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Improving Model Chain Approaches for Probabilistic Solar Energy Forecasting through Post-processing and Machine Learning
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作者 Nina HORAT Sina KLERINGS Sebastian LERCH 《Advances in Atmospheric Sciences》 2025年第2期297-312,共16页
Weather forecasts from numerical weather prediction models play a central role in solar energy forecasting,where a cascade of physics-based models is used in a model chain approach to convert forecasts of solar irradi... Weather forecasts from numerical weather prediction models play a central role in solar energy forecasting,where a cascade of physics-based models is used in a model chain approach to convert forecasts of solar irradiance to solar power production.Ensemble simulations from such weather models aim to quantify uncertainty in the future development of the weather,and can be used to propagate this uncertainty through the model chain to generate probabilistic solar energy predictions.However,ensemble prediction systems are known to exhibit systematic errors,and thus require post-processing to obtain accurate and reliable probabilistic forecasts.The overarching aim of our study is to systematically evaluate different strategies to apply post-processing in model chain approaches with a specific focus on solar energy:not applying any post-processing at all;post-processing only the irradiance predictions before the conversion;post-processing only the solar power predictions obtained from the model chain;or applying post-processing in both steps.In a case study based on a benchmark dataset for the Jacumba solar plant in the U.S.,we develop statistical and machine learning methods for postprocessing ensemble predictions of global horizontal irradiance(GHI)and solar power generation.Further,we propose a neural-network-based model for direct solar power forecasting that bypasses the model chain.Our results indicate that postprocessing substantially improves the solar power generation forecasts,in particular when post-processing is applied to the power predictions.The machine learning methods for post-processing slightly outperform the statistical methods,and the direct forecasting approach performs comparably to the post-processing strategies. 展开更多
关键词 solar forecasting post-processing probabilistic forecasting machine learning model chain
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Laser additive manufacturing of titanium alloys:process,materials and post-processing
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作者 Jin-Long Su Fu-Lin Jiang +10 位作者 Jie Teng Le-Qun Chen Guillermo Requena Ming Yan Lai-Chang Zhang Y.Morris Wang Ilya V.Okulov Hong-Mei Zhu Guo-Wei Bo You-Xiang Chew Chao-Lin Tan 《Rare Metals》 CSCD 2024年第12期6288-6328,共41页
Laser additive manufacturing(LAM)of titanium(Ti)alloys has emerged as a transformative technology with vast potential across multiple industries.To recap the state of the art,Ti alloys processed by two essential LAM t... Laser additive manufacturing(LAM)of titanium(Ti)alloys has emerged as a transformative technology with vast potential across multiple industries.To recap the state of the art,Ti alloys processed by two essential LAM techniques(i.e.,laser powder bed fusion and laser-directed energy deposition)will be reviewed,covering the aspects of processes,materials and post-processing.The impacts of process parameters and strategies for optimizing parameters will be elucidated.Various types of Ti alloys processed by LAM,includingα-Ti,(α+β)-Ti,andβ-Ti alloys,will be overviewed in terms of micro structures and benchmarking properties.Furthermore,the post-processing methods for improving the performance of L AM-processed Ti alloys,including conventional and novel heat treatment,hot isostatic pressing,and surface processing(e.g.,ultrasonic and laser shot peening),will be systematically reviewed and discussed.The review summarizes the process windows,properties,and performance envelopes and benchmarks the research achievements in LAM of Ti alloys.The outlooks of further trends in LAM of Ti alloys are also highlighted at the end of the review.This comprehensive review could serve as a valuable resource for researchers and practitioners,promoting further advancements in LAM-built Ti alloys and their applications. 展开更多
关键词 Additive manufacturing Titanium alloy Process parameter post-processing Microstructure and property FATIGUE
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基于多模多频SNR数据逆建模反演海面高度变化 被引量:1
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作者 陈灵秋 柴洪洲 +2 位作者 暴景阳 王敏 郑乃铨 《测绘学报》 EI CSCD 北大核心 2024年第11期2099-2110,共12页
利用信噪比(SNR)数据进行逆建模可以反演海面高度及其变化,但反演精度、稳定性依赖初值的精度和SNR数据的时间连续性,基于多模多频SNR数据逆建模反演海平面变化的性能及其在潮汐分析中的应用有待进一步研究。本文为LSP(Lomb-Scargle per... 利用信噪比(SNR)数据进行逆建模可以反演海面高度及其变化,但反演精度、稳定性依赖初值的精度和SNR数据的时间连续性,基于多模多频SNR数据逆建模反演海平面变化的性能及其在潮汐分析中的应用有待进一步研究。本文为LSP(Lomb-Scargle periodogram)反演结果引入海面动态改正,用于逆建模过程参数初始化,获得稳定、均匀的高精度海面高度反演值,并由反演海面高度开展潮汐调和分析。选取MAYG、BRST和SC02这3个大潮差测站,对其1a的多模多频SNR数据开展逆建模反演试验,与验潮站实测海面高度对比分析进行算法验证。结果表明,MAYG站逆建模反演海面高度的均方根误差(RMSE)为5.97cm,BRST站为8.78cm,SC02站为2.38cm,海平面变化反演精度达到厘米级;与实测海面高度的潮汐调和分析结果对比,年度、逐月拟合残差中误差高度一致,提取的分潮振幅平均绝对误差(MAE)优于1cm,提取的迟角MAE在3°以内,潮汐分析提取的潮汐成分和非潮汐水位均具有高度一致性。多模多频SNR数据逆建模反演海面高度能够替代验潮站实测海面高度用于潮汐调和分析。 展开更多
关键词 GNSS-IR 海面高度反演 逆建模 LSP snr数据
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Review of shock wave detection method in CFD post-processing 被引量:11
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作者 Wu Ziniu Xu Yizhe +1 位作者 Wang Wenbin Hu Ruifeng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第3期501-513,共13页
In the present computational fluid dynamics (CFD) community, post-processing is regarded as a procedure to view parameter distribution, detect characteristic structure and reveal physical mechanism of fluid flow bas... In the present computational fluid dynamics (CFD) community, post-processing is regarded as a procedure to view parameter distribution, detect characteristic structure and reveal physical mechanism of fluid flow based on computational or experimental results. Field plots by contours, iso-surfaces, streamlines, vectors and others are traditional post-processing techniques. While the shock wave, as one important and critical flow structure in many aerodynamic problems, can hardly be detected or distinguished in a direct way using these traditional methods, due to possible confusions with other similar discontinuous flow structures like slip line, contact discontinuity, etc. Therefore, method for automatic detection of shock wave in post-processing is of great importance for both academic research and engineering applications. In this paper, the current status of methodologies developed for shock wave detection and implementations in post-processing platform are reviewed, as well as discussions on advantages and limitations of the existing methods and proposals for further studies of shock wave detection method. We also develop an advanced post-processing software, with improved shock detection. 展开更多
关键词 AERODYNAMICS Automatic detection Computational fluid dynamics Shock wave post-processing
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Post-processing Free Quantum Random Number Generator Based on Avalanche Photodiode Array 被引量:3
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作者 李杨 廖胜凯 +3 位作者 梁福田 沈奇 梁昊 彭承志 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第3期9-11,共3页
Quantum random number generators adopting single negligible dead time of avalanche photodiodes (APDs) photon detection have been restricted due to the non- We propose a new approach based on an APD array to improve... Quantum random number generators adopting single negligible dead time of avalanche photodiodes (APDs) photon detection have been restricted due to the non- We propose a new approach based on an APD array to improve the generation rate of random numbers significantly. This method compares the detectors' responses to consecutive optical pulses and generates the random sequence. We implement a demonstration experiment to show its simplicity, compactness and scalability. The generated numbers are proved to be unbiased, post-processing free, ready to use, and their randomness is verified by using the national institute of standard technology statistical test suite. The random bit generation efficiency is as high as 32.8% and the potential generation rate adopting the 32× 32 APD array is up to tens of Gbits/s. 展开更多
关键词 of in it APD post-processing Free Quantum Random Number Generator Based on Avalanche Photodiode Array IS on for been that
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Pre-processing and post-processing method for geostress simulation using seismic interpretation results 被引量:1
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作者 ZHANG Li-hong 《Mining Science and Technology》 EI CAS 2009年第3期369-372,共4页
In order to carry out numerical simulation using geologic structural data obtained from Landmark(seismic interpretation system), underground geological structures are abstracted into mechanical models which can reflec... In order to carry out numerical simulation using geologic structural data obtained from Landmark(seismic interpretation system), underground geological structures are abstracted into mechanical models which can reflect actual situations and facilitate their computation and analyses.Given the importance of model building, further processing methods about traditional seismic interpretation results from Landmark should be studied and the processed result can then be directly used in numerical simulation computations.Through this data conversion procedure, Landmark and FLAC(the international general stress software) are seamlessly connected.Thus, the format conversion between the two systems and the pre-and post-processing in simulation computation is realized.A practical application indicates that this method has many advantages such as simple operation, high accuracy of the element subdivision and high speed, which may definitely satisfy the actual needs of floor grid cutting. 展开更多
关键词 seismic interpretation numerical simulation PRE-PROCESSING post-processing COUPLING
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Development of a Post-Processing Automation Procedure for the GPS-Based Travel Time Data Collection Technique 被引量:2
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作者 Laura Berzina Ardeshir Faghri +1 位作者 Morteza Tabatabaie Shourijeh Mingxin Li 《Journal of Transportation Technologies》 2014年第1期63-71,共9页
The travel time data collection method is used to assist the congestion management. The use of traditional sensors (e.g. inductive loops, AVI sensors) or more recent Bluetooth sensors installed on major roads for coll... The travel time data collection method is used to assist the congestion management. The use of traditional sensors (e.g. inductive loops, AVI sensors) or more recent Bluetooth sensors installed on major roads for collecting data is not sufficient because of their limited coverage and expensive costs for installation and maintenance. Application of the Global Positioning Systems (GPS) in travel time and delay data collections is proven to be efficient in terms of accuracy, level of details for the data and required data collection of man-power. While data collection automation is improved by the GPS technique, human errors can easily find their way through the post-processing phase, and therefore data post-processing remains a challenge especially in case of big projects with high amount of data. This paper introduces a stand-alone post-processing tool called GPS Calculator, which provides an easy-to-use environment to carry out data post-processing. This is a Visual Basic application that processes the data files obtained in the field and integrates them into Geographic Information Systems (GIS) for analysis and representation. The results show that this tool obtains similar results to the currently used data post-processing method, reduces the post-processing effort, and also eliminates the need for the second person during the data collection. 展开更多
关键词 Global POSITIONING Systems (GPS) post-processing Tool VBA GIS KALMAN Filter
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A study on fast post-processing massive data of casting numerical simulation on personal computers 被引量:1
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作者 Chen Tao Liao Dunming +1 位作者 Pang Shenyong Zhou Jianxin 《China Foundry》 SCIE CAS 2013年第5期321-324,共4页
When castings become complicated and the demands for precision of numerical simulation become higher,the numerical data of casting numerical simulation become more massive.On a general personal computer,these massive ... When castings become complicated and the demands for precision of numerical simulation become higher,the numerical data of casting numerical simulation become more massive.On a general personal computer,these massive numerical data may probably exceed the capacity of available memory,resulting in failure of rendering.Based on the out-of-core technique,this paper proposes a method to effectively utilize external storage and reduce memory usage dramatically,so as to solve the problem of insufficient memory for massive data rendering on general personal computers.Based on this method,a new postprocessor is developed.It is capable to illustrate filling and solidification processes of casting,as well as thermal stess.The new post-processor also provides fast interaction to simulation results.Theoretical analysis as well as several practical examples prove that the memory usage and loading time of the post-processor are independent of the size of the relevant files,but the proportion of the number of cells on surface.Meanwhile,the speed of rendering and fetching of value from the mouse is appreciable,and the demands of real-time and interaction are satisfied. 展开更多
关键词 casting numerical simulation massive data fast post-processing
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A method of line spectrum extraction based on target radiated spectrum feature and its post-processing 被引量:2
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作者 DAI Wenshu ZHENG Enming BAO Kaikai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第6期1381-1393,共13页
To improve the ability of detecting underwater targets under strong wideband interference environment,an efficient method of line spectrum extraction is proposed,which fully utilizes the feature of the target spectrum... To improve the ability of detecting underwater targets under strong wideband interference environment,an efficient method of line spectrum extraction is proposed,which fully utilizes the feature of the target spectrum that the high intense and stable line spectrum is superimposed on the wide continuous spectrum.This method modifies the traditional beam forming algorithm by calculating and fusing the beam forming results at multi-frequency band and multi-azimuth interval,showing an excellent way to extract the line spectrum when the interference and the target are not in the same azimuth interval simultaneously.Statistical efficiency of the estimated azimuth variance and corresponding power of the line spectrum band depends on the line spectra ratio(LSR)of the line spectrum.The change laws of the output signal to noise ratio(SNR)with the LSR,the input SNR,the integration time and the filtering bandwidth of different algorithms bring the selection principle of the critical LSR.As the basis,the detection gain of wideband energy integration and the narrowband line spectrum algorithm are theoretically analyzed.The simulation detection gain demonstrates a good match with the theoretical model.The application conditions of all methods are verified by the receiver operating characteristic(ROC)curve and experimental data from Qiandao Lake.In fact,combining the two methods for target detection reduces the missed detection rate.The proposed post-processing method in2-dimension with the Kalman filter in the time dimension and the background equalization algorithm in the azimuth dimension makes use of the strong correlation between adjacent frames,could further remove background fluctuation and improve the display effect. 展开更多
关键词 towed linear array sonar target radiated noise spectrum line spectra level ratio(LSR) receiver operating characteristic(ROC)curve post-processing
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Improved Sinusoid Analysis and Post-Processing in Parametric Audio Coding
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作者 周宏 陈健 《Journal of Shanghai Jiaotong university(Science)》 EI 2003年第2期163-168,共6页
This paper proposed improvements to the low bit rate parametric audio coder with sinusoid model as its kernel. Firstly, we propose a new method to effectively order and select the perceptually most important sinusoids... This paper proposed improvements to the low bit rate parametric audio coder with sinusoid model as its kernel. Firstly, we propose a new method to effectively order and select the perceptually most important sinusoids. The sinusoid which contributes most to the reduction of overall NMR is chosen. Combined with our improved parametric psychoacoustic model and advanced peak riddling techniques, the number of sinusoids required can be greatly reduced and the coding efficiency can be greatly enhanced. A lightweight version is also given to reduce the amount of computation with only little sacrifice of performance. Secondly, we propose two enhancement techniques for sinusoid synthesis: bandwidth enhancement and line enhancement. With little overhead, the effective bandwidth can be extended one more octave; the timbre tends to sound much brighter, thicker and more beautiful. 展开更多
关键词 parametric audio coding SINUSOID post-processing
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SNR and RSSI Based an Optimized Machine Learning Based Indoor Localization Approach:Multistory Round Building Scenario over LoRa Network 被引量:1
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作者 Muhammad Ayoub Kamal Muhammad Mansoor Alam +1 位作者 Aznida Abu Bakar Sajak Mazliham Mohd Su’ud 《Computers, Materials & Continua》 SCIE EI 2024年第8期1927-1945,共19页
In situations when the precise position of a machine is unknown,localization becomes crucial.This research focuses on improving the position prediction accuracy over long-range(LoRa)network using an optimized machine ... In situations when the precise position of a machine is unknown,localization becomes crucial.This research focuses on improving the position prediction accuracy over long-range(LoRa)network using an optimized machine learning-based technique.In order to increase the prediction accuracy of the reference point position on the data collected using the fingerprinting method over LoRa technology,this study proposed an optimized machine learning(ML)based algorithm.Received signal strength indicator(RSSI)data from the sensors at different positions was first gathered via an experiment through the LoRa network in a multistory round layout building.The noise factor is also taken into account,and the signal-to-noise ratio(SNR)value is recorded for every RSSI measurement.This study concludes the examination of reference point accuracy with the modified KNN method(MKNN).MKNN was created to more precisely anticipate the position of the reference point.The findings showed that MKNN outperformed other algorithms in terms of accuracy and complexity. 展开更多
关键词 Indoor localization MKNN LoRa machine learning classification RSSI snr localization
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A Post-Processing Algorithm for Boosting Contrast of MRI Images
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作者 B.Priestly Shan O.Jeba Shiney +3 位作者 Sharzeel Saleem V.Rajinikanth Atef Zaguia Dilbag Singh 《Computers, Materials & Continua》 SCIE EI 2022年第8期2749-2763,共15页
Low contrast of Magnetic Resonance(MR)images limits the visibility of subtle structures and adversely affects the outcome of both subjective and automated diagnosis.State-of-the-art contrast boosting techniques intole... Low contrast of Magnetic Resonance(MR)images limits the visibility of subtle structures and adversely affects the outcome of both subjective and automated diagnosis.State-of-the-art contrast boosting techniques intolerably alter inherent features of MR images.Drastic changes in brightness features,induced by post-processing are not appreciated in medical imaging as the grey level values have certain diagnostic meanings.To overcome these issues this paper proposes an algorithm that enhance the contrast of MR images while preserving the underlying features as well.This method termed as Power-law and Logarithmic Modification-based Histogram Equalization(PLMHE)partitions the histogram of the image into two sub histograms after a power-law transformation and a log compression.After a modification intended for improving the dispersion of the sub-histograms and subsequent normalization,cumulative histograms are computed.Enhanced grey level values are computed from the resultant cumulative histograms.The performance of the PLMHE algorithm is comparedwith traditional histogram equalization based algorithms and it has been observed from the results that PLMHE can boost the image contrast without causing dynamic range compression,a significant change in mean brightness,and contrast-overshoot. 展开更多
关键词 Contrast enhancement histogram equalisation image quality magnetic resonance imaging medical image analysis post-processing
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Hybrid Post-Processing Procedure for Displacement-Based Plane Elements
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作者 Xiaoming Chen Song Cen +1 位作者 Jianyun Sun Yungui Li 《Journal of Applied Mathematics and Physics》 2013年第6期15-19,共5页
In the analysis of high-rise building, traditional displacement-based plane elements are often used to get the in-plane internal forces of the shear walls by stress integration. Limited by the singular problem produce... In the analysis of high-rise building, traditional displacement-based plane elements are often used to get the in-plane internal forces of the shear walls by stress integration. Limited by the singular problem produced by wall holes and the loss of precision induced by using differential method to derive strains, the displacement-based elements cannot always present accuracy enough for design. In this paper, the hybrid post-processing procedure based on the Hellinger-Reissner variational principle is used for improving the stress precision of two quadrilateral plane elements. In order to find the best stress field, three different forms are assumed for the displacement-based plane elements and with drilling DOF. Numerical results show that by using the proposed method, the accuracy of stress solutions of these two displacement-based plane elements can be improved. 展开更多
关键词 FINITE ELEMENT Displacement-Based PLANE ELEMENT HYBRID post-processing PROCEDURE
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面向通信SNR增强的RIS三维空间位置部署研究 被引量:1
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作者 郭歆莹 田高峰 《无线电工程》 2024年第6期1462-1469,共8页
针对可重构智能表面(Reconfigurable Intelligent Surface,RIS)辅助无线通信系统存在“双衰落效应”问题,提出了一种RIS位置部署优化方法。建立了符合实际应用场景的RIS辅助无线通信系统模型,该模型考虑RIS可部署在三维空间中任意位置... 针对可重构智能表面(Reconfigurable Intelligent Surface,RIS)辅助无线通信系统存在“双衰落效应”问题,提出了一种RIS位置部署优化方法。建立了符合实际应用场景的RIS辅助无线通信系统模型,该模型考虑RIS可部署在三维空间中任意位置。以最大化用户接收信噪比(Signal to Noise Ratio,SNR)为目标,通过数值分析三维空间中基站、RIS和用户之间的相对位置关系,理论推导出RIS最优部署位置的闭式解。仿真实验结果表明,将RIS部署在通过数值分析方法获取的最优位置处,提高了实际应用场景下RIS辅助无线通信系统中的用户接收SNR。 展开更多
关键词 可重构智能表面 三维空间 最优位置部署 用户接收信噪比
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对比剂双期双流法在陈旧性心肌梗死患者心脏磁共振“一站式”检查流程的应用研究
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作者 李爽 孙峥 +4 位作者 赵丽 刘志 王梓迪 霍光研 卢洁 《中国医学装备》 2025年第6期45-49,共5页
目的:基于对比增强(CE)心脏磁共振(CMR)高压团注压力曲线分析,探究不同对比剂注射方法对CMR图像质量的影响,进一步优化“一站式”检查流程。方法:收集2023年12月至2024年12月首都医科大学宣武医院收治的70例陈旧性心肌梗死患者,以随机... 目的:基于对比增强(CE)心脏磁共振(CMR)高压团注压力曲线分析,探究不同对比剂注射方法对CMR图像质量的影响,进一步优化“一站式”检查流程。方法:收集2023年12月至2024年12月首都医科大学宣武医院收治的70例陈旧性心肌梗死患者,以随机简单化方法将其分为观察组和对照组,每组35例。观察组采用双期双流钆对比剂注射(以4和2 ml/s依次进行两段团注),对照组采用单期双流注射(以4 ml/s仅进行1次团注),绘制动态压力时间曲线,比较两种注射方法团注总剂量和压力峰值。收集两组注射对比剂后的残余液体样本,将10、20和30 ml的残余液分别导出后,使用T1 mapping序列采集T1信号强度值进行比较。比较两组患者左心室血池、梗死心肌及远端心肌的信噪比(SNR),梗死心肌与血池、远端心肌与血池间的对比噪声比(CNR)。结果:观察组与对照组团注总剂量比较差异无统计学意义(P>0.05)。观察组与对照组对比剂注射方案的团注压力峰值分别为(87.4±11.3)和(104.0±20.1)磅力/平方英寸(PSI),两组比较差异具有统计学意义(t=5.81,P<0.05)。观察组残余液体10和20 ml样本T1信号强度值分别为1984.43±70.26和2190.56±195.96,对照组残余液体10和20 ml样本T1信号强度值分别为1203.36±184.99和2884.64±349.39,两组比较差异均有统计学意义(t=-3.57、6.03,P<0.05);观察组残余液体30 ml样本的T1信号强度值为4371.75±75.16,对照组残余液体30 ml样本的T1信号强度值为4261.86±110.68,两组比较差异无统计学意义(P>0.05)。观察组血池SNR为(4.88±1.01),低于对照组的(8.25±1.36),两组比较差异有统计学意义(t=6.11,P<0.05)。两组梗死心肌与血池、远端心肌与血池的CNR比较,差异有统计学意义(t=-4.79、-5.39,P<0.05)。结论:以双期双流法高压团注对比剂不仅可探查对比剂外渗时间窗,还可提升CMR图像SNR和CNR,进一步优化CMR检查流程。 展开更多
关键词 双期双流 心脏磁共振(CMR) 钆对比剂 信噪比(snr) 对比噪声比(CNR)
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水下舰艇扩频通信体制研究
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作者 李尧 赵健康 龙海辉 《现代电子技术》 北大核心 2025年第1期107-111,共5页
水下舰艇通信采用的水声通信方式在长距离传输中信号衰减严重,且因为隐蔽性需求信号功率受限,叠加受到多径干扰和海洋背景噪声干扰,通信误码率较高。为此,提出水下舰艇扩频通信体制研究。设计扩频通信体制,利用扩频通信体制拓宽传输带宽... 水下舰艇通信采用的水声通信方式在长距离传输中信号衰减严重,且因为隐蔽性需求信号功率受限,叠加受到多径干扰和海洋背景噪声干扰,通信误码率较高。为此,提出水下舰艇扩频通信体制研究。设计扩频通信体制,利用扩频通信体制拓宽传输带宽,提升远距离衰减下的通信信噪比;采用类白噪声的伪随机码m序列和OPS序列作为扩频码组建编码序列集,解决白噪声干扰、多径干扰和码分多址的问题。测试结果表明:同等条件下,采用m序列的扩频通信结果更优,可以实现-25 dB下误码率低于1%的可靠通信。经过该方法调制后,剔除了噪声干扰和多径干扰,增强了衰减的高频信号,解决了水下通信远距离衰减、多径干扰、背景噪声干扰等问题。 展开更多
关键词 水下舰艇通信 扩频通信 M序列 OPS序列 误码率 信噪比
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结合质量控制与频间偏差改正的GNSS-IR海面高度反演 被引量:1
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作者 侯金华 贺凯飞 +1 位作者 石文文 王硕 《武汉大学学报(信息科学版)》 北大核心 2025年第10期2013-2024,共12页
全球导航卫星系统(global navigation satellite system,GNSS)干涉反射测量(interferometric reflectometry,IR)技术已被证实可用于海面测高。为提升GNSS-IR海面高度反演精度,在常用信噪比(signal-to-noise ratio,SNR)频谱质量控制方法... 全球导航卫星系统(global navigation satellite system,GNSS)干涉反射测量(interferometric reflectometry,IR)技术已被证实可用于海面测高。为提升GNSS-IR海面高度反演精度,在常用信噪比(signal-to-noise ratio,SNR)频谱质量控制方法的基础上,提出考虑频谱峰值尖锐程度的质量控制新方法,联合对初始反演结果进行质量控制;利用质量控制新方法定权与频间偏差改正建立顾及频间偏差的二阶动态海面改正模型,实现对初始反演结果的多频多系统数据融合与误差改正。通过处理美国SC02和中国香港HKQT两个测站GNSS数据,实验结果表明:使用了质量控制新方法可有效控制粗差出现,较未使用前精度普遍提升1 cm以上;使用顾及频间偏差的二阶动态海面改正模型对初始反演结果进行处理,反演精度提升3 cm以上,在观测环境、数据质量良好的情况下,GNSS-IR海面高度反演精度可达厘米级,但在风速超过20 m/s情况下,反演结果较差;在较大时间窗条件下,所建模型比一阶模型具有更优的动态海面改正效果,反演精度则比未顾及频间偏差模型有明显提升。 展开更多
关键词 GNSS-IR snr 海面高度 质量控制 频间偏差 动态海面改正
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基于多任务学习的通用滤波多载波调制识别与信噪比估计
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作者 张天骐 吴云戈 +1 位作者 吴仙越 李春运 《电讯技术》 北大核心 2025年第8期1213-1220,共8页
非协作通信通用滤波多载波(Universal Filtered Multi-carrier,UFMC)信号子载波所存在的调制识别以及信噪比估计问题有待解决,但目前研究只针对于单一任务。对此,提出一种利用多任务学习框架的神经网络模型,同时解决调制识别以及信噪比... 非协作通信通用滤波多载波(Universal Filtered Multi-carrier,UFMC)信号子载波所存在的调制识别以及信噪比估计问题有待解决,但目前研究只针对于单一任务。对此,提出一种利用多任务学习框架的神经网络模型,同时解决调制识别以及信噪比估计任务。首先得到UFMC系统接收端信号,求解出信号同相正交分量作为输入特征;接着在多任务学习框架上构建神经网络,采用的神经网络是将卷积神经网络与长短时记忆网络串联;最后利用上述模型对两个任务进行联合求解。实验结果表明,所构建多任务学习模型性能优于单任务学习,在信噪比为0 dB时,子载波调制识别准确率提升7.71%,信噪比估计均方误差减小45.6%。 展开更多
关键词 通用滤波多载波(UFMC) 调制识别 信噪比估计 多任务学习 神经网络
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基于形态与斜率特征的心电信号质量估计方法
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作者 张煜 许志 +4 位作者 余新明 宋晋忠 曹中平 熊凌浩 轩永 《航天医学与医学工程》 2025年第3期225-229,共5页
目的 较高的运动负荷强度与严重的噪声干扰容易导致心电信号质量变差。低质量信号容易引起误报警、监护不力、评估不准确甚至诊断错误。心电信号质量的定量评估是实现自动化的心电降噪与心脏疾病诊断的基础。方法 本研究分别对心拍形态... 目的 较高的运动负荷强度与严重的噪声干扰容易导致心电信号质量变差。低质量信号容易引起误报警、监护不力、评估不准确甚至诊断错误。心电信号质量的定量评估是实现自动化的心电降噪与心脏疾病诊断的基础。方法 本研究分别对心拍形态相似性、心电斜率特征进行统计分析,得到基于相似性的信号质量指数(rSQI)与基于斜率的信号质量指数(kSQI)。结果 经MIT-BIH噪声干扰数据库测试,rSQI与kSQI均随心电信噪比的降低而减小,均能够反映心电信号质量。心拍形态相似性基于心电波形的“准周期”特性,通过互相关方法计算,运算量大,但精度高,且为逐拍参数;斜率法不需要QRS波群检测,斜率计算简单且实时性高,但其灵敏性低于相似法,且为统计参数。结论 两种方法均适于心电信号质量的定量评估;斜率法的优势在于简单、计算方便,但相似法更准确、稳健。 展开更多
关键词 心电信号 信噪比 信号质量指数 心电信号质量估计 心拍波形相似性
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低成本GNSS多路径反射测高方法 被引量:1
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作者 周威 黄良珂 +1 位作者 赵兴旺 李文魁 《全球定位系统》 2025年第2期14-21,37,共9页
当前移动智能设备的普及有助于GNSS遥感研究的发展与应用.针对经典GNSS反射遥感技术高硬件需求及低成本天线易受噪声干扰的问题,提出一种适用于Android智能手机的高精度全球导航卫星系统多路径反射(Global Navigation Satellite System ... 当前移动智能设备的普及有助于GNSS遥感研究的发展与应用.针对经典GNSS反射遥感技术高硬件需求及低成本天线易受噪声干扰的问题,提出一种适用于Android智能手机的高精度全球导航卫星系统多路径反射(Global Navigation Satellite System Multipath Reflectometry,GNSS-MR)测高算法.该测高算法以iQOO Neo 3(IN3)和Xiaomi 8手机的多卫星系统信噪比(signal-to-noise ratio,SNR)数据为数据源,采用离散小波分解算法,获取多尺度的高频信号系数.接着,建立一种基于非线性最小二乘拟合的波形频率提取方法,进而反演地表高度.最后,将估测的高度信息与参考值对比,验证新算法的有效性.结果表明,噪声信号是影响智能手机GNSS-MR测高性能的关键因素之一.GPS和BDS卫星测高值的均方根误差(root mean square error,RMSE)均低于10 cm,且稳定性优于其它单系统反演结果.与测量型接收机相比,智能手机在信号弧段的有效范围方面具有一定的优势,可为开发低成本陆基GNSS-MR测高设备提供基础理论依据. 展开更多
关键词 Android智能手机 全球导航卫星系统多路径反射(GNSS-MR) 信噪比(snr) 小波分解 高度反演
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