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Preparation of single-phase ammonium dimolybdate by combination process 被引量:3
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作者 ZHANG Bao XIA Xiaomei LI Qian 《Rare Metals》 SCIE EI CAS CSCD 2012年第5期517-522,共6页
A novel method for the preparation of single-phase ammonium dimolybdate with industrial ammonium molybdate was studied. Various in- fluential factors were evaluated in the paper, including reaction temperature, reacti... A novel method for the preparation of single-phase ammonium dimolybdate with industrial ammonium molybdate was studied. Various in- fluential factors were evaluated in the paper, including reaction temperature, reaction time, initial molybdenum concentration, initial NH_3 /Mo molar ratio, and stirring speed. Under the optimum experimental conditions, the crystallization rate of product is 85.23%. The X-ray diffraction (XRD) analysis and chemical analysis show that the product is single-phase ammonium dimolybdate, and no impurity phases exist. The scanning electronic microscope (SEM) image reveals uniform particle size, good particle dispersion, and no agglomeration between particles. Meanwhile, the final pH value of acidification was investigated. The total molybdenum recovery can reach up to 99.40%, and the main phases of acidification product are the same as those of raw material with the final pH value of 1.5. This determines that the acidification product can be used as a raw material to produce single-phase ammonium dimolybdate. 展开更多
关键词 single-phase ammonium dimolybdate combination process crystallization rate phase composition total molybdenum recovery
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Prediction of Outdoor Noise Propagation Induced By Single-Phase Power Transformers 被引量:2
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作者 Xueyun Ruan Wei Huang +1 位作者 Linke Zhang Yan Gao 《Sound & Vibration》 2019年第1期2-13,共12页
Outdoor power transformers are one of the most pervasive noise sources in power transmission and distribution systems.Accurate prediction of outdoor noise propagation plays a dominant role for the evaluation and contr... Outdoor power transformers are one of the most pervasive noise sources in power transmission and distribution systems.Accurate prediction of outdoor noise propagation plays a dominant role for the evaluation and control of noise relevant to the transformer stations.In this paper surface vibration tests are carried out on a scale model of a single-phase transformer tank wall at different excitation frequencies.The phase and amplitude of test data are found to be randomly distributed when the excitation frequency exceeds the seventh mode frequency,which allows the single-phase power transformer to be simplified as incoherent point sources.An outdoor-coherent model is subsequently developed and incorporated with the image source method to investigate noise propagation from single-phase power transformers,due to the occurrence of multiple reflections and diffractions in the propagation path of each point source.The proposed model is used to calculate the sound field of the power transformer group by exploiting the additional phase information.In comparison with the ISO9613 model and the boundary element method,it is found that the proposed coherent image source method leads to more accurate prediction results,and hence better performance for the prediction of the outdoor noise induced by single-phase power transformers. 展开更多
关键词 single-phase transformer surface vibration scale model noise prediction coherent image source method
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Research on system combination of machine translation based on Transformer
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作者 刘文斌 HE Yanqing +1 位作者 LAN Tian WU Zhenfeng 《High Technology Letters》 EI CAS 2023年第3期310-317,共8页
Influenced by its training corpus,the performance of different machine translation systems varies greatly.Aiming at achieving higher quality translations,system combination methods combine the translation results of m... Influenced by its training corpus,the performance of different machine translation systems varies greatly.Aiming at achieving higher quality translations,system combination methods combine the translation results of multiple systems through statistical combination or neural network combination.This paper proposes a new multi-system translation combination method based on the Transformer architecture,which uses a multi-encoder to encode source sentences and the translation results of each system in order to realize encoder combination and decoder combination.The experimental verification on the Chinese-English translation task shows that this method has 1.2-2.35 more bilingual evaluation understudy(BLEU)points compared with the best single system results,0.71-3.12 more BLEU points compared with the statistical combination method,and 0.14-0.62 more BLEU points compared with the state-of-the-art neural network combination method.The experimental results demonstrate the effectiveness of the proposed system combination method based on Transformer. 展开更多
关键词 transformER system combination neural machine translation(NMT) attention mechanism multi-encoder
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Optimization of Cavity Combination for 20 MA LTD-Based Accelerators 被引量:1
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作者 呼义翔 邱爱慈 +7 位作者 曾正中 黄涛 孙凤举 王亮平 丛培天 曾江涛 张信军 雷天时 《Plasma Science and Technology》 SCIE EI CAS CSCD 2012年第10期927-931,共5页
Based on a transmission line code, a circuit model is proposed that could serve as the basic method for the analysis of linear transformer driver (LTD)-based accelerators. By using 1 MA, 100 kV LTD cavities, the pea... Based on a transmission line code, a circuit model is proposed that could serve as the basic method for the analysis of linear transformer driver (LTD)-based accelerators. By using 1 MA, 100 kV LTD cavities, the peak load current is optimized for a total of N cavities between 500 and 1200. The simulation results suggest that, with the same number of cavities, the peak current changes obviously with the types of combinations, and the maximum change can be as large as 1.2 MA. The results also show that, for the cases considered, the optimized peak current as a function of the total number of cavities agrees with the exponential associate, and the peak current for one level LTD cannot be enhanced infinitely. Furthermore, it is found that, to obtain a 20 MA peak load current, at least 1029 LTD cavities (49 in series and 21 in parallel connection) are needed. Finally, the typical parameters of the optimized design are compared to those of the existing Z accelerator. 展开更多
关键词 linear transformer driver (LTD) impedance transformer cavities combination dynamic inductance
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A Fast Image Matching Algorithm Using a Combination of Line Segment Features 被引量:1
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作者 FU Runzhe LENG Xuefei +2 位作者 ZHU Yiming LIU Rui HAO Xiang 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第3期501-511,共11页
The scene matching navigation is a research focus in the field of autonomous navigation,but the real-time performance of image matching algorithm is difficult to meet the needs of real navigation systems.Therefore,thi... The scene matching navigation is a research focus in the field of autonomous navigation,but the real-time performance of image matching algorithm is difficult to meet the needs of real navigation systems.Therefore,this paper proposes a fast image matching algorithm.The algorithm improves the traditional line segment extraction algorithm and combines with the Delaunay triangulation method.By combining the geometric features of points and lines,the image feature redundancy is reduced.Then,the error with confidence criterion is analyzed and the matching process is completed.The simulation results show that the proposed algorithm can still work within 3°rotation and small scale variation.In addition,the matching time is less than 0.5 s when the image size is 256 pixel×256 pixel.The proposed algorithm is suitable for autonomous navigation systems with multiple feature distribution and higher real-time requirements. 展开更多
关键词 image matching NAVIGATION Hough transform Delaunay triangulation combined feature
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THE COMBINED HOUGH TRANSFORM
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作者 洪振华 朱晓燕 《Journal of Southeast University(English Edition)》 EI CAS 1992年第2期36-43,共8页
On the basis of researching the generalized Hough transform and its im-provements,this paper presents a combined Hough transform(CHT)for recognizing arbi-trary shapes.The combined Hough transform introduces the idea o... On the basis of researching the generalized Hough transform and its im-provements,this paper presents a combined Hough transform(CHT)for recognizing arbi-trary shapes.The combined Hough transform introduces the idea of the adaptive Houghtransform(AHT)into the double Hough transform(DHT).It not only maintains the de-sirable features of the DHT,but also improves the speed of execution and resistanceagainst disturbance,and reduces the memory requirements greatly.The CHT canaccurately recognize objects,partially occluded in complex background.Therefore,it ispossible to implement the CHT in real-time application. 展开更多
关键词 SHAPE RECOGNITION HOUGH transform combinED HOUGH transform PATTERN RECOGNITION
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Voltage Profile Enhancement and Power Loss Reduction with Economic Feasibility Using Small Capacity Distribution Transformers
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作者 Rasool M.Imran Mohammed R.Saeed +5 位作者 Mohammed Amer Mohammed Osama A.Suhry Ihsan H.Abdulqadder Hasan Wahhab Salih Mohammed R.Almallah Firas M.F.Flaih 《Energy Engineering》 EI 2022年第6期2447-2467,共21页
Usually,rural areas can be electrified via three-phase distribution transformers with relatively large capacities.In such areas,low voltage lines are used for long distances,which cause power losses and voltage drop f... Usually,rural areas can be electrified via three-phase distribution transformers with relatively large capacities.In such areas,low voltage lines are used for long distances,which cause power losses and voltage drop for different types of consumers.Reducing losses and improving voltage profiles in rural distribution networks are significant challenges for electricity distribution companies.However different solutions were proposed in the literature to overcome these challenges,most of them face difficulties when applied in the conventional distribution network.To address the above issues,an applicable solution is proposed in this paper by installing a number of small-capacity distribution transformers instead of every single large-capacity transformer in rural areas.The proposed approach is implemented in the branch network of Al-Hoqool village,which belongs to the Nineveh distribution network.The network has been inspected on-site,drawn,and analyzed using the electrical systems analysis program(ETAP).The analysis showed that using the single-phase pole-mounted transformers can improve the voltage in the network’s end by 29%and enhance the voltage profile for all consumers.The analysis has also demonstrated that the modification can reduce the total power losses by 78%compared to the existing network.Concerning the economic aspect,the payback period for the proposed network is assigned to be 20 months. 展开更多
关键词 single-phase pole-mounted transformer three-phase transformer power losses voltage profile distribution networks
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Combining Cubic Spline Interpolation and Fast Fourier Transform to Extend Measuring Range of Reflectometry
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作者 Ju Cheng Jian Lu +7 位作者 Hong-Chao Zhang Feng Lei Maryam Sardar Xin-Tian Bian Fen Zuo Zhong-Hua Shen Xiao-Wu Ni Jin Shi 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第5期20-24,共5页
The reflectometry is a common method used to measure the thickness of thin films. Using a conventional method,its measurable range is limited due to the low resolution of the current spectrometer embedded in the refle... The reflectometry is a common method used to measure the thickness of thin films. Using a conventional method,its measurable range is limited due to the low resolution of the current spectrometer embedded in the reflectometer.We present a simple method, using cubic spline interpolation to resample the spectrum with a high resolution,to extend the measurable transparent film thickness. A large measuring range up to 385 m in optical thickness is achieved with the commonly used system. The numerical calculation and experimental results demonstrate that using the FFT method combined with cubic spline interpolation resampling in reflectrometry, a simple,easy-to-operate, economic measuring system can be achieved with high measuring accuracy and replicability. 展开更多
关键词 FIGURE FFT combining Cubic Spline Interpolation and Fast Fourier transform to Extend Measuring Range of Reflectometry
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Transformation Matrix for Combined Loads Applied to Thin-Walled Structures
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作者 Abdelraouf M. Sami Alsheikh David William Alan Rees 《World Journal of Mechanics》 2022年第6期65-78,共14页
This paper transforms combined loads, applied at an arbitrary point of a thin-walled open section beam, to the shear centre of the cross-section of the beam. Therein, a generalized transformation matrix for loads with... This paper transforms combined loads, applied at an arbitrary point of a thin-walled open section beam, to the shear centre of the cross-section of the beam. Therein, a generalized transformation matrix for loads with respect to the shear centre is derived, this accounting for the bimoments that develop due to the way the combined loads are applied. This and the authors’ earlier paper (World Journal of Mechanics 2021, 11, 205-236) provide a full solution to the theory of thin-walled, open-section structures bearing combined loading. The earlier work identified arbitrary loading with the section’s area properties that are necessary to axial and shear stress calculations within the structure’s thin walls. In the previous paper attention is paid to the relevant axes of loading and to the transformations of loading required between axes for stress calculations arising from tension/compression, bending, torsion and shear. The derivation of the general transformation matrix applies to all types of loadings including, axial tensile and compression forces, transverse shear, longitudinal bending. One application, representing all these load cases, is given of a simple channel cantilever with an eccentrically located end load. 展开更多
关键词 Thin-Walled Structure Open Sections transformation Matrix Load transformation combined Load transformation Shear Centre WARPING BIMOMENT Sectorial Area Properties
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Vector Control of the Single-Phase Inverter Based on the Extended and Virtual Circuits
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作者 Tao Xu Ming Yang +5 位作者 Naizhe Diao Xianrui Sun Suliang Wu Zhuangzhuang Shen Hongzhi Chen Chonghui Song 《CES Transactions on Electrical Machines and Systems》 2018年第3期320-327,共8页
A vector control based on the extended equivalent circuit and virtual circuits is proposed for the single-phase inverter.By the extended circuit,the other two phase voltages can be extended by the output voltage of th... A vector control based on the extended equivalent circuit and virtual circuits is proposed for the single-phase inverter.By the extended circuit,the other two phase voltages can be extended by the output voltage of the single-phase inverter so as to construct the voltage vector.The voltage outer-loop is to control the voltage vector in dq coordinate system,and the output voltage can track the target value without deviation in steady state.By designing the virtual circuit,the voltage inner-loop can achieve approximate decoupling and improve the dynamic response under the changeable load.Compared with the traditional dual closed-loop control,the proposed dual closed-loop control scheme only needs to detect and control the voltage without the current.It not only can achieve good control effect,but also reduce the complexity of the hardware.Finally,the simulation and experimental results show that the single-phase inverter has good static and dynamic characteristics regardless of stable load or changeable load. 展开更多
关键词 Coordinate transformation dual closed-loop control extended circuit single-phase inverter vector control virtual circuit
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结合变种残差模型和Transformer的城市公路短时交通流预测
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作者 杨鑫 陈雪妮 +1 位作者 吴春江 周世杰 《计算机应用》 CSCD 北大核心 2024年第9期2947-2951,共5页
城市公路交通流的预测受到历史交通流量和相邻车道交通流量的影响,蕴含了复杂的时空特征。针对传统交通流预测模型卷积长短时记忆(ConvLSTM)网络进行交通流预测时,未将时空特征分开提取而造成的特征提取不充分、特征信息混淆和特征信息... 城市公路交通流的预测受到历史交通流量和相邻车道交通流量的影响,蕴含了复杂的时空特征。针对传统交通流预测模型卷积长短时记忆(ConvLSTM)网络进行交通流预测时,未将时空特征分开提取而造成的特征提取不充分、特征信息混淆和特征信息缺失等问题,对ConvLSTM模型作出改进。首先,提取每个采样时刻的交通流数据的短期时间特征和空间特征,并在特定的维度下将交通流的短期时空特征融合;其次,进行残差映射;最后,将映射后的短期时空特征交由Transformer模型捕捉交通流数据长期的时空特征,并根据所捕捉的长期特征对未来时刻每个采样点交通流进行预测。使用加州城市快速路数据对模型进行验证,以平均绝对误差(MAE)作为模型评价指标时,所提模型相较于Conv-Transformer模型,预测精度提高了18%,验证了所提模型的有效性。 展开更多
关键词 短时交通流预测 交通流 时空特征提取 残差结构 transformER 组合模型
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Expression of transforming growth factor-β in local bony callus in traumatic brain injury combined with extremity fracture in rats
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作者 张胜利 《外科研究与新技术》 2011年第2期115-115,共1页
Objective To investigate gene expression of transforming growth factor-β(TGF-β)in local bony callus in tracumatic brain in jury combined with extremity long bone fracture in rats.Methods Eighty male SD rats were ran... Objective To investigate gene expression of transforming growth factor-β(TGF-β)in local bony callus in tracumatic brain in jury combined with extremity long bone fracture in rats.Methods Eighty male SD rats were randomized into 2 even 展开更多
关键词 in local bony callus in traumatic brain injury combined with extremity fracture in rats Expression of transforming growth factor
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串联电抗器式高阻抗变压器运行状态评估模型
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作者 陈子明 刘欢 +3 位作者 仲维灿 蔡涵颖 马红星 李平 《电子设计工程》 2025年第1期91-95,共5页
基于准确评估串联电抗器式高阻抗变压器运行状态的目的,诊断其故障级别,构建串联电抗器式高阻抗变压器运行状态评估模型。此模型从影响变压器运行状态的电气类、油气类、油化类、物理类因素着手,构建评估指标体系后,利用基于客观修正主... 基于准确评估串联电抗器式高阻抗变压器运行状态的目的,诊断其故障级别,构建串联电抗器式高阻抗变压器运行状态评估模型。此模型从影响变压器运行状态的电气类、油气类、油化类、物理类因素着手,构建评估指标体系后,利用基于客观修正主观的评估指标组合赋权方法,以客观修正主观的方式,为指标组合赋权;通过基于模糊综合评估的运行状态评估模型,计算全部赋权后评估指标因素隶属度,分析指标因素标准值后,计算全部指标因素评分值后,结合运行状态级别标准,判断变压器运行状态级别。结果可得,此模型对变压器运行状态级别信息评估结果准确,可得到100%一致的结果。 展开更多
关键词 串联电抗器式 高阻抗 变压器 运行状态评估 组合赋权 模糊综合评估
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基于鲸鱼算法的10 kV组合互感器失真电流校正
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作者 梁树华 吴清耀 +3 位作者 顾婷婷 陈龙瑾 吴达雷 吴孟科 《电子设计工程》 2025年第1期118-121,126,共5页
对于10 kV组合互感器而言,电流失真会使输出电流的数值水平异常增大,并且长时间不恢复至常规电流状态,从而影响互感器的正常运行。为解决上述问题,设计基于鲸鱼算法的10 kV组合互感器失真电流校正方法。构建10 kV组合互感器结构模型,完... 对于10 kV组合互感器而言,电流失真会使输出电流的数值水平异常增大,并且长时间不恢复至常规电流状态,从而影响互感器的正常运行。为解决上述问题,设计基于鲸鱼算法的10 kV组合互感器失真电流校正方法。构建10 kV组合互感器结构模型,完善鲸鱼算法流程,基于鲸鱼算法获取失真的电流计量数值,实现组合互感器的失真特性判定,完成基于鲸鱼算法的10 kV组合互感器失真电流校正算法的设计。实验结果表明,经过设计方法对互感器失真电流进行校正处理后,可在2 min之内将失真电流恢复至与常规电流完全相同的数值状态,校正效果较好。 展开更多
关键词 鲸鱼算法 10 kV组合互感器 失真电流 电流校正 电流相位 实时功率
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基于特征波段选择的芦苇LAI高光谱遥感估测
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作者 刘玮佳 张晓彤 +3 位作者 杨睿 何建男 尹轩 刘明月 《华北理工大学学报(自然科学版)》 CAS 2025年第1期79-87,共9页
选取典型芦苇湿地基于芦苇叶片实测高光谱数据和叶面积指数(Leaf Area Index,LAI),在原始光谱的基础上进行了平滑(R)、一阶微分(FD)、倒数(RT)、对数(LT)、倒数一阶微分(RTFD)、对数一阶微分(LTFD)等六种光谱变换,利用竞争性自适应重加... 选取典型芦苇湿地基于芦苇叶片实测高光谱数据和叶面积指数(Leaf Area Index,LAI),在原始光谱的基础上进行了平滑(R)、一阶微分(FD)、倒数(RT)、对数(LT)、倒数一阶微分(RTFD)、对数一阶微分(LTFD)等六种光谱变换,利用竞争性自适应重加权算法(CARS)对不同变换下芦苇LAI特征光谱波段予以筛选,进而用筛选的特征波段采用逐波段组合法(BCI)构建芦苇LAI敏感光谱指数,利用随机森林(RF)、极端梯度提升(XGBoost)以及支持向量机(SVM)回归算法,构建芦苇LAI的高光谱估算模型。结果表明,采用CARS算法筛选不同变换光谱的特征波段构建模型,发现经过FD变换(R^(2)=0.417,RMSE=0.905)的模型效果最优。在CARS基础上使用筛选过后的特征波段构建植被指数进行建模比较,模型效果最好的是XGBoost(R^(2)=0.620,RMSE=0.826)。 展开更多
关键词 光谱变换 叶面积指数 逐波段组合 竞争性自适应重加权算法
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Function Combined Method for Design Innovation of Children's Bike 被引量:4
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作者 WU Xiaoli QIU Tingting CHEN Huijuan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第2期242-247,共6页
As children mature, bike products for children in the market develop at the same time, and the conditions are frequently updated. Certain problems occur when using a bike, such as cycle overlapping, repeating function... As children mature, bike products for children in the market develop at the same time, and the conditions are frequently updated. Certain problems occur when using a bike, such as cycle overlapping, repeating function, and short life cycle, which go against the principles of energy conservation and the environmental protection intensive design concept. In this paper, a rational multi-function method of design through functional superposition, transformation, and technical implementation is proposed. An organic combination of frog-style scooter and children’s tricycle is developed using the multi-function method. From the ergonomic perspective, the paper elaborates on the body size of children aged 5 to 12 and effectively extracts data for a multi-function children’s bike, which can be used for gliding and riding. By inverting the body, parts can be interchanged between the handles and the pedals of the bike. Finally, the paper provides a detailed analysis of the components and structural design, body material, and processing technology of the bike. The study of Industrial Product Innovation Design provides an effective design method to solve the bicycle problems, extends the function problems, improves the product market situation, and enhances the energy saving feature while implementing intensive product development effectively at the same time. 展开更多
关键词 children’s bike function combined method ERGONOMICS function transformed
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A Frequency Domain Based Signal Combining Method for Distributed Antenna Arraying 被引量:2
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作者 Chaowei Duan Yafeng Zhan Qian Kong 《China Communications》 SCIE CSCD 2019年第8期176-184,共9页
Distributed antenna arraying is a promising technology for weak signal reception. The received signals from different antennas are aligned and combined to improve the receiving signal-to-noise ratio(SNR). However, the... Distributed antenna arraying is a promising technology for weak signal reception. The received signals from different antennas are aligned and combined to improve the receiving signal-to-noise ratio(SNR). However, the combining performance is serious degraded by the difference of sampling frequency between antennas. In this paper, a frequency domain based signal combining method is proposed to solve this problem. The unaligned sampled data in time domain of the received signals are transformed to frequency domain using fast Fourier transform(FFT). The received signals can be aligned in frequency domain when their spectrum resolutions are the same. Therefore the received signals with the same total sampling time can be aligned and combined in frequency domain and then the combined signal is recovered using inverse fast Fourier transform(IFFT). Numerical simulations with two typical modulation types, i.e., PSK and PCM/BPSK/PM, prove the validity and robustness of this method. 展开更多
关键词 WEAK SIGNAL RECEPTION DISTRIBUTED antenna arraying SIGNAL combining fast FOURIER transform
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Exact Solutions to a Combined sinh-cosh-Gordon Equation 被引量:1
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作者 魏龙 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第10期599-602,共4页
Based on a transformed Painlev~ property and the variable separated ODE method, a function transfor- mation method is proposed to search for exact solutions of some partial differential equations (PDEs) with hyperbo... Based on a transformed Painlev~ property and the variable separated ODE method, a function transfor- mation method is proposed to search for exact solutions of some partial differential equations (PDEs) with hyperbolic or exponential functions. This approach provides a more systematical and convenient handling of the solution process of this kind of nonlinear equations. Its key point is to eradicate the hyperbolic or exponential terms by a transformed Painleve property and reduce the given PDEs to a variable-coefficient the resulting equations by some methods. As an application, are formally derived. ordinary differential equations, then we seek for solutions to exact solutions for the combined sinh-cosh-Gordon equation 展开更多
关键词 function transformation method variable separated ODE method combined sinh-cosh-Gordonequation
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Hierarchy of Combined TL-RTL Equations and an Associated (2+l)-Dimensional Lattice Equation 被引量:1
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作者 JIANG Qiao-Yun ZHOU Ru-Guang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第5X期773-778,共6页
A new (29-1)-dimensional lattice equation is presented based upon the first two members in the hierarchy of the combined Toda lattice and relativistic Toda lattice (TL-RTL) equations in (19991) dimensions. A Dar... A new (29-1)-dimensional lattice equation is presented based upon the first two members in the hierarchy of the combined Toda lattice and relativistic Toda lattice (TL-RTL) equations in (19991) dimensions. A Darboux transformation for the hierarchy of the combined TL-RTL equations is constructed. Solutions of the first two members in the hierarchy of the combined TL-RTL equations, as well as the new (29-1)-dimensional lattice equation are explicitly obtained by the Darboux transformation. 展开更多
关键词 combined TL-RTL equation integrable system Darboux transformation Toda lattice equation relativistic Toda lattice equation
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基于LightGBM-Transformer算法的短期电力负荷预测 被引量:8
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作者 彭运猛 高林 +2 位作者 赵晓雨 杨校李 廖明艳 《湖北民族大学学报(自然科学版)》 CAS 2023年第3期331-337,共7页
高精度的短期电力负荷预测是优化电网运行策略和提高电网运行效率的可靠保障。为进一步提高短期电力负荷预测精度,提出轻量梯度提升机(light gradient boosting machine,LightGBM)-Transformer组合模型。该模型考虑时间特征和天气因素... 高精度的短期电力负荷预测是优化电网运行策略和提高电网运行效率的可靠保障。为进一步提高短期电力负荷预测精度,提出轻量梯度提升机(light gradient boosting machine,LightGBM)-Transformer组合模型。该模型考虑时间特征和天气因素对短期电力负荷预测的影响,首先利用LightGBM算法获取特征重要性,排除无关噪声的影响,再将选择后的特征向量作为Transformer模型的输入,最后完成短期电力负荷预测。实验以澳大利亚能源市场运营商(Australian energy market operators,AEMO)检索的开放数据集为基础,并与多种类似模型进行对比。结果表明,LightGBM-Transformer组合模型的平均绝对百分比误差(mean absolute percent error,MAPE)为1.87%,误差指标显著低于其他对比模型,具有较高的预测精度,验证了该模型应用于短期电力负荷预测的可行性和有效性。 展开更多
关键词 电力系统负荷预测 LightGBM算法 特征重要性 transformer模型 组合模型
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