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Application of Multi-Step Differential Transform Method on Flow of a Second-Grade Fluid over a Stretching or Shrinking Sheet 被引量:6
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作者 M.M Rashidi Ali J. Chamkha M Keimanesh 《American Journal of Computational Mathematics》 2011年第2期119-128,共10页
In this study, a reliable algorithm to develop approximate solutions for the problem of fluid flow over a stretching or shrinking sheet is proposed. It is depicted that the differential transform method (DTM) solution... In this study, a reliable algorithm to develop approximate solutions for the problem of fluid flow over a stretching or shrinking sheet is proposed. It is depicted that the differential transform method (DTM) solutions are only valid for small values of the independent variable. The DTM solutions diverge for some differential equations that extremely have nonlinear behaviors or have boundary-conditions at infinity. For this reason the governing boundary-layer equations are solved by the Multi-step Differential Transform Method (MDTM). The main advantage of this method is that it can be applied directly to nonlinear differential equations without requiring linearization, discretization, or perturbation. It is a semi analytical-numerical technique that formulizes Taylor series in a very different manner. By applying the MDTM the interval of convergence for the series solution is increased. The MDTM is treated as an algorithm in a sequence of intervals for finding accurate approximate solutions for systems of differential equations. It is predicted that the MDTM can be applied to a wide range of engineering applications. 展开更多
关键词 Non-Newtonian Fluid STRETCHING Surface SHRINKING SHEET MULTI-step DIFFERENTIAL transform Method (MDTM)
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Analysis and application of wavelet transform in target imaging and detection of stepped frequency MMW radar 被引量:1
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作者 ZhaoBin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期11-20,共10页
The imaging and target detection methods for stepped frequency signal based on the wavelet transform and its power spectrum are investigated. Not only an imaging and target detection algorithm for stepped frequency si... The imaging and target detection methods for stepped frequency signal based on the wavelet transform and its power spectrum are investigated. Not only an imaging and target detection algorithm for stepped frequency signal based on the wavelet transform, but also its respective power spectrum are proposed. The multisampling property of stepped frequency signal is studied and wavelet transform is well suited for analyzing the signal. After multisampling property of stepped frequency signal being studied, it is shown that the wavelet transform is appropriate to analyze the signal. Based on the theory, the wavelet power spectrum analysis is applied to obtain the target range profile and the binary wavelet transform is used to perform target detection. To determine a suitable wavelet scaling for imaging of range profile's MMW radar, the distance resolution ΔR technique is proposed. The effectiveness of this new method is evaluated using simulated noisy radar signal. Results show that the proposed method can bring out the exactness and low computational complexity of this method. 展开更多
关键词 MMW radar wavelets transform stepped frequency range profile.
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基于损失函数改进和补丁时序Transformer网络的风功率超短期多步预测 被引量:1
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作者 晏吴宇歆 张海波 +2 位作者 刘童蕙 黄松涛 尚国政 《太阳能学报》 北大核心 2025年第6期510-521,共12页
为提高风电功率超短期多步预测的精度,提出一种基于损失函数改进和补丁(Patch)时序Transformer网络的风功率超短期多步预测模型。首先,通过风功率数据的图像异常检测与清洗算法进行数据预处理,提升数据质量;其次,为增强Transformer模型... 为提高风电功率超短期多步预测的精度,提出一种基于损失函数改进和补丁(Patch)时序Transformer网络的风功率超短期多步预测模型。首先,通过风功率数据的图像异常检测与清洗算法进行数据预处理,提升数据质量;其次,为增强Transformer模型的鲁棒性并加强局部序列依赖的捕捉能力,在原始Transformer结构中引入补丁模块和通道独立策略。最后,为进一步过滤噪声并提高序列预测中的形状变化感知能力,设计一种新颖的多元非线性损失函数。实验结果表明,所提出的模型在多项误差指标上显著优于对比模型,有效提升了超短期风电功率的多步预测精度。 展开更多
关键词 风预测 数据处理 transformER 损失函数 多步预测
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Actuation Mechanism of Two-step Reverse Transformation Behavior in TiNi Alloys Deformed at Parent Phase
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作者 怀利敏 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2004年第B10期83-85,共3页
The actuation mechanism of TiNi shape memory alloy wires, which were deformed at parent phase followed by a cooling process under constant strain constraint, was investigated. The experimental results show that the tw... The actuation mechanism of TiNi shape memory alloy wires, which were deformed at parent phase followed by a cooling process under constant strain constraint, was investigated. The experimental results show that the two-step reverse martensitic transformation behavior occurs during the heating process, and the temperature range of reverse transformation was obviously widened with the increasing of prestrain. The recovery strain vs temperature curves exhibits an actuation characteristic of linear output recovery strain in a wide temperature range. 展开更多
关键词 TiNi shape memory alloy actuation mechanism two-step reverse martensitic transformation
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Strategies for multi-step-ahead available parking spaces forecasting based on wavelet transform 被引量:6
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作者 JI Yan-jie GAO Liang-peng +1 位作者 CHEN Xiao-shi GUO Wei-hong 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1503-1512,共10页
A new methodology for multi-step-ahead forecasting was proposed herein which combined the wavelet transform(WT), artificial neural network(ANN) and forecasting strategies based on the changing characteristics of avail... A new methodology for multi-step-ahead forecasting was proposed herein which combined the wavelet transform(WT), artificial neural network(ANN) and forecasting strategies based on the changing characteristics of available parking spaces(APS). First, several APS time series were decomposed and reconstituted by the wavelet transform. Then, using an artificial neural network, the following five strategies for multi-step-ahead time series forecasting were used to forecast the reconstructed time series: recursive strategy, direct strategy, multi-input multi-output(MIMO) strategy, DIRMO strategy(a combination of the direct and MIMO strategies), and newly proposed recursive multi-input multi-output(RECMO) strategy which is a combination of the recursive and MIMO strategies. Finally, integrating the predicted results with the reconstructed time series produced the final forecasted available parking spaces. Three findings appear to be consistently supported by the experimental results. First, applying the wavelet transform to multi-step ahead available parking spaces forecasting can effectively improve the forecasting accuracy. Second, the forecasting resulted from the DIRMO and RECMO strategies is more accurate than that of the other strategies. Finally, the RECMO strategy requires less model training time than the DIRMO strategy and consumes the least amount of training time among five forecasting strategies. 展开更多
关键词 available PARKING SPACES MULTI-step AHEAD time series forecasting wavelet transform forecasting STRATEGIES recursive multi-input MULTI-OUTPUT strategy
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基于YOLOv11-Seg与Transformer模型的刀具磨损多步向前实时预测方法
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作者 肖御风 张超勇 +2 位作者 赛希亚拉图 孟一帆 朱传军 《中国机械工程》 北大核心 2025年第12期2944-2951,共8页
针对传统刀具磨损预测精度低、泛化能力差、难以实现磨损状态实时预测的问题,提出一种融合YOLOv11-Seg模型与Transformer模型的刀具磨损多步向前实时预测方法。搭建数控机床刀具磨损在机监测实验平台,采用PMC编程实现刀具自动切削和磨... 针对传统刀具磨损预测精度低、泛化能力差、难以实现磨损状态实时预测的问题,提出一种融合YOLOv11-Seg模型与Transformer模型的刀具磨损多步向前实时预测方法。搭建数控机床刀具磨损在机监测实验平台,采用PMC编程实现刀具自动切削和磨损区域自动拍照。采用改进YOLOv11-Seg模型进行刀具磨损量检测,引入CoordAtt坐标注意力机制和Shape-IoU损失函数以提高磨损区域分割的精度。基于刀具磨损时序数据和实时磨损量数据构建改进Transformer多步向前刀具磨损预测(AFTWP)模型,并在改进Transformer模型中引入残差校正机制,提高了MFTWP模型预测的精度和稳定性。采用公开数据集和实验数据集测试改进模型,将结果与传统预测模型进行比较,验证了提出的多步向前实时预测模型的精确性和泛化能力。 展开更多
关键词 刀具磨损监测 多步向前刀具磨损预测 YOLOv11-Seg模型 transformer模型
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基于Transformer的电力现货市场多步时序价格预测方法
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作者 张颖 韩硕辰 +1 位作者 周辛南 李辰曦 《计算机时代》 2025年第7期26-31,37,共7页
精确预测电力现货市场价格对于指导发电和用电资源有效应对市场波动具有重要意义。随着人工智能和机器学习的迅速发展,当前电力价格预测研究已经能够达到高效且精确的水平。Long Short-Term Memory(LSTM)及其衍生模型作为该领域的代表... 精确预测电力现货市场价格对于指导发电和用电资源有效应对市场波动具有重要意义。随着人工智能和机器学习的迅速发展,当前电力价格预测研究已经能够达到高效且精确的水平。Long Short-Term Memory(LSTM)及其衍生模型作为该领域的代表性方法,已经取得了一定的成果,但其预测准确度仍有提升空间。因此,本文提出了一种基于Transformer架构的新型出清价格预测模型,该模型首先利用皮尔逊相关系数筛选出影响因素,然后利用Transformer进行高效的输入编码,并通过模型改进更好地捕捉长序列特征。通过对蒙西电力现货市场的历史数据进行分析,将多步时序实时市场出清价格的预测值与现有的LSTM和BiLSTM模型的预测结果进行比较,结果表明该方法在预测精准度和普适性方面具有优势。 展开更多
关键词 皮尔逊相关系数 transformER 电力现货市场 多步时序 实时市场 出清价格预测
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Scale transform algorithm used in FMCW SAR data processing 被引量:1
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作者 Jiang Zhihong Kan Huangfu Wan Jianwei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期745-750,共6页
The frequency-modulated continuous-wave (FMCW) synthetic aperture radar (SAR) is a light-weight, cost-effective, high-resolution imaging radar, which is suitable for a small flight platform. The signal model is de... The frequency-modulated continuous-wave (FMCW) synthetic aperture radar (SAR) is a light-weight, cost-effective, high-resolution imaging radar, which is suitable for a small flight platform. The signal model is derived for FMCW SAR used in unmanned aerial vehicles (UAV) reconnaissance and remote sensing. An appropriate algorithm is proposed. The algorithm performs the range cell migration correction (RCMC) for continuous nonchirped raw data using the energy invariance of the scaling of a signal in the scale domain. The azimuth processing is based on step transform without geometric resampling operation. The complete derivation of the algorithm is presented. The algorithm performance is shown by simulation results. 展开更多
关键词 FMCW SAR radar imaging scale transform step transform
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STEP模型向关系模型的转换
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作者 严开涛 何钺 《计算机科学》 CSCD 北大核心 1997年第5期61-63,共3页
STEP是150组织颁布的产品数据交换国际标准,其信息模型由EXPRESS语言建立。XPRESS建立的数据模型不是单纯的实体/关系(E/R)模型,也不是完全的面向对象(00)模型,尽它不能描述产品动态行为。
关键词 step模型 关系模型 数据库
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储能系统并网点过电压及绝缘特性分析
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作者 郑毅 吴继平 +2 位作者 张科乾 黄小成 葛彬欣 《电气技术》 2026年第1期42-48,共7页
储能系统的调节作用受多方面因素的影响,除系统约束条件、选址定容等因素外,储能系统自身的可靠性也很关键。为保证储能系统在参与电压调节过程中能够可靠运行并提供有效的功率支撑,针对储能系统连接变压器出现的绝缘损坏问题,本文分析... 储能系统的调节作用受多方面因素的影响,除系统约束条件、选址定容等因素外,储能系统自身的可靠性也很关键。为保证储能系统在参与电压调节过程中能够可靠运行并提供有效的功率支撑,针对储能系统连接变压器出现的绝缘损坏问题,本文分析储能系统并网点的电压波动特性,并基于改进的IEEE 14节点系统开展详细计算。根据储能系统并网点因光伏出力变化、电池充放电、系统故障、操作冲击引起的实际过电压情况,提出储能系统连接变压器绝缘配置方法。储能系统连接变压器绝缘性能不能仅按照额定状态确定,应根据并网点实际过电压情况进行选择,以确保变压器能够适应所有运行工况。 展开更多
关键词 储能系统(ESS) 并网点 连接变压器 过电压 绝缘特性
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基于XSLT的通用STEP-NC后置处理器开发 被引量:2
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作者 肖文磊 郇极 《计算机集成制造系统》 EI CSCD 北大核心 2012年第10期2196-2203,共8页
为了使STEP-NC兼容传统的数控系统,需要在传统数控系统上构建专用的STEP-NC后置处理器。为此,建立了一个通用的后置处理器,以降低构建专用STEP后置处理器的开发工作量和开发难度。采用可扩展标记语言模式下的STEP-NC代码作为输入和基于... 为了使STEP-NC兼容传统的数控系统,需要在传统数控系统上构建专用的STEP-NC后置处理器。为此,建立了一个通用的后置处理器,以降低构建专用STEP后置处理器的开发工作量和开发难度。采用可扩展标记语言模式下的STEP-NC代码作为输入和基于可扩展样式表语言转换的转换机制,实现面向不同数控加工设备统一化的后置处理过程。根据可扩展样式表语言转换原理和要求,分别开发了EXPRESS-X和P21-P28的文件格式转换器。构建了以P28格式作为输入和以XSLT样式表语言定义机床设备接口格式的通用后置处理器。以一台切削加工机器人和一台三轴数控铣床为应用实例,分别以机器人语言和G代码作为后置处理结果,对后置处理器的功能性和可行性进行了验证。 展开更多
关键词 step-NC 数控系统 可扩展标记语言 可扩展样式表语言转换 后置处理
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基于新代数等价变换求解Fisher市场均衡问题的全牛顿步内点算法
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作者 迟晓妮 张璐 +1 位作者 刘三阳 张所滨 《工程数学学报》 北大核心 2026年第1期1-14,共14页
权互补问题是互补问题的一类重要推广,当权向量为零向量时,该问题就化为互补问题。非零权向量的存在使得权互补问题的理论和算法更为复杂。权互补问题的应用广泛,科学、经济等领域中的一大类均衡问题都可以转化为权互补问题进行求解,比... 权互补问题是互补问题的一类重要推广,当权向量为零向量时,该问题就化为互补问题。非零权向量的存在使得权互补问题的理论和算法更为复杂。权互补问题的应用广泛,科学、经济等领域中的一大类均衡问题都可以转化为权互补问题进行求解,比如Fisher市场均衡问题可化为一种斜对称的权互补问题。提出了一种求解Fisher市场均衡问题的线性权互补模型的新全牛顿步内点算法。基于中心方程的新代数等价变换形式,运用核函数φ(t)=t2计算搜索方向。该核函数首次被用于求解线性权互补问题。算法每次迭代仅使用一个全牛顿步,无需进行线搜索,节省运行内存。证明算法的收敛性及多项式复杂度,最后通过数值算例验证了算法的有效性。 展开更多
关键词 线性权互补问题 Fisher市场均衡 全牛顿步 内点算法 核函数 代数等价变换
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High-temperature chlorination of gold with transformation of iron phase 被引量:2
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作者 Zheng-Yao Li Wei-Wei Wang +1 位作者 Kun Yue Ming-Xing Chen 《Rare Metals》 SCIE EI CAS CSCD 2016年第11期881-886,共6页
Gold in cyanide tailings from Shandong Province is mainly encapsulated by hematite and magnetite at distribution rates of 76.49 % and 10.88 %, respectively.Chlorination-reduction one-step roasting of cyanide tailings ... Gold in cyanide tailings from Shandong Province is mainly encapsulated by hematite and magnetite at distribution rates of 76.49 % and 10.88 %, respectively.Chlorination-reduction one-step roasting of cyanide tailings was conducted under the following conditions: calcium chloride dosage of 6 %, bituminous coal dosage of 30 %, calcium oxide dosage of 10 %(all dosages are vs.the mass of cyanide tailings) at 1000 ℃ of roasting temperature. X-ray diffraction(XRD), scanning electron microscopy(SEM), and chemical-phase analysis were performed to investigate the effects of iron phase transformation on the high-temperature chlorination of gold.Results indicate that the lattice structure of hematite undergoes expansion, pulverization, and reorganization when hematite is reduced to magnetite, which leads to42.03 % gold exposure, and the high-temperature chlorination rate of gold is 41.17 % at the same time. The structure of wustite formed by the reduction in magnetite is porous and loose, and thus 44.02 % of gold is exposed. The high-temperature chlorination rate of gold is increased by41.98 percentage points. When wustite is reduced to metallic iron, 4.42 % of gold is exposed, and the hightemperature chlorination rate of gold is increased by3.38 percentage points. Accordingly, the high-temperature chlorination of gold mainly occurs in two stages, in which Fe_2O_3 is reduced to Fe_3O_4, and Fe_3O_4 is reduced to Fe_xO finally. 展开更多
关键词 Cyanide tailings Chlorination-reduction one-step roasting transformation of iron phase GOLD
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基于Transformer Transients软件的1000kV特高压升压变压器纵绝缘及波过程分析 被引量:3
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作者 臧英 王明胜 +1 位作者 胥建文 冯争人 《变压器》 北大核心 2016年第7期47-51,共5页
本文中作者详细介绍了1 000k V特高压升压变压器纵绝缘结构及波过程分析,解决了绕组纵绝缘结构关键技术问题。
关键词 特高压升压变压器 纵绝缘 波过程
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基于Transformer的局部时间步长二维水动力方法研究 被引量:1
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作者 滕述臣 向小华 +2 位作者 曹红伟 林显 吴晓玲 《中国农村水利水电》 北大核心 2024年第12期74-79,89,共7页
提出了一种基于Transformer的局部时间步长二维水动力模拟方法,旨在优化洪涝模拟的速度与精度,满足迫切的防洪减灾需求。该方法通过引入Transformer模型的自注意力机制与序列预测功能,结合局部时间步长技术动态调整水动力系统中局部区... 提出了一种基于Transformer的局部时间步长二维水动力模拟方法,旨在优化洪涝模拟的速度与精度,满足迫切的防洪减灾需求。该方法通过引入Transformer模型的自注意力机制与序列预测功能,结合局部时间步长技术动态调整水动力系统中局部区域的时间步长。以蒙洼蓄洪区的实际洪水过程为实例,模拟结果表明:在与遥感淹没影像及传统数值方法模拟结果的对比中,该方法在淹没范围与淹没深度的预测方面展现出较高的一致性和可靠性,相对误差保持在4%之内;与传统的全局时间步长方法相比,该方法能在保证模拟稳定性和精度的前提下,显著减少计算时间,在150 m网格分辨率下计算效率提升70.27%。 展开更多
关键词 transformER 时间序列编码 局部时间步长 水动力模拟
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Transient characteristics verification method for DC transformer used in flexible HVDC system 被引量:2
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作者 Qi Nie Haoliang Hu +3 位作者 Dengyun Li Boyang Liu He Li Qianzhu Xiong 《Global Energy Interconnection》 2019年第2期180-187,共8页
Previous studies have proposed higher requirements for the transient characteristics of a DC transformer used in a flexible high-voltage direct current(HVDC) system to achieve faster sampling speed and meet wider band... Previous studies have proposed higher requirements for the transient characteristics of a DC transformer used in a flexible high-voltage direct current(HVDC) system to achieve faster sampling speed and meet wider bandwidth requirements of the control and protection signal, and to eventually suppress the large transient fault current. In this study, a transient characteristics verification method is proposed for transient characteristics verification of a DC transformer used in a flexible HVDC system based on resampling technology and LabVIEW measurement technology after analyzing the key technology for transient characteristics verification of a DC transformer. A laboratory experiment for the transient characteristics of a full-fiber electronic DC transformer is conducted, and experimental results show that such verification method can be employed for frequency response and step response verification of a DC transformer at 10% of the rated voltage and current, and can eventually improve the screening of a DC transformer. 展开更多
关键词 DC transformER step response TRANSIENT CHARACTERISTIC RESAMPLING technology Verification method
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The Mechanism of the Formation and Transformation of Ettringite 被引量:2
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作者 彭家惠 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2006年第3期158-161,共4页
The formation and transformation of ettringite were studied by measuring the ion concentration in liquid phase and analyzing the composition in solid phase. The effects of C3A, gypsum lime and C-S-H gel on ettringite... The formation and transformation of ettringite were studied by measuring the ion concentration in liquid phase and analyzing the composition in solid phase. The effects of C3A, gypsum lime and C-S-H gel on ettringite formation and transformation were also investigated. The experimental results shuw, that, when gypsum was presented in solid phase, the composition of liquid phase was in favor of ettringite formation. Ettringite formation consisted of three reactions including the formation of [ Al (OH)6 ]^3- octahedral, formation of Ca-Al polyhedra prism in which Ca and Al polyhedra arranged alternately, as well as entrance of SO4^2- into the channel of polyhedra. [ Al (OH)6 ]^3- formation, which was the slowest reaction, controlled ettringite formation. The concentration of AlO2^- was a main factor that influenced ettringite formation. After gypsum in solid phase was consumed, [ SO4^2- ] decreased quickly and [ AlO2^- ] increased, and it was possible that ettringite transformed into hydrated monsulfate calcium aluminate ( be called M in short) in thermodymanics. The rate of transformation was controlled by diffusion of AlO2^- . 展开更多
关键词 ETTRINGITE hydrated monsulfate calcium aluminate stability transform control step
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Velocity estimation of moving targets with stepped-frequency radar based on Doppler frequency difference 被引量:1
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作者 王昊飞 任丽香 《Journal of Beijing Institute of Technology》 EI CAS 2014年第1期78-82,共5页
By analyzing the signal model of stepped-frequency waveform, a novel method for velocity measurement is proposed. The method is based on Doppler frequency difference which is achieved by using Hough transform. As the ... By analyzing the signal model of stepped-frequency waveform, a novel method for velocity measurement is proposed. The method is based on Doppler frequency difference which is achieved by using Hough transform. As the estimated velocity is inversely proportional to the frequency step size instead of the carrier frequency of the transmitted signal as the pulse-Doppler (PD) processing, the new algorithm can achieve much wider unambiguous velocity range. Furthermore, non-coherent integration of the sub-pulses with different carrier frequencies can be implemented by Hough trans- form to improve the anti-noise performance. Besides, field experimental results show that the high range resolution profile (HRRP) of a bullet with high speed can be reconstructed correctly without distortion. 展开更多
关键词 stepPED-FREQUENCY Doppler frequency difference Hough transform velocity estimation
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Effect of two-step cooling process on mechanical properties of TRIP steel with high performance 被引量:1
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作者 M.L. Li H. Jiang +5 位作者 Y.L. He L.B. Chen G.T. Zhang H. Wang X.G. Lu L. Li 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2018年第4期426-432,共7页
A novel two-step cooling experiment was established to simulate the slow cooling process of continuous annealing production line for transformation-induced plasticity (TRIP) steel. The microstructures and mechanical... A novel two-step cooling experiment was established to simulate the slow cooling process of continuous annealing production line for transformation-induced plasticity (TRIP) steel. The microstructures and mechanical properties of TRIP steel soaked at 700℃ for different time were investigated by tensile test, scanning electron microscopy, X-ray diffraction, and thermodynamic and kinetic calculation. It is shown that the steel soaked for 15 s exhibits the optimal product of strength and elongation (PSE 〉 30,000 MPa%) due to the transformation of austenite to proeutectoid ferrite, which delays the bainite transformation and improves the stability of retained austenite. In addition, the mechanical properties of TRIP steel soaked over 30 s are much lower, resulting from the precipitation of cementite, which decreases the stability of retained austenite and weakens the TRIP effect. 展开更多
关键词 transformATION induced plasticity steel Two-step cooling Microstructure Mechanical property
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基于DWT-CNN-Informer模型的液压支架压力多步长预测 被引量:3
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作者 张传伟 张刚强 +1 位作者 路正雄 李林岳 《中国安全生产科学技术》 北大核心 2025年第4期57-63,共7页
为了实现液压支架压力多步长精准预测,提出1种基于DWT-CNN-Informer模型的压力多步长预测方法,该方法利用离散小波变换(discrete wavelet transform, DWT)将预处理后的压力时序数据分解为趋势项和周期项频率分量;各频率分量输入卷积神... 为了实现液压支架压力多步长精准预测,提出1种基于DWT-CNN-Informer模型的压力多步长预测方法,该方法利用离散小波变换(discrete wavelet transform, DWT)将预处理后的压力时序数据分解为趋势项和周期项频率分量;各频率分量输入卷积神经网络(CNN)模型提取频率特征;提取的频率特征输入Informer编码器,经位置编码和多头概率稀疏自注意力机制捕捉时序变化特征,并结合自注意力蒸馏减少特征冗余;将Informer解码器改为全连接层,直接输出各分量多步长预测结果;重构叠加各分量多步长预测结果得到液压支架压力多步长预测结果。研究结果表明:在预测步长分别为6,12,24时,DWT-CNN-Informer模型相比LSTM、Informer、CNN-Informer模型在平均绝对误差(MAE)、均方根误差(RMSE)、对称平均绝对百分比误差(SMAPE)指标上均表现出更高预测精度。研究结果为液压支架压力精准预测提供有效方法。 展开更多
关键词 液压支架压力 多步长预测 离散小波变换 CNN模型 Informer模型
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