优化后线型过流较顺畅,水力性能较优,预测结果和模拟结果误差不超过5%;不同工况下上游佛汝德数均小于0.5,满足测流规范要求,收缩比为0.58~0.66时各项水力性能均较优;基于临界流测流和量纲分析原理得到的测流公式精度较高,平均相对误差为2.09%。本研究证明了将流线型运用于量水槽领域研究以及通过神经网络和遗传算法寻优的可行性,优化后Myring流线型量水槽具有良好的性能和测流精度,在灌区渠道中具有较好的运用前景。 展开更多
关键词 流线型量水槽 体型优化 数值模拟 神经网络 nsGA-Ⅱ遗传算法
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基于NS-3网络模拟器的MPQUIC协议仿真研究 被引量:1
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作者 聂金全 樊越华 +3 位作者 吴骏逸 章志明 雷刚 曹远龙 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第4期625-632,共8页
随着5G移动视频应用加速落地以及国内视频流需求的迅速激增,迫切需要一种新的数据传输协议来提供可靠的安全性,以保障上层应用处理更多的接入连接以及满足更低的延时需求.多路径QUIC协议(Multipath Quick UDP Internet Connection,MPQU... 随着5G移动视频应用加速落地以及国内视频流需求的迅速激增,迫切需要一种新的数据传输协议来提供可靠的安全性,以保障上层应用处理更多的接入连接以及满足更低的延时需求.多路径QUIC协议(Multipath Quick UDP Internet Connection,MPQUIC)具有拟合多条链路带宽资源、强大连接的容错能力和高可靠性等优点,被认为将在未来移动互联网数据传输中发挥重要的作用.然而,目前国内外研究人员对于MPQUIC协议的相关研究正处于初步阶段,该协议还没有一个普适性的、开源的仿真平台.因此,借助全球网络仿真领域应用最广的NS-3网络模拟器搭建了MPQUIC仿真平台(ns3-mpquic),为相关学者提供研究MPQUIC协议的开源、免费、普适的基础平台,为全球专家学者对MPQUIC协议的模拟部署和优化提供助力. 展开更多
关键词 多路径传输 MPQUIC ns-3网络模拟器 仿真平台
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Integrated reliability of travel time and capacity of urban road network under ice and snowfall conditions 被引量:4
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作者 冷军强 张亚平 +1 位作者 张倩 赵莹萍 《Journal of Central South University》 SCIE EI CAS 2010年第2期419-424,共6页
In order to evaluate and integrate travel time reliability and capacity reliability of a road network subjected to ice and snowfall conditions,the conceptions of travel time reliability and capacity reliability were d... In order to evaluate and integrate travel time reliability and capacity reliability of a road network subjected to ice and snowfall conditions,the conceptions of travel time reliability and capacity reliability were defined under special conditions.The link travel time model(ice and snowfall based-bureau public road,ISB-BPR) and the path choice decision model(elastic demand user equilibrium,EDUE) were proposed.The integrated reliability was defined and the model was set up.Monte Carlo simulation was used to calculate the model and a numerical example was provided to demonstrate the application of the model and efficiency of the solution algorithm.The results show that the intensity of ice and snowfall,the traffic demand and supply,and the requirements for level of service(LOS) have great influence on the reliability of a road network.For example,the reliability drops from 65% to 5% when the traffic demand increases by 30%.The comprehensive performance index may be used for network planning,design and maintenance. 展开更多
关键词 integrated reliability urban road network travel time capacity Monte Carlo simulation bi-level program ice and snowfall
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Speed-Sensorless Control Using Elman Neural Network 被引量:1
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作者 谢庆国 万淑芸 +2 位作者 易燕春 赵金 沈轶 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第4期53-58,共6页
This paper describes a modified speed-sensorless control for induction motor (IM) based on space vector pulse width modulation and neural network. An Elman ANN method to identify the IM speed is proposed, with IM para... This paper describes a modified speed-sensorless control for induction motor (IM) based on space vector pulse width modulation and neural network. An Elman ANN method to identify the IM speed is proposed, with IM parameters employed as associated elements. The BP algorithm is used to provide an adaptive estimation of the motor speed. The effectiveness of the proposed method is verified by simulation results. The implementation on TMS320F240 fixed DSP is provided. 展开更多
关键词 ALGORITHMS Computer simulation Digital signal processing Induction motors Neural networks Pulse width modulation
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Zero phase error control based on neural compensation for flight simulator servo system
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作者 Liu Jinkun He Peng Er Lianjie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第4期793-797,共5页
Using the future desired input value, zero phase error controller enables the overall system's frequency response exhibit zero phase shift for all frequencies and a small gain error at low frequency range, and based ... Using the future desired input value, zero phase error controller enables the overall system's frequency response exhibit zero phase shift for all frequencies and a small gain error at low frequency range, and based on this, a new algorithm is presented to design the feedforward controller. However, zero phase error controller is only suitable for certain linear system. To reduce the tracking error and improve robustness, the design of the proposed feedforward controller uses a neural compensation based on diagonal recurrent neural network. Simulation and real-time control results for flight simulator servo system show the effectiveness of the proposed approach. 展开更多
关键词 zero phase error servo system neural network robust control flight simulator.
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基于Transformer神经网络的瞬变电磁法数值模拟 被引量:5
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作者 王云宏 《煤田地质与勘探》 EI CAS CSCD 北大核心 2024年第11期151-159,共9页
【目的】基于深度学习的瞬变电磁正反演方法属于数据驱动型方法,需要大规模的数值模拟结果作为监督数据对神经网络进行训练和评估。传统的时域有限差分法进行瞬变电磁数值模拟需要迭代求解时域麦克斯韦方程,耗时严重,且耗费计算资源庞大... 【目的】基于深度学习的瞬变电磁正反演方法属于数据驱动型方法,需要大规模的数值模拟结果作为监督数据对神经网络进行训练和评估。传统的时域有限差分法进行瞬变电磁数值模拟需要迭代求解时域麦克斯韦方程,耗时严重,且耗费计算资源庞大,难以满足基于深度学习的瞬变电磁反演对数据的需求。【方法】为此,引入深度学习方法进行瞬变电磁数值模拟。以Transformer神经网络架构为基础,采用编解码结构(encoder-decoder)设计了基于深度学习的瞬变电磁数值模拟神经网络,该网络包含三维网格剖分模块、分块嵌入模块(patch embedding)、编码器模块(Transformer encoder)、解码器模块(linear decoder) 4部分,输入为模型地电参数,输出为该模型对应的回线源中心点瞬变电磁响应。采用带动量的随机梯度下降算法与Adam自适应学习率算法相结合的优化策略,在搭载4张英伟达V100显卡的服务器上进行了200个周期的训练,获得了瞬变电磁法数值模拟深度学习网络。【结果和结论】利用训练后的网络分别对均匀半空间模型、层状模型、板状体模型以及三维体模型4种类型的地电模型回线源瞬变电磁响应进行实时预测,验证集测试结果表明:计算得到的关断时间后的数值模拟结果与采用解析解、线性数字滤波解和时域有限差分法数值模拟结果平均相关误差小于2%;同时,基于神经网络的瞬变电磁数值模拟计算耗时不到1 s,实现了瞬变电磁数值模拟的快速精确计算,为后续基于深度学习的瞬变电磁反演研究奠定了理论基础与数据支撑。 展开更多
关键词 瞬变电磁 深度学习 神经网络 数值模拟
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Data Transmission Reliability of a Two-source Single-sink Computer Network with a Common Arc
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作者 ZHANG Yun XU Zheng-Guo WANG Wen-Hai LU Jian-Gang SUN You-Xian 《自动化学报》 EI CSCD 北大核心 2013年第10期1623-1631,共9页
在一个多状态网络(MSN ) ,数据能通过不同路径被播送。以前的文学与路径在有一条普通的弧的弧拆散路径,然而并非盒子集中于盒子。在这个工作,我们认为盒子是节点通过他们的自己的最小的路径(MP ) 正在送数据到水池节点的二来源,在这... 在一个多状态网络(MSN ) ,数据能通过不同路径被播送。以前的文学与路径在有一条普通的弧的弧拆散路径,然而并非盒子集中于盒子。在这个工作,我们认为盒子是节点通过他们的自己的最小的路径(MP ) 正在送数据到水池节点的二来源,在这二 MP 在计算机网络拥有一条普通的弧的地方。每个来源节点产生一个数据序列。产生数据的时间间隔是随机分布式的。另外,在不同时间片刻产生的数据的数量是随机分布式的。这二个变量能被 Monte-Carlo 模拟方法获得。当所有数据通过一条普通的弧被播送,用弧和 conflictions 为优先级竞争的数据需要可以被引起。我们在他们的传播时间限制下面认为二 MP 在连接并且计算的盒子是数据的可靠性。模拟结果表明 conflictions 能延长他们的传播时间并且因此影响他们的可靠性。这个工作可以提供相互参照让经理决定数据和时间间隔的数量得到理想的网络可靠性。 展开更多
关键词 网络可靠性 网络数据传输 蒙特卡罗模拟方法 计算机网络 电脑 双源 数据发送 随机分布
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基于机器学习的GH4169合金Johnson-Cook本构参数反演方法
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作者 钱迪鑫 王立人 夏春明 《机械工程材料》 CAS CSCD 北大核心 2024年第12期100-105,共6页
采用拉丁超立方采样方法对基于文献的GH4169合金Johnson-Cook(J-C)本构参数空间进行均匀采样,利用有限元模拟输出对应参数组合的应力-应变曲线。以模拟应力-应变曲线数据为输入,J-C本构参数为输出,采用前向神经网络(FNN)模型、随机森林(... 采用拉丁超立方采样方法对基于文献的GH4169合金Johnson-Cook(J-C)本构参数空间进行均匀采样,利用有限元模拟输出对应参数组合的应力-应变曲线。以模拟应力-应变曲线数据为输入,J-C本构参数为输出,采用前向神经网络(FNN)模型、随机森林(RF)模型、循环神经网络(RNN)模型进行训练,并对模型进行贝叶斯超参数优化,通过测试集的决定系数R^(2)对3种模型的参数反演能力进行对比;以试验获得的应力-应变曲线数据为输入,利用训练后的机器学习模型输出对应的J-C本构参数,再通过有限元模拟生成应力-应变曲线,并与试验结果进行对比。结果表明:FNN模型、RF模型和RNN模型测试集的R^(2)分别为0.847,0.499,0.741,FNN模型的表现最佳,而RF模型的表现最差,不适用于GH4169合金J-C本构参数的反演;采用FNN模型反演J-C本构参数预测得到850~1050℃下GH4169合金的压缩应力-应变曲线与试验曲线更加吻合,平均相对误差比采用RNN模型反演J-C本构参数和由试验曲线拟合本构参数预测得到的曲线分别低约11.9%和2.1%,验证了机器学习方法在反演GH4169合金J-C本构参数上的有效性。 展开更多
关键词 高温合金 本构参数反演 有限元模拟 机器学习 神经网络
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Haptic Modeling and Rendering Based on Neurofuzzy Rules for Surgical Cutting Simulation
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作者 SONG Wei-Guo YUAN Kui FU Yu-Jin 《自动化学报》 EI CSCD 北大核心 2006年第2期193-199,共7页
This paper combines image processing with 3D magnetic tracking method to develop a scalpel for haptic simulation in surgical cutting. First, a cutting parameter acquisition setup is presented and the performance is va... This paper combines image processing with 3D magnetic tracking method to develop a scalpel for haptic simulation in surgical cutting. First, a cutting parameter acquisition setup is presented and the performance is validated from soft tissue cutting. Then, based on the acquired input-output data pairs, a method for fuzzy system modeling is presented, that is, after partitioning each input space equally and giving the premises and the total number of fuzzy rules, the consequent parameters and the fuzzy membership functions (MF) of the input variables are learned and optimized via a neurofuzzy modeling technique. Finally, a haptic scalpel implemented with the established cutting model is described. Preliminary results show the feasibility of the haptic display system for real-time interaction. 展开更多
关键词 图象处理 模糊神经网络 切割模拟 触觉显示
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