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Suppression to the cross-channel interference based on the short time Fourier transform
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作者 何密 Nian Yongjian +1 位作者 Li Yongzhen Xiao Shunping 《High Technology Letters》 EI CAS 2013年第3期309-314,共6页
A new cross-channel interference suppression method is proposed to decrease the cross-channel interference in beat signals based on the short time Fourier transform (STY3") and the inverse short time Fourier transf... A new cross-channel interference suppression method is proposed to decrease the cross-channel interference in beat signals based on the short time Fourier transform (STY3") and the inverse short time Fourier transform (ISTFT) when the dual-orthogonal polarimetric frequency-modulated continu- ous wave (FMCW) radar adopts the opposite-slope linear frequency modulation signal pair in the simultaneous measurement mode. The STFT is applied only on the signals in the cross-interference intervals in the four polarimetric channels to decrease the computation complexity. A mask matrix for suppressing the interference is constructed using the constant false alarm ratio (CFAR) detection on the spectrograms by the STFY. The simulative results show that the cross-channel interference is effi- ciently suppressed by the proposed method. The comparison between the proposed method and the rejection method verifies the improved performance of the proposed method. 展开更多
关键词 simultaneous measurement cross-channel interference suppression the short timeFourier transform (STFT) the inverse short time Fourier transform (ISTFT)
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Anti-aliasing nonstationary signals detecion algorithm based on interpolation in the frequency domain using the short time Fourier transform 被引量:7
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作者 Bian Hailong Chen Guangju 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第3期419-426,共8页
To eliminate the aliasing that appeared during the measurement of multi-components nonstationary signals, a novel kind of anti-aliasing algorithm based on the short time Fourier transform (STFT) is brought forward. ... To eliminate the aliasing that appeared during the measurement of multi-components nonstationary signals, a novel kind of anti-aliasing algorithm based on the short time Fourier transform (STFT) is brought forward. First the physical essence of aliasing that occurs is analyzed; second the interpolation algorithm model is setup based on the Hamming window; then the fast implementation of the algorithm using the Newton iteration method is given. Using the numerical simulation the feasibility of algorithm is validated. Finally, the electrical circuit experiment shows the practicality of the algorithm in the electrical engineering. 展开更多
关键词 nonstationary signal INTERPOLATION ANTI-ALIASING short time Fourier transform (STFT) iterative algorithm.
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Classification of Short Time Series in Early Parkinson’s Disease With Deep Learning of Fuzzy Recurrence Plots 被引量:10
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作者 Tuan D.Pham Karin Wardell +1 位作者 Anders Eklund Goran Salerud 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第6期1306-1317,共12页
There are many techniques using sensors and wearable devices for detecting and monitoring patients with Parkinson’s disease(PD).A recent development is the utilization of human interaction with computer keyboards for... There are many techniques using sensors and wearable devices for detecting and monitoring patients with Parkinson’s disease(PD).A recent development is the utilization of human interaction with computer keyboards for analyzing and identifying motor signs in the early stages of the disease.Current designs for classification of time series of computer-key hold durations recorded from healthy control and PD subjects require the time series of length to be considerably long.With an attempt to avoid discomfort to participants in performing long physical tasks for data recording,this paper introduces the use of fuzzy recurrence plots of very short time series as input data for the machine training and classification with long short-term memory(LSTM)neural networks.Being an original approach that is able to both significantly increase the feature dimensions and provides the property of deterministic dynamical systems of very short time series for information processing carried out by an LSTM layer architecture,fuzzy recurrence plots provide promising results and outperform the direct input of the time series for the classification of healthy control and early PD subjects. 展开更多
关键词 Deep learning early Parkinson’s disease(PD) fuzzy recurrence plots long short-term memory(LSTM) neural networks pattern classification short time series
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Ship motion extreme short time prediction of ship pitch based on diagonal recurrent neural network 被引量:3
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作者 SHEN Yan XIE Mei-ping 《Journal of Marine Science and Application》 2005年第2期56-60,共5页
A DRNN (diagonal recurrent neural network) and its RPE (recurrent prediction error) learning algorithm are proposed in this paper .Using of the simple structure of DRNN can reduce the capacity of calculation. The prin... A DRNN (diagonal recurrent neural network) and its RPE (recurrent prediction error) learning algorithm are proposed in this paper .Using of the simple structure of DRNN can reduce the capacity of calculation. The principle of RPE learning algorithm is to adjust weights along the direction of Gauss-Newton. Meanwhile, it is unnecessary to calculate the second local derivative and the inverse matrixes, whose unbiasedness is proved. With application to the extremely short time prediction of large ship pitch, satisfactory results are obtained. Prediction effect of this algorithm is compared with that of auto-regression and periodical diagram method, and comparison results show that the proposed algorithm is feasible. 展开更多
关键词 extreme short time prediction diagonal recursive neural network recurrent prediction error learning algorithm UNBIASEDNESS
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Binaural Speech Separation Algorithm Based on Long and Short Time Memory Networks 被引量:1
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作者 Lin Zhou Siyuan Lu +3 位作者 Qiuyue Zhong Ying Chen Yibin Tang Yan Zhou 《Computers, Materials & Continua》 SCIE EI 2020年第6期1373-1386,共14页
Speaker separation in complex acoustic environment is one of challenging tasks in speech separation.In practice,speakers are very often unmoving or moving slowly in normal communication.In this case,the spatial featur... Speaker separation in complex acoustic environment is one of challenging tasks in speech separation.In practice,speakers are very often unmoving or moving slowly in normal communication.In this case,the spatial features among the consecutive speech frames become highly correlated such that it is helpful for speaker separation by providing additional spatial information.To fully exploit this information,we design a separation system on Recurrent Neural Network(RNN)with long short-term memory(LSTM)which effectively learns the temporal dynamics of spatial features.In detail,a LSTM-based speaker separation algorithm is proposed to extract the spatial features in each time-frequency(TF)unit and form the corresponding feature vector.Then,we treat speaker separation as a supervised learning problem,where a modified ideal ratio mask(IRM)is defined as the training function during LSTM learning.Simulations show that the proposed system achieves attractive separation performance in noisy and reverberant environments.Specifically,during the untrained acoustic test with limited priors,e.g.,unmatched signal to noise ratio(SNR)and reverberation,the proposed LSTM based algorithm can still outperforms the existing DNN based method in the measures of PESQ and STOI.It indicates our method is more robust in untrained conditions. 展开更多
关键词 Binaural speech separation long and short time memory networks feature vectors ideal ratio mask
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Effects of Short Time Variation in the River Discharge on the Salt Wedge Intrusion in the Yura Estuary, a Micro Tidal Estuary, Japan
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作者 Tatsuhiro Funahashi Akihide Kasai +1 位作者 Masahiro Ueno Yoh Yamashita 《Journal of Water Resource and Protection》 2013年第3期343-348,共6页
A numerical model was developed to investigate salinity distribution in the Yura Estuary, a micro tidal estuary in Japan. The model results show that the salinity distribution as represented by salt wedge intrusion ag... A numerical model was developed to investigate salinity distribution in the Yura Estuary, a micro tidal estuary in Japan. The model results show that the salinity distribution as represented by salt wedge intrusion agreed well with field observations. In addition to the seasonal variation, the salt wedge responds over short time scales according to the flood events. The retreat of the salt wedge is dependent on the scale of the river discharge;the salt wedge moved back and disappeared from the estuary when over250 m3·s-1 of fresh water was discharged from the estuary and it takes ~11 days for salt wedge to recover from the fresh water discharge event. The Yura Estuary has on average three floods during summer, this coincides with when phytoplankton is most productive in the river and indicates that the short temporal variations in the river discharge has important effects not only on the hydrodynamics, but also on the ecosystem in the estuary. 展开更多
关键词 MICRO Tidal ESTUARY River Discharge SALT WEDGE INTRUSION short time Variation
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Characteristic Analysis of Short Time Heavy Rain in Yulin, China
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作者 Yiqing Xiao Qiyuan Hu +1 位作者 Pingyun Li Jing Yao 《Journal of Geoscience and Environment Protection》 2023年第9期165-175,共11页
National Centers for Environment Prediction (NCEP) reanalysis data, automatic observation data, FY-2E satellite data and Doppler radar data are used to analyze a short-time local heavy rain in Yulin city, Shaanxi, Chi... National Centers for Environment Prediction (NCEP) reanalysis data, automatic observation data, FY-2E satellite data and Doppler radar data are used to analyze a short-time local heavy rain in Yulin city, Shaanxi, China on August 7, 2018. The result shows that the strong convective weather occurred in peripheral subtropical high over west pacific, being caused by short wave disturbance, and surface convergence lines with positive pressure variation are corresponding to areas of short-time heavy precipitation. The degree of temperature change in cold pool caused by thunderstorm may decide the intensity of a short-time rainfall, and local topography plays an important role in extreme precipitation. Local water vapour accumulation and water vapour flux convergence in the middle and lower layers support adequate moisture condition in the process. Moving direction and development direction of mesocale convective cloud are in a line to develop the train effect, leading to local short-time heavy rain in Yulin city, Shaanxi, China. 展开更多
关键词 short-time Rain Storm Precipitable Water Vapor Flux Divergence Train Effect
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Raman Scattering at Resonant or Near-Resonant Conditions: A Generalized Short-Time Approximation
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作者 Abdelsalam Mohammed 孙玉萍 +2 位作者 苗泉 Hans Agren Faris Gel'mukhanov 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2012年第1期31-47,I0003,共18页
We investigate the dynamics of resonant Raman scattering in the course of the frequency de- tuning. The dephasing in the time domain makes the scattering fast when the photon energy is tuned from the absorption resona... We investigate the dynamics of resonant Raman scattering in the course of the frequency de- tuning. The dephasing in the time domain makes the scattering fast when the photon energy is tuned from the absorption resonance. This makes frequency detuning to act as a camera shutter with a regulated scattering duration and provides a practical tool of controlling the scattering time in ordinary stationary measurements. The theory is applied to resonant Raman spectra of a couple of few-mode model systems and to trans-1,3,5-hexatriene and guanine-cytosine (G-C) Watson-Crick base pairs (DNA) molecules. Besides some particular physical effects, the regime of fast scattering leads to a simplification of the spectrum as well as to the scattering theory itself. Strong overtones appear in the Raman spectra when the photon frequency is tuned in the resonant region, while in the mode of fast scattering, the overtones are gradually quenched when the photon frequency is tuned more than one vibra- tional quantum below the first absorption resonance. The detuning from the resonant region thus leads to a strong purification of the Raman spectrum from the contamination by higher overtones and soft modes and purifies the spectrum also in terms of avoidance of dissociation and interfering fluorescence decay of the resonant state. This makes frequency detuning a very useful practical tool in the analysis of the resonant Raman spectra of complex systems and considerably improves the prospects for using the Raman effect for detection of foreign substances at ultra-low concentrations. 展开更多
关键词 Resonant Raman Scattering duration Hexatriene short time approximation
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Discussion on the paper “Analyzing short time series data from periodically fluctuating rodent populations by threshold models: A nearestblock bootstrap approach” 被引量:1
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作者 HALL Peter 《Science China Mathematics》 SCIE 2009年第6期1107-1108,共2页
This is a very attractive article. It combines fascinating new methodology with a most interesting dataset, and a highly motivating presentation. However, despite the many
关键词 time A nearestblock bootstrap approach Analyzing short time series data from periodically fluctuating rodent populations by threshold models Discussion on the paper data
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THE OPTICAL VARIABILITY ON A SHORT TIME SCALE OF 6 BL LAC OBJECTS
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作者 谢光中 李开华 +4 位作者 鲍梦贤 郝鹏九 邓立吾 周原 吴秀芳 《Chinese Science Bulletin》 SCIE EI CAS 1986年第16期1122-1128,共7页
Ⅰ. INTRODUCTION BL Lac objects were the prototype of a new class of astrophysically interested objects with these peculiar characteristies: (ⅰ) Absence of emission lines in the core source;(ⅱ) rapid variability at ... Ⅰ. INTRODUCTION BL Lac objects were the prototype of a new class of astrophysically interested objects with these peculiar characteristies: (ⅰ) Absence of emission lines in the core source;(ⅱ) rapid variability at radio, IR and visual wavelengths; (ⅲ) non-thermal 展开更多
关键词 UT LA time 110 BL THE OPTICAL VARIABILITY ON A short time SCALE OF 6 BL LAC OBJECTS
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Empirical orthogonal function analysis of short time series of sectional data in the tropical western Pacific
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作者 Liu Baiqiao (National Marine Data and information ffervice, State oceanic Administrator, Tianjin 300171, China) 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1996年第3期307-321,共15页
In this paper,some short time series of pnserved data pm sectopm 18°20′N in the tropical western Pacificwere reorganized to give mixed depth-time series,and processed by means of means of empirical orthogonal fo... In this paper,some short time series of pnserved data pm sectopm 18°20′N in the tropical western Pacificwere reorganized to give mixed depth-time series,and processed by means of means of empirical orthogonal fonction analysis. It is indicated that the original form of element distribution could be obtained by linear combination of several main canonical distribution functions, and the intrinsic structure of element distribution on a certain section and its variation propertiescould be reveled by canonical distribution function and profiles in corresponding periods. 展开更多
关键词 The tropical western Pacific short time series empirical orthogonal function
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Discussion on the paper “Analyzing short time series data from periodically fluctuating rodent populations by threshold models: A nearestblock bootstrap approach”
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作者 LI W.K.& LI GuoDong Department of statistics and Actuarial Science,University of Hong Kong,Pokfulam Road,Hong Kong,China 《Science China Mathematics》 SCIE 2009年第6期1109-1110,共2页
The authors are to be congratulated for an innovative paper in terms of both modelling methodology and subject matter significance. The analysis of short time series is known to be
关键词 time Discussion on the paper A nearestblock bootstrap approach Analyzing short time series data from periodically fluctuating rodent populations by threshold models GARCH data
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Observability Inequality for the Kirchhoff-Rayleigh Plate Like Equation in a Short Time
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作者 Dongli LI 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2010年第4期529-540,共12页
In this paper, for any given observation time and suitable moving observation domains, the author establishes a sharp observability inequality for the Kirchhoff-Rayleigh plate like equation with a suitable potential i... In this paper, for any given observation time and suitable moving observation domains, the author establishes a sharp observability inequality for the Kirchhoff-Rayleigh plate like equation with a suitable potential in any space dimension. The approach is based on a delicate energy estimate. Moreover, the observability constant is estimated by means of an explicit function of the norm of the coefficient involved in the equation. 展开更多
关键词 Kirchhoff-Rayleigh plate like equation Finite speed of propagation Observability inequality in a short time
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基于时序基础TimesNet模型的配网负荷短期预测
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作者 周通 康健 《电子设计工程》 2026年第8期105-109,共5页
针对配网负荷数据离散分布特征显著的问题,提出基于时序基础TimesNet模型的配网负荷短期预测方法。通过Rapid-MIC计算负荷之间的相互作用程度,并将其量化结果作为配网负荷母线邻接矩阵中的参数,从而得到配网负荷时序耦合关联的量化表征... 针对配网负荷数据离散分布特征显著的问题,提出基于时序基础TimesNet模型的配网负荷短期预测方法。通过Rapid-MIC计算负荷之间的相互作用程度,并将其量化结果作为配网负荷母线邻接矩阵中的参数,从而得到配网负荷时序耦合关联的量化表征。设计了针对配网负荷数据的时序基础TimesNet模型,该模型以时间块为基本单元,将输入的一维配网负荷时序耦合关联序列转换至二维空间,利用Inception函数提取时间特征,再将其反向嵌入至一维空间,实现负荷参数时序变化的聚合。实验结果表明,所提方法应用后负荷参数的误差基本控制在-40.0~60.0 MW范围内,有效反映了真实的负荷状况,证明了该方法在配网负荷短期预测中的可行性和准确性。 展开更多
关键词 时序基础timesNet模型 配网负荷 短期预测 时序耦合关联 二维张量
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Motor Fault Diagnosis Based on Short-time Fourier Transform and Convolutional Neural Network 被引量:47
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作者 Li-Hua Wang Xiao-Ping Zhao +2 位作者 Jia-Xin Wu Yang-Yang Xie Yong-Hong Zhang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第6期1357-1368,共12页
With the rapid development of mechanical equipment, the mechanical health monitoring field has entered the era of big data. However, the method of manual feature extraction has the disadvantages of low efficiency and ... With the rapid development of mechanical equipment, the mechanical health monitoring field has entered the era of big data. However, the method of manual feature extraction has the disadvantages of low efficiency and poor accuracy, when handling big data. In this study, the research object was the asynchronous motor in the drivetrain diagnostics simulator system. The vibration signals of different fault motors were collected. The raw signal was pretreated using short time Fourier transform (STFT) to obtain the corresponding time-frequency map. Then, the feature of the time-frequency map was adap- tively extracted by using a convolutional neural network (CNN). The effects of the pretreatment method, and the hyper parameters of network diagnostic accuracy, were investigated experimentally. The experimental results showed that the influence of the preprocessing method is small, and that the batch-size is the main factor affecting accuracy and training efficiency. By investigating feature visualization, it was shown that, in the case of big data, the extracted CNN features can represent complex mapping relationships between signal and health status, and can also overcome the prior knowledge and engineering experience requirement for feature extraction, which is used by tra- ditional diagnosis methods. This paper proposes a new method, based on STFT and CNN, which can complete motor fault diagnosis tasks more intelligently and accurately. 展开更多
关键词 Big data Deep learning short-time Fouriertransform Convolutional neural network MOTOR
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Microstructural evolution in Al–Zn–Mg–Cu–Sc–Zr alloys during short-time homogenization 被引量:8
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作者 Tao Liu Chun-nian He +3 位作者 Gen Li Xin Meng Chun-sheng Shi Nai-qin Zhao 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2015年第5期516-523,共8页
Abstract: Microstructural evolution in a new kind of aluminum (A1) alloy with the chemical composition of AI-8.82Zn-2.08Mg- 0.80Cu-3.31Sc-0.3Zr was investigated. It is found that the secondary phase MgZn2 is comple... Abstract: Microstructural evolution in a new kind of aluminum (A1) alloy with the chemical composition of AI-8.82Zn-2.08Mg- 0.80Cu-3.31Sc-0.3Zr was investigated. It is found that the secondary phase MgZn2 is completely dissolved into the matrix during a short homogenization treatment (470℃, 1 h), while the primary phase A13(Sc,Zr) remains stable. This is due to Sc and Zr additions into the A1 al- loy, high Zn/Mg mass ratio, and low Cu content. The experimental findings fit well with the results calculated by the homogenization diffusion kinetics equation. The alloy shows an excellent mechanical performance after the short homogenization process followed by hot-extrusion and T6 treatment. Consequently, a good combination of low energy consumotion and favorable mechanical properties is obtained. 展开更多
关键词 aluminum alloys microstructural evolution short-time homogcnization grain refinement
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High-resolution short time interval measurement system implemented in a single FPGA chip 被引量:5
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作者 WANG Hai ZHANG Min LIU Jie 《Chinese Science Bulletin》 SCIE EI CAS 2011年第12期1285-1290,共6页
This study proposes a high-resolution short time interval measurement system based on the Vernier delay line (VDL) method. It should be noted that the programmable delay elements (PDEs) in the Xilinx field programmabl... This study proposes a high-resolution short time interval measurement system based on the Vernier delay line (VDL) method. It should be noted that the programmable delay elements (PDEs) in the Xilinx field programmable gate arrays (FPGAs) provide a novel realization of delay lines. The delay lines can provide an accurate delay difference of 50 ps, which is process, voltage and temperature (PVT) invariant. An excellent consistency for the delay lines can be achieved by adjusting the timing and layout to minimize the measurement errors. The resolution achieved was 58 ps. Experimental results indicate a measurement standard deviation of 36 ps, a differential nonlinearity (DNL) of 36 ps and integral nonlinearity (INL) of 14 ps. The system features high accuracy, easy implementation and low cost. 展开更多
关键词 FPGA芯片 测量系统 时间间隔 高分辨率 现场可编程门阵列 XILINX 延迟线 积分非线性
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Studies of short-time and high-temperature annealing and magnetic property of LaFe_(11.4)Si_(1.6) compound 被引量:2
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作者 Xiang CHEN Yungui CHEN Yongbo TANG 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2011年第5期390-398,共9页
The LaFe11.4Si1.6 compounds are prepared by arc-melting and then annealed at different high temperatures from 1323 K (5 h) to 1623 K (2 h). The powder X-ray diffraction (XRD) and microstructure observations show... The LaFe11.4Si1.6 compounds are prepared by arc-melting and then annealed at different high temperatures from 1323 K (5 h) to 1623 K (2 h). The powder X-ray diffraction (XRD) and microstructure observations show that large amount of 1:13 phase begins to appear in the LaFe11.4Si1.6 compound annealed at 1423 K (5 h). In the temperature range from 1423 K to 1523 K, the α-Fe and LaFeSi phases rapidly decrease to form 1:13 phase. The LaFeSi phase is rarely observed by XRD when the as-cast compound is annealed at 1523 K (5 h). With annealing temperature increasing to 1573 K, LaFeSi phase is detected again in LaFe11.4Si1.6 compound. In LaFe11.4Si1.6 compounds annealed at 1523 K (5 h), at 1373 K (2 h)+1523 K (5 h), and 1523 K (7 h)+1373 K (2 h), the impurity phases including small amount of α-Fe and LaFeSi phase reduce in turn. The magnetic measurement shows that LaFe11.4Si1.6 compounds annealed by above three processes keep the first-order of magnetic transition behavior, and Tc are both at about 200 K. But the values of the maximal ASM(T, H) of has large difference, they are 9.94, 12.66, and 13.96 J/(kg.K) under a magnetic field of 0- 2 T, respectively. 展开更多
关键词 LaFe11.4Sil.6 compound short-time and high-temperature an-nealing Phase transition Magnetic property
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An Improved Adaptive Exponential Smoothing Model for Short-term Travel Time Forecasting of Urban Arterial Street 被引量:8
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作者 LI Zhi-Peng YU Hong +1 位作者 LIU Yun-Cai LIU Fu-Qiang 《自动化学报》 EI CSCD 北大核心 2008年第11期1404-1409,共6页
旅行时间的短期的预报为聪明的交通系统的成功是必要的。在这份报纸,我们考察预报模型的短期的交通的 state-of-art 并且构画出他们每个模型的基本想法,相关工作,优点和劣势。一改进适应指数的变光滑(IAES ) 模型也被建议克服以前的... 旅行时间的短期的预报为聪明的交通系统的成功是必要的。在这份报纸,我们考察预报模型的短期的交通的 state-of-art 并且构画出他们每个模型的基本想法,相关工作,优点和劣势。一改进适应指数的变光滑(IAES ) 模型也被建议克服以前的适应指数的变光滑模型的缺点。然后,比较实验在状况和反常交通调节评估在牌照匹配获得的直接旅行时间数据(每分钟行数) 上预报模型的四个主要分支的性能的正常交通下面被执行。实验的结果证明每个模型似乎有它的自己的力量和软弱。IASE 的预报表演比在更突然预报地平线(预报的和二步) 的另外的模型优异, IASE 能够处理各种交通条件。 展开更多
关键词 自适应指数 平滑模型 短期旅行时间预测 预测方法 信息处理技术 城市街道 设计方案
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Characteristics Analysis on Short-Time Heavy Rainfall during the Flood Season in Shanxi Province, China 被引量:1
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作者 Xiaoting Tian Dongliang Li +2 位作者 Jinhong Zhou Yaqing Zhou Zexiu Zhang 《Journal of Geoscience and Environment Protection》 2019年第3期190-203,共14页
In order to provide a reference for the correct forecasting of short-term heavy rainfall and better disaster prevention and mitigation services in Shanxi Province, China, it is very important to carry out systematic r... In order to provide a reference for the correct forecasting of short-term heavy rainfall and better disaster prevention and mitigation services in Shanxi Province, China, it is very important to carry out systematic research on short-term heavy precipitation events in Shanxi Province. Based on hourly precipitation data during the flood season (May to September) from 109 meteorological stations in Shanxi, China in 1980-2015, the temporal and spatial variation characteristics of short-time heavy rainfall during the flood season are analyzed by using wavelet analysis and Mann-Kendall test. The results show that the short-time heavy rainfall in the flood season in Shanxi Province is mainly at the grade of 20 - 30 mm/h, with an average of 97 stations having short-time heavy rainfall each year, accounting for 89% of the total stations. The short-time heavy rainfall mainly concentrated in July and August, and the maximal rain intensity in history appeared at 23 - 24 on June 17, 1991 in Yongji, Shanxi is 91.7 mm/h. During the flood season, the short-time heavy rainfalls always occur at 16 - 18 pm, and have slightly different concentrated time in different months. The main peaks of June, July and August are at 16, 17 and 18 respectively, postponed for one hour. Short-time heavy rainfall overall has the distribution that the south is more than the north and the east less than the west in Shanxi area. In the last 36 years, short-time heavy rainfall has a slight increasing trend in Shanxi, but not significant. There is a clear 4-year period of oscillation and inter-decadal variation. It has a good correlation between the total precipitation and times of short-time heavy rainfall during the flood season. 展开更多
关键词 FLOOD SEASON short-time HEAVY RAINFALL Temporal and Spatial Distribution SHANXI PROVINCE
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