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Measurement of the Energy Spectrum of a 6 MV Linear Accelerator Using Compton Scattering Spectroscopy and Monte Carlo-Generated Corrections 被引量:1
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作者 Sameer Taneja Laura J. Bartol +1 位作者 Wesley Culberson Larry A. De Werd 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2020年第4期186-200,共15页
<strong>Purpose:</strong> The energy spectrum of a linear accelerator used for dose calculations is determined during beam commissioning by iteratively adjusting the spectrum and comparing calculated and m... <strong>Purpose:</strong> The energy spectrum of a linear accelerator used for dose calculations is determined during beam commissioning by iteratively adjusting the spectrum and comparing calculated and measured percent depth-dose curves. Direct measurement of the energy spectrum using pulse mode detectors is particularly challenging because of the high-energy, high fluence nature of these beams and limitations of the detector systems. This work implements a Compton scattering (CS) spectroscopy setup and presents detector corrections and spectral unfolding techniques to measure the spectrum of a 6 MV linear accelerator using a pulse mode detector. <strong>Methods:</strong> Spectral measurements were performed using a Varian Clinac 21EX linear accelerator and a high-purity germanium (HPGe) detector. To reduce fluence to the detector, a custom-built lead shield and a CS spectrometry setup were used. The detector was placed at CS angles of 46<span style="font-family:Verdana, Helvetica, Arial;white-space:normal;background-color:#FFFFFF;">°</span>, 89<span style="font-family:Verdana, Helvetica, Arial;white-space:normal;background-color:#FFFFFF;">°</span>, and 125<span style="font-family:Verdana, Helvetica, Arial;white-space:normal;background-color:#FFFFFF;">°</span>. At each of these locations, a detector response function was generated to account for photon interactions within the experimental geometry. Gold’s deconvolution algorithm was used to unfold the energy spectrum. The measured spectra were compared to simulated spectra, which were obtained using an experimentally benchmarked model of the Clinac 21EX in MCNP6. <strong>Results:</strong> Measurements were acquired and detector response corrections were calculated for all three CS angles. A comparison of spectra for all CS angles showed good agreement with one another. The spectra for all three angles were averaged and showed good agreement with the MCNP6 simulated spectrum, with all points above 400 keV falling within 4%, which was within the uncertainty of the measurement and statistical uncertainty. <strong>Conclusions:</strong> The measurement of the energy spectrum of a 6 MV linear accelerator using a pulse-mode detector is presented in this work. For accurate spectrum determination, great care must be taken to optimize the detector setup, determine proper corrections, and to unfold the spectrum. 展开更多
关键词 linear Accelerator Energy spectrum SPECTROMETRY High Purity Germanium Detectors Monte Carlo
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QUADRATIC CORRECTION TO THE LINEAR WAVE SPECTRUM OF TWO-DIMENSIONAL RANDOM WAVES
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作者 宋金宝 田纪伟 楼顺里 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 1998年第2期137-143,共0页
A perturbation expansion method’s first three order solutions of two-dimensional random gravity waves in finite uniform depth were used as bases to derive the quadratic correction to the linear wave spectrum (ie., th... A perturbation expansion method’s first three order solutions of two-dimensional random gravity waves in finite uniform depth were used as bases to derive the quadratic correction to the linear wave spectrum (ie., the quadratic spectrum ). For infinite water depth, the expression of the quadratic spectrum given in this paper is much simpler then that of Sclavounos (1992) and Olemz and Milgram (1995). 展开更多
关键词 PERTURBATION EXPANSION method linear wave spectrum QUADRATIC spectrum
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Spectral Imagers with Linear Detector Imager Systems Based on Spectrum Compressed
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作者 Xiaoming Zhong Huang Li Huang Li 《Journal of Applied Mathematics and Physics》 2015年第2期267-271,共5页
Traditional spectral imagers require 2-dimensional detectors. We present a new method to implement spectral imagers with linear detector imager systems based on spectrum compressed. Using 1-dimension detectors instead... Traditional spectral imagers require 2-dimensional detectors. We present a new method to implement spectral imagers with linear detector imager systems based on spectrum compressed. Using 1-dimension detectors instead of 2-dimension detectors to get 3-dimensional data cubes, the spectral imagers could get both the spectral information and the spatial information of each ground object. By the method of characteristics decoupling, we make high precision reconstruction of compressed data. Theoretical analysis and simulations show that it not only ensures the imaging quality but also reduces the dimension of the detectors and complexity of imaging system greatly. 展开更多
关键词 linear DETECTOR IMAGER spectrum Compressed Characteristics DECOUPLING
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Distinction of self-synchronous scrambled linear blockcodes based on multi-fractal spectrum 被引量:2
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作者 xinhao li min zhang +1 位作者 shu'nan han quan yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期968-978,共11页
This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block co... This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block code share the propertyof linear correlation, the existing linear correlation-basedidentification method is invalid for this case. This drawback can becircumvented by introducing a novel multi-fractal spectrum-basedmethod. Simulation results show that the new method has highrobustness and under the same conditions of bit error, the lowerthe code rate, the higher the recognition rate. Thus, the methodhas significant potential for future application in engineering. 展开更多
关键词 linear block code self-synchronous scrambled code multi-fractal spectrum statistical physics algorithm.
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金属耗能减震结构复振型分解反应谱设计方法研究
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作者 翟治鹏 黄嘉怡 +1 位作者 陈华霆 刘彦辉 《振动与冲击》 北大核心 2026年第2期274-283,共10页
耗能减震技术是提升结构抗震性能的重要措施,在实际工程中应用广泛。目前对于耗能减震结构的设计往往需要大量的非线性时程分析进行反复迭代,设计过程耗时费力,严重降低了设计效率。鉴于耗能减震结构归属于非比例阻尼体系,提出适用于其... 耗能减震技术是提升结构抗震性能的重要措施,在实际工程中应用广泛。目前对于耗能减震结构的设计往往需要大量的非线性时程分析进行反复迭代,设计过程耗时费力,严重降低了设计效率。鉴于耗能减震结构归属于非比例阻尼体系,提出适用于其抗震设计的基于复振型的完全平方组合(complex complete quadratic combination,CCQC)方法。该方法与我国规范贴合紧密,且可避免传统设计方法中非线性时程分析,具有迭代收敛快、设计效率高等优点。利用所提设计方法对平面钢框架结构进行耗能减震设计,并建立原框架和耗能框架结构的数值模型,通过非线性动力时程分析对所提设计方法的有效性进行评估。研究结果表明:当地震强度较大时,不同等效线性化方法下CCQC计算得到的结构动力响应差异显著;利用所提设计方法可使结构的层间位移角响应满足规范限值要求,且可实现结构的多水准抗震性能化设计,满足“中震不坏,大震可修,巨震不倒”多水准抗震性能目标;与原框架结构相比,耗能器可显著提升结构抗震性能,其屈服耗能机制与“中震不坏,大震可修,巨震不倒”的性能目标一致,即中震时不屈服,大震和巨震时耗散地震能量,以保护主体结构,巨震时不发生失效。研究成果对耗能减震结构的设计及实际应用具有重要意义。 展开更多
关键词 耗能减震 复振型分解反应谱 等效线性化 性能化设计
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典型载荷谱下轮毂轴承寿命预测方法研究
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作者 董艳方 于伟 +3 位作者 邱明 延紫博 周文博 叶博涛 《河南科技大学学报(自然科学版)》 北大核心 2026年第1期24-33,M0003,共11页
针对实际服役过程中轮毂轴承寿命难以精准预测的难题,提出一种典型载荷谱下轮毂轴承服役寿命预测方法。首先,考虑弯矩作用的影响,构建轮毂轴承拟静力学模型,采用牛顿-拉夫森(Newton\|Raphson)迭代算法求解轴承内部接触载荷,解析不同工... 针对实际服役过程中轮毂轴承寿命难以精准预测的难题,提出一种典型载荷谱下轮毂轴承服役寿命预测方法。首先,考虑弯矩作用的影响,构建轮毂轴承拟静力学模型,采用牛顿-拉夫森(Newton\|Raphson)迭代算法求解轴承内部接触载荷,解析不同工况下各接触区接触载荷的变化规律;其次,参照机械行业标准JB/T 13353—2017,制定了用于耐久性考核的典型载荷谱,基于修正的L\|P理论得到典型载荷谱下的轴承寿命,同时为考虑多级载荷中存在的加载次序与交互作用效应,引入了一种非线性疲劳累积损伤模型,完成了试验载荷谱下轮毂轴承服役寿命的预测;最后,对比线性与非线性损伤累积模型的差异性,并通过耐久性试验验证了预测结果的准确性和方法的合理性。 展开更多
关键词 轮毂轴承 典型载荷谱 寿命预测 非线性损伤累积模型
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基于线性阵列的平板表面迁移速度测试与建模方法研究
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作者 李屹萌 李洪周 +1 位作者 章荣平 赵鲲 《船舶力学》 北大核心 2026年第2期315-328,共14页
湍流边界层壁面脉动压力(TBL脉压)是流致振动噪声的主要来源,具有宽频特性和高度混沌性,难以精确捕捉其复杂的时空变化。为分析其复杂特性,需要借助波数-频率谱进行研究;这一领域的实验和理论建模已成为重要的研究课题。本文研究了TBL... 湍流边界层壁面脉动压力(TBL脉压)是流致振动噪声的主要来源,具有宽频特性和高度混沌性,难以精确捕捉其复杂的时空变化。为分析其复杂特性,需要借助波数-频率谱进行研究;这一领域的实验和理论建模已成为重要的研究课题。本文研究了TBL脉压波数-频率谱的迁移速度特性。在低速风洞实验中,利用线阵列脉压传感器测量TBL脉压,通过互谱矩阵(CSM)方法获得波数-频率谱,从而确定了不同风速下的迁移速度。此外,开展了边界层热线风速仪测量实验,基于热线实验数据获得的边界层参数,采用归一化方法分析迁移速度特性,据此构建新的迁移速度预测模型。将该迁移速度模型应用于典型的Chase I波数-频率谱模型中,再与实验结果对比。结果表明,Chase I模型的迁移脊与实验结果吻合良好,验证了新模型在不同风速和频率下的广泛适用性。该研究为TBL脉压波数-频率谱建模及舰船噪声控制技术提供了新的理论支持和技术路径。 展开更多
关键词 湍流壁面脉动压力 迁移速度 波数-频率谱 低速风洞 线阵测量
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Research of optical rainfall sensor based on CCD linear array 被引量:9
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作者 YANG Bifeng LIU Yuyan +1 位作者 LU Ying WU Shangqian 《Instrumentation》 2015年第3期27-34,共8页
Rainfall monitoring is one of the most important meteorological observation elements for the disaster weather. The maintenance of current tipping bucket rain gauge and weighing type rain gauge is a critical issue. The... Rainfall monitoring is one of the most important meteorological observation elements for the disaster weather. The maintenance of current tipping bucket rain gauge and weighing type rain gauge is a critical issue. The optical rainfall sensor based on CCD linear array is mainly studied in this paper. Because of the maintenance-free time and good adaptability,it can be widely used in the automatic rainfall monitoring in severe environment and have a good perspective in using. 展开更多
关键词 CCD linear ARRAY RAINDROP spectrum FPGA dynamic THRESHOLD
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Some Algorithms for the Error Linear Complexity of Binary 2^n-Periodic Sequences
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作者 CHANG Zuling WANG Xueyuan DUAN Li 《Wuhan University Journal of Natural Sciences》 CAS 2013年第1期42-48,共7页
Based on the Games-Chan algorithm and StampMartin algorithm, this paper provides some new algorithms to compute the error linear complexity spectrum of binary 2n-periodic se- quences. These new algorithms are clearer ... Based on the Games-Chan algorithm and StampMartin algorithm, this paper provides some new algorithms to compute the error linear complexity spectrum of binary 2n-periodic se- quences. These new algorithms are clearer and simpler than old algorithms, and they can quickly compute the error linear com- plexity spectrum of sequences according to different situations. We also discuss such algorithms and give some new results about linear complexity and error linear complexity of sequences. 展开更多
关键词 SEQUENCE linear complexity error linear complexity error linear complexity spectrum
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RELATIVE ESSENTIAL SPECTRA INVOLVING RELATIVE DEMICOMPACT UNBOUNDED LINEAR OPERATORS 被引量:1
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作者 Bilel KRICHEN 《Acta Mathematica Scientia》 SCIE CSCD 2014年第2期546-556,共11页
In this article, we introduce the concept of demicompactness with respect to a closed densely defined linear operator, as a generalization of the class of demicompact operator introduced by Petryshyn in [24] and we es... In this article, we introduce the concept of demicompactness with respect to a closed densely defined linear operator, as a generalization of the class of demicompact operator introduced by Petryshyn in [24] and we establish some new results in Fredholm theory. Moreover, we apply the obtained results to discuss the incidence of some perturbation results on the behavior of relative essential spectra of unbounded linear operators acting on Banach spaces. We conclude by characterizations of the relative Schechter's and approximate essential spectrum. 展开更多
关键词 Demicompact linear operator relative essential spectrum Fredholm and semi-Fredholm operators measure of noncompactness.
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Suboptimal stochastic H-two/H-infinity design with spectrum constraint
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作者 Zhongwei LIN Weihai ZHANG Yan LIN 《控制理论与应用(英文版)》 EI 2008年第3期317-321,共5页
This paper studies the problem of suboptimal state-feedback H-two/H-infinity control of stochastic systems with spectrum constraint. Concretely speaking, a mixed suboptimal H-two/H-infinity controller synthesis togeth... This paper studies the problem of suboptimal state-feedback H-two/H-infinity control of stochastic systems with spectrum constraint. Concretely speaking, a mixed suboptimal H-two/H-infinity controller synthesis together with placing the spectrum into a strip region is considered, which is achieved via solving a convex optimization problem. 展开更多
关键词 Stochastic stabilization Suboptimal H-two/H-infinity control spectrum assignment linear matrix inequality (LMI)
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基于多层感知器的高频增强型时间序列预测模型 被引量:1
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作者 朱昶胜 杨琛 +1 位作者 冯文芳 袁培文 《计算机应用》 北大核心 2025年第12期3855-3863,共9页
简单线性模型的时间序列预测质量通常超过Transformer等深度模型;而在具有大量通道的数据集上,深度模型尤其是多层感知器(MLP)的性能反而可超过简单线性模型。针对简单线性模型和MLP在时间序列预测中的误差功率谱差异,提出一种基于MLP... 简单线性模型的时间序列预测质量通常超过Transformer等深度模型;而在具有大量通道的数据集上,深度模型尤其是多层感知器(MLP)的性能反而可超过简单线性模型。针对简单线性模型和MLP在时间序列预测中的误差功率谱差异,提出一种基于MLP的高频增强型时间序列预测模型HiFNet(High-Frequency Network)。首先,利用MLP在低频段的拟合能力;其次,通过自适应序列分解(ASD)模块及分组线性层解决MLP高频段易过拟合以及通道独立策略不能有效应对通道冗余的问题,从而增强MLP在高频段的鲁棒性;最后,对HiFNet在气象、电力和交通等领域的标准数据集上进行实验。结果表明:HiFNet的均方误差(MSE)在最佳情况下相较于NLinear、RLinear、SegRNN(Segment Recurrent Neural Network)和PatchTST(Patch Time Series Transformer)分别降低了23.6%、10.0%、35.1%和6.5%,而分组线性层通过学习通道相关性的低秩表达减轻了通道冗余的影响。 展开更多
关键词 时间序列预测 误差功率谱 线性模型 多层感知器 序列分解
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Seismic displacement demand prediction in non-linear domain: Optimization of the N2 method
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作者 Lorenzo Diana Andrea Manno Pierino Lestuzzi 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2019年第1期141-158,共18页
In Europe, computation of displacement demand for seismic assessment of existing buildings is essentially based on a simplified formulation of the N2 method as prescribed by Eurocode 8(EC8). However, a lack of accurac... In Europe, computation of displacement demand for seismic assessment of existing buildings is essentially based on a simplified formulation of the N2 method as prescribed by Eurocode 8(EC8). However, a lack of accuracy of the N2 method in certain conditions has been pointed out by several studies. This paper addresses the assessment of effectiveness of the N2 method in seismic displacement demand determination in non-linear domain. The objective of this work is to investigate the accuracy of the N2 method through comparison with displacement demands computed using non-linear timehistory analysis(NLTHA). Results show that the original N2 method may lead to overestimation or underestimation of displacement demand predictions. This may affect results of mechanical model-based assessment of seismic vulnerability at an urban scale. Hence, the second part of this paper addresses an improvement of the N2 method formula by empirical evaluation of NLTHA results based on EC8 ground-classes. This task is formulated as a mathematical programming problem in which coefficients are obtained by minimizing the overall discrepancy between NLTHA and modified formula results. Various settings of the mathematical programming problem have been solved using a global optimization metaheuristic. An extensive comparison between the original N2 method formulation and optimized formulae highlights benefits of the strategy. 展开更多
关键词 N2 METHOD SEISMIC vulnerability assessment NON-linear time-history analysis spectrum compatible recordings DISPLACEMENT demand determination OPTIMIZATION strength reduction factor
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Suppression of Mono-Frequency Interference on Seismic Record by Chirp-Z Transform Spectrum Analysis
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作者 Luo Guo-an Gao Shao-wu +1 位作者 Wei Geng-yu Wang Shang-xu 《石油地球物理勘探》 EI CSCD 北大核心 2009年第A02期37-44,共8页
关键词 线性调频Z变换 频谱分析技术 单频干扰 地震记录 CHIRP 扫描频率 拟合方法 地震数据处理
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Non-Frobenius Spectrum-Transformation Method
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作者 Albert Iskhakov Vladimir Pospelov Sergey Skovpen 《Applied Mathematics》 2012年第10期1471-1479,共9页
A method allowing a desirable matrix spectrum to be constructed as an alternative to the method using matrix transformation to the Frobenius form is stated. It can be applied to implement control algorithms for techni... A method allowing a desirable matrix spectrum to be constructed as an alternative to the method using matrix transformation to the Frobenius form is stated. It can be applied to implement control algorithms for technical systems without executing the variables transformation procedures that are needed for deriving a Frobenius matrix. The method can be used for simulation of systems with different spectrums for choosing an alternative that satisfies to the distinct demands. 展开更多
关键词 MATRIX spectrum Modal Control spectrum TRANSFORMATION FROBENIUS MATRIX linear Spectral TRANSFORMATION Non-Frobenius TRANSFORMATION
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SPECTRUM DISTRIBUTION OF THE SEDOND ORDER GENERALIZED DISTRIBUTED PARAMETER SYSTEMS 被引量:2
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作者 葛照强 朱广田 马勇镐 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第10期1224-1232,共9页
Spectrum distribution of the second order generalized distributed parameter system was discussed via the functional analysis and operator theory in Hilbert space. The solutions of the problem and the constructive expr... Spectrum distribution of the second order generalized distributed parameter system was discussed via the functional analysis and operator theory in Hilbert space. The solutions of the problem and the constructive expression of the solutions are given by the generalized inverse one of bounded linear operator. This is theoretically important for studying the stabilization and asymptotic stability of the second order generalized distributed parameter system. 展开更多
关键词 second order generalized distributed parameter system spectrum distribution Hilbert space generalized inverse one of bounded linear operatiors
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基于统计线性化及改进频带法的海上浮式风机塔底疲劳分析
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作者 李书进 叶樊怡 《海洋工程》 北大核心 2025年第3期58-69,共12页
针对海上浮式风机疲劳分析中存在的计算成本过高和结果误差大等问题,提出了一种基于统计线性化和改进频带法的计算方法对风机塔底疲劳性能进行分析。在该方法中通过引入统计线性化算法对浮式风机非线性耦合动力模型进行处理,以提高热点... 针对海上浮式风机疲劳分析中存在的计算成本过高和结果误差大等问题,提出了一种基于统计线性化和改进频带法的计算方法对风机塔底疲劳性能进行分析。在该方法中通过引入统计线性化算法对浮式风机非线性耦合动力模型进行处理,以提高热点应力的计算效率。对传统频带法加以改进,对其中应力幅度的概率密度函数进行修正,使其精准反映浮式风机应力响应谱的多峰特性,提高疲劳分析准确度。以Spar型海上浮式风机为例,用所提方法对其在波浪耦合作用下的塔底疲劳性能进行分析,同时对方法的准确性和可行性进行验证。结果表明,采用所提方法可使浮式风机热点应力的计算效率提升4~5个数量级,且疲劳损伤的计算精度较传统频带法有大幅度的改良,特别是对谱宽系数较大的海况,是一种能对浮式风机的疲劳性能进行精准分析且高效的方法,可用于海上浮式风机疲劳问题的快速评估。 展开更多
关键词 浮式风机 疲劳性能 多峰响应谱 频带法 统计线性化
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地铁车辆车体纵向载荷及疲劳损伤特征研究 被引量:1
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作者 林奔 朱涛 +3 位作者 申天亮 左亮 王超 肖守讷 《铁道车辆》 2025年第1期87-96,共10页
为研究正线运行中地铁列车的纵向载荷谱,对某运行地铁车辆的牵引拉杆、连挂车钩进行了准静态标定;开展了载客环境下的纵向载荷正线测试,得到了包含启动、制动、直线和曲线工况下的载荷-时间历程曲线;应用波动中心法得到了各工况载荷谱;... 为研究正线运行中地铁列车的纵向载荷谱,对某运行地铁车辆的牵引拉杆、连挂车钩进行了准静态标定;开展了载客环境下的纵向载荷正线测试,得到了包含启动、制动、直线和曲线工况下的载荷-时间历程曲线;应用波动中心法得到了各工况载荷谱;基于有限元模型,结合实测载荷谱和线性累积损伤理论,分析了不同工况及不同载客量对车体关键焊缝疲劳损伤的影响以及站间损伤占比。研究结果表明,车体纵向载荷间的线性相关性均在0.8以上;启动、制动时,纵向载荷满足一定的比例关系,高峰期纵向载荷有1~3 kN的增量;该阶段的大幅值载荷下产生的损伤占站间总损伤的90%以上,再生制动使得制动阶段的损伤占比相比启动阶段有8%的降幅。 展开更多
关键词 地铁车辆 线性相关性 纵向载荷谱 有限元分析 疲劳损伤特征
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Frequency Hopping Spread Spectrum Security Improvement with Encrypted Spreading Codes in a Partial Band Noise Jamming Environment 被引量:1
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作者 Amirhossein Ebrahimzadeh Abolfazl Falahati 《Journal of Information Security》 2013年第1期1-6,共6页
Frequency Hopping Spread Spectrum (FHSS) system is often deployed to protect wireless communication from jamming or to preclude undesired reception of the signal. Such themes can only be achieved if the jammer or unde... Frequency Hopping Spread Spectrum (FHSS) system is often deployed to protect wireless communication from jamming or to preclude undesired reception of the signal. Such themes can only be achieved if the jammer or undesired receiver does not have the knowledge of the spreading code. For this reason, unencrypted M-sequences are a deficient choice for the spreading code when a high level of security is required. The primary objective of this paper is to analyze vulnerability of linear feedback shift register (LFSRs) codes. Then, a new method based on encryption algorithm applied over spreading codes, named hidden frequency hopping is proposed to improve the security of FHSS. The proposed encryption security algorithm is highly reliable, and can be applied to all existing data communication systems based on spread spectrum techniques. Since the multi-user detection is an inherent characteristic for FHSS, the multi-user interference must be studied carefully. Hence, a new method called optimum pair “key-input” selection is proposed which reduces interference below the desired constant threshold. 展开更多
关键词 FREQUENCY HOPPING SPREAD spectrum KEY Distribution Centre KEY Encryption KEY linear Feedback Shift REGISTER FREQUENCY HOPPING Code Division Multiple Access Direct Sequence SPREAD spectrum
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基于近红外光谱的废旧塑料材质识别研究 被引量:2
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作者 彭斌彬 张潮 +1 位作者 郭亚坤 吴英琦 《激光杂志》 北大核心 2025年第2期210-217,共8页
针对废旧塑料回收处理量大且种类繁多,难以快速无损分类识别的难题,提出基于近红外光谱技术的塑料材质识别方法。使用红外光谱仪采集了聚对苯二甲酸乙二醇酯(PET)、聚乙烯(PE)、尼龙(PA)、聚碳酸酯(PC)、聚丙烯(PP)、聚苯乙烯(PS)、丙烯... 针对废旧塑料回收处理量大且种类繁多,难以快速无损分类识别的难题,提出基于近红外光谱技术的塑料材质识别方法。使用红外光谱仪采集了聚对苯二甲酸乙二醇酯(PET)、聚乙烯(PE)、尼龙(PA)、聚碳酸酯(PC)、聚丙烯(PP)、聚苯乙烯(PS)、丙烯腈-丁二烯-苯乙烯(ABS)、聚甲醛(POM)八种塑料的近红外光谱数据,采用Savitzky-Golay卷积平滑和标准正态变量变换进行数据预处理,分别运用无监督学习的主成分分析与有监督学习的线性判别分析进行光谱数据降维,将光谱数据维度从334维降至10维和7维,最后结合马氏距离判别建立塑料材质识别模型。实验结果表明:结合S-G平滑和SNV的预处理有效提高了识别准确率;对预处理数据的验证集进行降维后,两种降维方法的识别准确率分别达到了95.24%和100%。这两种方法可为多种废旧塑料材质识别研究提供参考。 展开更多
关键词 近红外光谱 塑料材质识别 数据预处理 主成分分析 线性判别分析 马氏距离
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