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Multi-Time Scale Optimal Scheduling of a Photovoltaic Energy Storage Building System Based on Model Predictive Control
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作者 Ximin Cao Xinglong Chen +2 位作者 He Huang Yanchi Zhang Qifan Huang 《Energy Engineering》 EI 2024年第4期1067-1089,共23页
Building emission reduction is an important way to achieve China’s carbon peaking and carbon neutrality goals.Aiming at the problem of low carbon economic operation of a photovoltaic energy storage building system,a ... Building emission reduction is an important way to achieve China’s carbon peaking and carbon neutrality goals.Aiming at the problem of low carbon economic operation of a photovoltaic energy storage building system,a multi-time scale optimal scheduling strategy based on model predictive control(MPC)is proposed under the consideration of load optimization.First,load optimization is achieved by controlling the charging time of electric vehicles as well as adjusting the air conditioning operation temperature,and the photovoltaic energy storage building system model is constructed to propose a day-ahead scheduling strategy with the lowest daily operation cost.Second,considering inter-day to intra-day source-load prediction error,an intraday rolling optimal scheduling strategy based on MPC is proposed that dynamically corrects the day-ahead dispatch results to stabilize system power fluctuations and promote photovoltaic consumption.Finally,taking an office building on a summer work day as an example,the effectiveness of the proposed scheduling strategy is verified.The results of the example show that the strategy reduces the total operating cost of the photovoltaic energy storage building system by 17.11%,improves the carbon emission reduction by 7.99%,and the photovoltaic consumption rate reaches 98.57%,improving the system’s low-carbon and economic performance. 展开更多
关键词 Load optimization model predictive control multi-time scale optimal scheduling photovoltaic consumption photovoltaic energy storage building
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Multi-time scale analysis of precipitation variation in Guyuan, China:1957-2005 被引量:1
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作者 Liu Delin Li Bicheng 《Ecological Economy》 2008年第4期512-518,共7页
Morlet wavelet transformation is used in this paper to analyze the multi time scale characteristics of pre cipitation data series from 1957 to 2005 in Guyuan region.The results showed that(1) the annual precipitation ... Morlet wavelet transformation is used in this paper to analyze the multi time scale characteristics of pre cipitation data series from 1957 to 2005 in Guyuan region.The results showed that(1) the annual precipitation evo lution process had obvious multi time scale variation characteristics of 15 25 years,7 12 years and 3 6 years,and different time scales had different oscillation energy densities;(2) the periods at smaller time scales changed more frequently,which often nested in a biggish quasi periodic oscillations,so the concrete time domain should be ana lyzed if necessary;(3) the precipitation had three main periods(22 year,9 year and 4 year) and the 22 year period was especially outstanding,and the analysis of this main period reveals that the precipitation would be in a relative high water period until about 2012. 展开更多
关键词 Precipitation variation multi-time scale Wavelet analysis Guyuan region Loess Plateau
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Multitime scale variations of sea surface temperature in the China seas based on the HadISST dataset 被引量:15
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作者 JIN Qihua WANG Hui 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2011年第4期14-23,共10页
The variability of the sea surface temperature(SST) in the China seas has been studied in seasonal,interannual and interdecadal scales based on the monthly data of HadISST spanning from 1870 to 2007. The main result... The variability of the sea surface temperature(SST) in the China seas has been studied in seasonal,interannual and interdecadal scales based on the monthly data of HadISST spanning from 1870 to 2007. The main results obtained are SST in the China offshore changes most actively at the seasonal scale with the intensity diminishing from north to south,as the temperature differences between summer and winter reaching 17 and 4 C in the northern and southern areas,respectively. Moreover,seasonal variation near the coastal regions seems relatively stronger than that far from the coastline;significant interannual variations are detected,with the largest positive anomaly occurring in 1998 in the overall area. But as far as different domains are concerned,there exists great diversity,and the difference is also found between winter and summer. Differed from the seasonal variations,where the strongest interannual variability takes place,resides to the south of that of the seasonal ones in the northern section,nevertheless in the South China Sea,the most significant interannual variability is found in the deep basin;interdecadal changes of summer,winter and annual mean SST in different domains likewise present various features. In addition,a common dominant warming in recent 20 a are found in the overall China offshore with the strongest center located in the vicinity of the Changjiang Estuary in the East China Sea,which intensifies as high as 1.3 C during the past 130 a. 展开更多
关键词 China seas sea surface temperature multitime scale variations
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Low-carbon generation expansion planning considering uncertainty of renewable energy at multi-time scales 被引量:16
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作者 Yuanze Mi Chunyang Liu +2 位作者 Jinye Yang Hengxu Zhang Qiuwei Wu 《Global Energy Interconnection》 EI CAS CSCD 2021年第3期261-272,共12页
With the development of carbon electricity,achieving a low-carbon economy has become a prevailing and inevitable trend.Improving low-carbon expansion generation planning is critical for carbon emission mitigation and ... With the development of carbon electricity,achieving a low-carbon economy has become a prevailing and inevitable trend.Improving low-carbon expansion generation planning is critical for carbon emission mitigation and a lowcarbon economy.In this paper,a two-layer low-carbon expansion generation planning approach considering the uncertainty of renewable energy at multiple time scales is proposed.First,renewable energy sequences considering the uncertainty in multiple time scales are generated based on the Copula function and the probability distribution of renewable energy.Second,a two-layer generation planning model considering carbon trading and carbon capture technology is established.Specifically,the upper layer model optimizes the investment decision considering the uncertainty at a monthly scale,and the lower layer one optimizes the scheduling considering the peak shaving at an hourly scale and the flexibility at a 15-minute scale.Finally,the results of different influence factors on low-carbon generation expansion planning are compared in a provincial power grid,which demonstrate the effectiveness of the proposed model. 展开更多
关键词 Renewable energy multi-time scales UNCERTAINTY Low-carbon Generation planning
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Bio-Inspired Optimal Dispatching of Wind Power Consumption Considering Multi-Time Scale Demand Response and High-Energy Load Participation 被引量:1
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作者 Peng Zhao Yongxin Zhang +2 位作者 Qiaozhi Hua Haipeng Li Zheng Wen 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第2期957-979,共23页
Bio-inspired computer modelling brings solutions fromthe living phenomena or biological systems to engineering domains.To overcome the obstruction problem of large-scale wind power consumption in Northwest China,this ... Bio-inspired computer modelling brings solutions fromthe living phenomena or biological systems to engineering domains.To overcome the obstruction problem of large-scale wind power consumption in Northwest China,this paper constructs a bio-inspired computer model.It is an optimal wind power consumption dispatching model of multi-time scale demand response that takes into account the involved high-energy load.First,the principle of wind power obstruction with the involvement of a high-energy load is examined in this work.In this step,highenergy load model with different regulation characteristics is established.Then,considering the multi-time scale characteristics of high-energy load and other demand-side resources response speed,a multi-time scale model of coordination optimization is built.An improved bio-inspired model incorporating particle swarm optimization is applied to minimize system operation and wind curtailment costs,as well as to find the most optimal energy configurationwithin the system.Lastly,we take an example of regional power grid in Gansu Province for simulation analysis.Results demonstrate that the suggested scheduling strategy can significantly enhance the wind power consumption level and minimize the system’s operational cost. 展开更多
关键词 Biological system multi-time scale wind power consumption demand response bio-inspired computermodelling particle swarm optimization
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IMPACT OF LARGE-SCALE CIRCULATION ON THE INTERDECADAL VARIATIONS OF THE WESTERN NORTH PACIFIC TROPICAL CYCLONE 被引量:1
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作者 卢秋珍 胡邦辉 +1 位作者 王举 张勇 《Journal of Tropical Meteorology》 SCIE 2008年第1期81-84,共4页
Based on the annual frequency data of tropical cyclones from 1960 to 2005 and by the polynomial fit and statistical analysis, this work has discovered that TC activity in the 46a exhibits significant decadal-scale var... Based on the annual frequency data of tropical cyclones from 1960 to 2005 and by the polynomial fit and statistical analysis, this work has discovered that TC activity in the 46a exhibits significant decadal-scale variability. It has two high frequency periods (HFP) and two low frequency periods (LFP). Significant differences in the number of TCs between HFP and LFP are found in active TC seasons from July to October. Differences of large-scale circulation during HFP and LFP have been investigated with NCEP/NOAA data for the season. In HFP, the condition includes not only higher sea surface temperature, lower sea level pressure, larger divergence of upper air, larger relative vorticity at low levels and smaller vertical shear, but also 500-hPa wind vector being more available for TC activity and moving to western North Pacific, the position of the subtropical anticyclone over the western Pacific shifting more northward, and South Asian Anticyclone at 100-hPa being much smaller than that in LFP. The precipitation of western North Pacific has no clear influence on TC activity. 展开更多
关键词 western North Pacific TC FREQUENCY interdecadal variation large scale circulation
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Multi-scale temperature variations and their regional differences in China during the Medieval Climate Anomaly 被引量:1
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作者 HAO Zhixin WU Maowei +2 位作者 LIU Yang ZHANG Xuezhen ZHENG Jingyun 《Journal of Geographical Sciences》 SCIE CSCD 2020年第1期119-130,共12页
The Medieval Climate Anomaly(MCA,AD950-1250)is the most recent warm period lasting for several hundred years and is regarded as a reference scenario when studying the impact of and adaptation to global and regional wa... The Medieval Climate Anomaly(MCA,AD950-1250)is the most recent warm period lasting for several hundred years and is regarded as a reference scenario when studying the impact of and adaptation to global and regional warming.In this study,we investigated the characteristics of temperature variations on decadal-centennial scales during the MCA for four regions(Northeast,Northwest,Central-east,and Tibetan Plateau)in China,based on high-resolution temperature reconstructions and related warm-cold records from historical documents.The ensemble empirical mode decomposition method is used to analyze the time series.The results showed that for China as a whole,the longest warm period during the last 2000 years occurred in the 10th-13th centuries,although there were multi-decadal cold intervals in the middle to late 12th century.However,in the beginning and ending decades,warm peaks and phases on the decadal scale of the MCA for different regions were not consistent with each other.On the inter-decadal scale,regional temperature variations were similar from 950 to 1130;moreover,their amplitudes became smaller,and the phases did not agree well from 1130 to 1250.On the multi-decadal to centennial scale,all four regions began to warm in the early 10th century and experienced two cold intervals during the MCA.However,the Northwest and Central-east China were in step with each other while the warm periods in the Northeast China and Tibetan Plateau ended about 40-50 years earlier.On the multi-centennial scale,the mean temperature difference between the MCA and Little Ice Age was significant in Northeast and Central-east China but not in the Northwest China and Tibetan Plateau.Compared to the mean temperature of the 20th century,a comparable warmth in the MCA was found in the Central-east China,but there was a little cooling in Northeast China;meanwhile,there were significantly lower temperatures in Northwest China and Tibetan Plateau. 展开更多
关键词 China multi-scale variations TEMPERATURE Medieval Climate Anomaly
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Interdecadal Variations of Phase Delays Between Two Nino Indices at Different Time Scales
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作者 卞建春 杨培才 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2005年第1期122-125,共4页
Phase delays between two Nino indices-sea surface temperatures in Nino regions 1+2 and 3.4 (1950-2001)-at different time scales are detected by wavelet analysis. Analysis results show that there are two types of perio... Phase delays between two Nino indices-sea surface temperatures in Nino regions 1+2 and 3.4 (1950-2001)-at different time scales are detected by wavelet analysis. Analysis results show that there are two types of period bifurcations in the Nino indices and that period bifurcation points exist only in the region where the wavelet power is small. Interdecadal variation features of phase delays between the two indices vary with different time scales. In the periods of 40-72 months, the phase delay changes its sign in 1977: Nino 1+2 indices are 2-4 months earlier than Nino 3.4 indices before 1977, but 3-6 months later afterwards. In the periods of 20-40 months, however, the phase delay changes its sign in another way: Nino 1+2 indices are 1-4 months earlier before 1980 and during 1986-90, but 1-4 months later during 1980-83 and 1993-2001. 展开更多
关键词 period bifurcations different time scales phase delay interdecadal variation
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Research on multi-time scale doubly-fed wind turbine test system based on FPGA+CPU heterogeneous calculation
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作者 Qing Mu Xing Zhang +3 位作者 Xiaoxin Zhou Xiaowei Fan Yingmei Liu Dongbo Pan 《Global Energy Interconnection》 2019年第1期7-18,共12页
As the proportion of renewable energy increases, the interaction between renewable energy devices and the grid continues to enhance. Therefore, the renewable energy dynamic test in a power system has become more and m... As the proportion of renewable energy increases, the interaction between renewable energy devices and the grid continues to enhance. Therefore, the renewable energy dynamic test in a power system has become more and more important. Traditional dynamic simulation systems and digital-analog hybrid simulation systems are difficult to compromise on the economy, flexibility and accuracy. A multi-time scale test system of doubly fed induction generator based on FPGA+ CPU heterogeneous calculation is proposed in this paper. The proposed test system is based on the ADPSS simulation platform. The power circuit part of the test system is setup up using the EMT(electromagnetic transient simulation) simulation, and the control part uses the actual physical devices. In order to realize the close-loop testing for the physical devices, the power circuit must be simulated in real-time. This paper proposes a multi-time scale simulation algorithm, in which the decoupling component divides the power circuit into a large time scale system and a small time scale system in order to reduce computing effort. This paper also proposes the FPGA+CPU heterogeneous computing architecture for implementing this multitime scale simulation. In FPGA, there is a complete small time-scale EMT engine, which support the flexibly circuit modeling with any topology. Finally, the test system is connected to an DFIG controller based on Labview to verify the feasibility of the test system. 展开更多
关键词 Renewable energy gen erati on DOUBLY fed in duction generator ADPSS simulati on SYSTEM Wind turbine test SYSTEM multi-time scale FPGA+CPU
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Variational Assimilation of GPS Precipitable Water Vapor and Hourly Rainfall Observations for a Meso-βScale Heavy Precipitation Event During the 2002 Mei-Yu Season 被引量:2
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作者 张盟 倪允琪 张福青 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2007年第3期509-526,共18页
Recent advances in Global Positioning System (GPS) remote sensing technology allow for a direct estimation of the precipitable water vapor (PWV) from delayed signals transmitted by GPS satellites, which can be ass... Recent advances in Global Positioning System (GPS) remote sensing technology allow for a direct estimation of the precipitable water vapor (PWV) from delayed signals transmitted by GPS satellites, which can be assimilated into numerical models with four-dimensional variational (4DVAR) data assimilation. A mesoscale model and its 4DVAR system are used to access the impacts of assimilating GPS-PWV and hourly rainfall observations on the short-range prediction of a heavy rainfall event on 20 June 2002. The heavy precipitation was induced by a sequence of meso-β-scale convective systems (MCS) along the mei-yu front in China. The experiments with GPS-PWV assimilation cluster and also eliminated the erroneous rainfall successfully simulated the evolution of the observed MCS systems found in the experiment without 4DVAR assimilation. Experiments with hourly rainfall assimilation performed similarly both on the prediction of MCS initiation and the elimination of erroneous systems, however the MCS dissipated much sooner than it did in observations. It is found that the assimilation-induced moisture perturbation and mesoscale low-level jet are helpful for the MCS generation and development. It is also discovered that spurious gravity waves may post serious limitations for the current 4DVAR algorithm, which would degrade the assimilation efficiency, especially for rainfall data. Sensitivity experiments with different observations, assimilation windows and observation weightings suggest that assimilating GPS-PWV can be quite effective, even with the assimilation window as short as 1 h. On the other hand, assimilating rainfall observations requires extreme cautions on the selection of observation weightings and the control of spurious gravity waves. 展开更多
关键词 GPS precipitable water vapor four-dimensional variational assimilation meso-β-scale con- vective system
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ANALYSIS OF THE RELATIONSHIP BETWEEN THE CHINA ANOMALOUS CLIMATE VARIATION AND ENSO CYCLE ON THE QUASI-FOUR-YEAR SCALE
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作者 朱艳峰 陈隆勋 宇如聪 《Journal of Tropical Meteorology》 SCIE 2004年第1期1-13,共13页
The relationship between the ENSO and abnormal variation of precipitation and temperature in China is investigated based on the monthly data. Firstly, interannual variability of precipitation and temperature are discu... The relationship between the ENSO and abnormal variation of precipitation and temperature in China is investigated based on the monthly data. Firstly, interannual variability of precipitation and temperature are discussed in different sub-areas using Rotational EOF (REOF). Then, the variation of precipitation and temperature in different phases of ENSO cycle is each investigated with Complex Singular Value Decomposition (CSVD). Results show that, during the period of El Nio, precipitation in the eastern China, especially in the northeastern China and Yangtze River valley, is much more than normal and is apt to flood. Precipitation in northern China and Huanghe River valley, especially in the middle reach of Huanghe River, is less than normal and is apt to be less. Precipitation in the Yangtze River valley is closely related to the SSTA in the central and eastern tropical Pacific on the QFO scale, and the precipitation variation lags behind SSTA by about 3 months. For the variation of surface temperature, during the period of El Nio, it is usually colder than normal in northeastern China, and in other regions, especially in the region of Great Bend of the Yellow River and southwestern China, is warmer than normal. The temperature in northeast China is closely associated with SSTA in eastern Pacific on the QFO scale and the surface temperature variation in the northeast China lags behind that of SSTA about 2 months. 展开更多
关键词 China anomalous climate variation ENSO cycle quasi-four-year scale
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The Impact of Model Based Offset Scaling Technique on the Amplitude Variation with Offset Responses from 3D Seismic Data Acquired from the Tano Basin, Offshore Ghana
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作者 Striggner Bedu-Addo Sylvester Kojo Danuor Aboagye Menyeh 《International Journal of Geosciences》 CAS 2024年第1期40-53,共14页
Amplitudes have been found to be a function of incident angle and offset. Hence data required to test for amplitude variation with angle or offset needs to have its amplitudes for all offsets preserved and not stacked... Amplitudes have been found to be a function of incident angle and offset. Hence data required to test for amplitude variation with angle or offset needs to have its amplitudes for all offsets preserved and not stacked. Amplitude Variation with Offset (AVO)/Amplitude Variation with Angle (AVA) is necessary to account for information in the offset/angle parameter (mode converted S-wave and P-wave velocities). Since amplitudes are a function of the converted S- and P-waves, it is important to investigate the dependence of amplitudes on the elastic (P- and S-waves) parameters from the seismic data. By modelling these effects for different reservoir fluids via fluid substitution, various AVO geobody classes present along the well and in the entire seismic cube can be observed. AVO analysis was performed on one test well (Well_1) and 3D pre-stack angle gathers from the Tano Basin. The analysis involves creating a synthetic model to infer the effect of offset scaling techniques on amplitude responses in the Tano basin as compared to the effect of unscaled seismic data. The spectral balance process was performed to match the amplitude spectra of all angle stacks to that of the mid (26°) stack on the test lines. The process had an effect primarily on the far (34° - 40°) stacks. The frequency content of these stacks slightly increased to match that of the near and mid stacks. In offset scaling process, the root mean square (RMS) amplitude comparison between the synthetic and seismic suggests that the amplitude of the far traces should be reduced relative to the nears by up to 16%. However, the exact scaler values depend on the time window considered. This suggests that the amplitude scaling with offset delivered from seismic processing is only approximately correct and needs to be checked with well synthetics and adjusted accordingly prior to use for AVO studies. The AVO attribute volumes generated were better at resolving anomalies on spectrally balanced and offset scaled data than data delivered from conventional processing. A typical class II AVO anomaly is seen along the test well from the cross-plot analysis and AVO attribute cube which indicates an oil filled reservoir. 展开更多
关键词 Amplitude variation with Offset (AVO) Model Based Offset Scaling Technique Tano Basin
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Performance of Kilometer-Scale CARAS Precipitation Product Against Ground-based Observations During 2008-2021 over Hubei,China
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作者 ZHU Chuan-dong LI Jin-xiao +5 位作者 LI Ma-jun HE Fei CHENG Chi CHEN Yu CHEN Cheng LIAO Jie 《Journal of Tropical Meteorology》 2024年第4期405-415,共11页
Based on rain gauge data during 2008-2021 from national meteorological observation stations,this study investigated the performance of the precipitation field from the 1-km-resolution version of the China Atmospheric ... Based on rain gauge data during 2008-2021 from national meteorological observation stations,this study investigated the performance of the precipitation field from the 1-km-resolution version of the China Atmospheric Realtime Analysis(CARAS)over Hubei from the perspective of climatology,multiple-time scale variations,as well as fusion accuracy and detection capability at multiple temporal scales.The results show that CARAS precipitation can reproduce the spatial distribution patterns of climatological seasonal precipitation and rainy days well over the whole of Hubei compared with observational(OBS)precipitation,albeit deviations exist between CARAS and OBS in terms of magnitude.Moreover,high correlation and consistency between CARAS and OBS can be found in multiple-time scale variations over Hubei,with correlation coefficients of interannual,seasonal,and diurnal variation generally exceeding 0.85,0.98,and 0.95,respectively.Furthermore,CARAS has a relatively higher fusion accuracy in summer and winter,and stronger/weaker detection capability in spring/winter at a daily scale.However,the detection capability of CARAS at an hourly scale is weaker than that at a daily scale.With different precipitation intensity levels considered,CARAS daily precipitation shows relatively higher fusion accuracy in estimating moderate and heavy rain,and better detection capability in capturing no rain events.The variations of accuracy metrics and detection metrics under different precipitation intensities at an hourly scale generally resemble those at a daily scale.However,CARAS precipitation at an hourly scale shows a relatively lower fusion accuracy and weaker detection capability compared with that at a daily scale.This paper provides an insight into the characteristics of systematic deviations in CARAS precipitation over Hubei,which will benefit relevant applications of CARAS in meteorological operations over Hubei and the improvement of CARAS in the future. 展开更多
关键词 China Atmospheric Realtime Analysis kilometer-scale precipitation CLIMATOLOGY multiple-time scale variations accuracy and detection capability
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融合变分图自编码器与局部-全局图网络的认知负荷脑电识别模型 被引量:1
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作者 周天彤 郑妍琪 +2 位作者 魏韬 戴亚康 邹凌 《计算机应用》 北大核心 2025年第6期1849-1857,共9页
针对认知负荷识别模型存在过于依赖手动特征提取、忽视脑电图(EEG)信号的空间信息和无法有效学习图结构数据的问题,提出一种融合变分图自编码器(VGAE)与局部-全局图网络(VLGGNet)的认知负荷EEG识别模型。该模型由时间学习模块和图形学... 针对认知负荷识别模型存在过于依赖手动特征提取、忽视脑电图(EEG)信号的空间信息和无法有效学习图结构数据的问题,提出一种融合变分图自编码器(VGAE)与局部-全局图网络(VLGGNet)的认知负荷EEG识别模型。该模型由时间学习模块和图形学习模块这2个部分组成。首先,使用时间学习模块通过多尺度时间卷积捕捉EEG信号的动态频率表示,并通过空间与通道重建卷积(SCConv)和1×1卷积核级联模块融合多尺度卷积提取的特征;其次,使用图形学习模块将EEG数据定义为局部-全局图,其中,局部图特征提取层将节点属性聚合到一个低维向量,全局图特征提取层通过VGAE重构图结构;最后,对全局图和节点特征向量执行轻量化图卷积操作,由全连接层输出预测结果。通过嵌套交叉验证,实验结果表明,在心算任务(MAT)数据集上,相较于次优的局部-全局图网络(LGGNet),VLGGNet的平均准确率(mAcc)和平均F1分数(mF1)分别提升了4.07和3.86个百分点;在同时任务EEG工作量(STEW)数据集上,相较于表现最好的多尺度时空卷积神经网络(TSception),VLGGNet的mAcc与TSception相同,mF1仅降低了0.01个百分点。可见VLGGNet提高了认知负荷分类的性能,也验证了前额叶和额叶区域与认知负荷状态密切相关。 展开更多
关键词 认知负荷 脑电信号 多尺度时间卷积 变分图自编码器 局部-全局图网络
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基于多尺度量化特征的视频异常行为检测算法
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作者 马建红 王亚辉 +1 位作者 靳岩 卫权岗 《郑州大学学报(理学版)》 北大核心 2025年第5期39-45,共7页
视频异常行为检测在监控安防领域具有很高的应用价值。针对生成视频帧的自编码器模型在编码器与解码器间进行跳跃连接时会导致异常信息泛化的问题,提出一种基于多尺度量化特征的视频异常行为检测算法。首先,编码器学习正常帧并分层进行... 视频异常行为检测在监控安防领域具有很高的应用价值。针对生成视频帧的自编码器模型在编码器与解码器间进行跳跃连接时会导致异常信息泛化的问题,提出一种基于多尺度量化特征的视频异常行为检测算法。首先,编码器学习正常帧并分层进行矢量量化,解码器根据量化后的特征进行视频帧生成,避免了编码器和解码器之间直接进行信息传递,显著降低了泛化影响,提高帧生成质量。其次,对生成的帧使用金字塔变形模块进行多样性测量,通过计算生成帧和原始帧的变形来测量异常的严重程度。最后,融合生成帧的重建误差计算得到异常评分。在公共数据集上测试了算法的异常检测性能,实验结果显示,所提算法的AUC值均高于同类算法。 展开更多
关键词 视频异常检测 多尺度 矢量量化 变分自编码器
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东南极中山冰雪机场航空气象要素特征研究
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作者 刘凯 宋晓姜 +6 位作者 沈辉 郭安博宇 赵一磊 邓小花 丁卓铭 田彪 张文千 《极地研究》 北大核心 2025年第3期494-509,共16页
基于2000—2019年中山站地面观测资料对中山冰雪机场附近的气象要素特征进行分析,结合“雪鹰601”起落飞行要求,本文着重探索了能见度低于5 km的时间、跑道侧风风级大于等于6级的时间以及满足飞行条件下可飞时间的多尺度特征。研究结果... 基于2000—2019年中山站地面观测资料对中山冰雪机场附近的气象要素特征进行分析,结合“雪鹰601”起落飞行要求,本文着重探索了能见度低于5 km的时间、跑道侧风风级大于等于6级的时间以及满足飞行条件下可飞时间的多尺度特征。研究结果如下:(1)中山冰雪机场各气象要素之间的统计关系具有显著的季节差异,气温表现为典型的月际变化特征;气压和相对湿度的月季差异却不显著;机场的整体能见度较好,只是云量偏多,全年晴天时间仅占总时间的13%~37.6%。(2)月平均低能见度和跑道侧风时间分别为2~3d和2~5d;可飞时间在12月和1月较多,平均8d左右;夏季低能见度时间主要表现为年际变化,但跑道侧风时间和可飞时间除具有年际变化特征外,还呈现显著的线性增加趋势。(3)导致低能见度的典型环流形势为北侧有绕极气旋,南侧有弱高压,冷暖空气在机场区域交汇;东南向和偏东向跑道侧风分别对应极端条件下的降风和气旋大风;夏季极地高压偏弱时,低能见度时间偏多,飞行条件差,反之,则飞行条件较好。 展开更多
关键词 航空气象要素 多时间尺度变化 中山冰雪机场 中山站 东南极
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论西北地区空中云水资源特征与云降水转化机制
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作者 张强 王元 张萍 《地球科学进展》 北大核心 2025年第5期473-486,共14页
我国西北地区是全球典型的干旱气候区,社会发展受到水资源的严重约束,但当前对该地区空中云水资源的开发利用却明显不足,研究该地区云水资源的时空变化特征及云降水过程,对于提高该地区云水资源开发利用技术水平具有重要的现实意义。为... 我国西北地区是全球典型的干旱气候区,社会发展受到水资源的严重约束,但当前对该地区空中云水资源的开发利用却明显不足,研究该地区云水资源的时空变化特征及云降水过程,对于提高该地区云水资源开发利用技术水平具有重要的现实意义。为此,国家自然科学基金区域创新发展联合基金资助的“西北地区空中云水资源多尺度变化特征与云降水过程研究”课题针对此问题开展了深入研究。在分析了西北地区云水资源开发利用重要性的基础上,从多大气环流系统的协同影响、云降水宏微观物理过程的复杂性、沙尘性气溶胶的特殊活化作用、高原边坡地形和大型山脉的特殊作用以及西北地区气候暖湿化对云水资源影响等多个方面深入讨论了西北地区云水资源形成和云降水转化机制的科学问题,并探讨了野外观测试验对解决上述科学问题的重要支撑作用。在此基础上,提出未来应重点关注多尺度环流对西北地区云水资源的协同影响、云水资源对气候暖湿化的响应特征、高山云系的微物理特征、沙尘气溶胶的活化成云特性、云—雨转化机制以及云微物理参数化的发展优化6个重点研究方向,旨在为未来开展西北地区空中云水资源特征与云降水转化机制研究提供科学指导。 展开更多
关键词 西北地区 空中云水资源 云降水过程 多尺度变化 云微物理参数化
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区域多尺度地面沉降时空变化特征分析
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作者 王琴 宫辉力 +2 位作者 陈蓓蓓 周超凡 朱琳 《自然资源遥感》 北大核心 2025年第4期152-162,共11页
快速、不均匀的地面沉降对人类的生命和生产活动构成了严重威胁,了解地面沉降的时空演化规律对于精确的地质灾害防控至关重要。该文基于永久散射体合成孔径雷达干涉测量(persistent scatterer interferometric synthetic aperture Radar... 快速、不均匀的地面沉降对人类的生命和生产活动构成了严重威胁,了解地面沉降的时空演化规律对于精确的地质灾害防控至关重要。该文基于永久散射体合成孔径雷达干涉测量(persistent scatterer interferometric synthetic aperture Radar,PS-InSAR)技术获取山东省德州市的逐月地表形变信息,计算多尺度形变增量(subsidence vertical increment,SVI),并结合时间序列聚类分析、时空立方体、时空热点分析和时空异常值分析方法来探究德州市2017年7月—2021年12月多尺度SVI的时空分布特征。结果表明:通过时空序列聚类,月尺度趋势聚类不明显,季节尺度和半年尺度聚类特征更显著,且半年尺度的沉降波动较大;通过时空立方体模型呈现,月尺度的SVI连续性较差,沉降变化特征不明显,季节尺度和半年尺度沉降发生月份较为接近,呈现出每年3—8月沉降,9月—次年2月回弹的显著性规律;对德州市54个月的半年尺度SVI时空热点分析可知,加强的沉降和连续的沉降主要发生在武城县、德城区的西北部,东南部的临邑县、禹城县和齐河县主要为振荡的沉降和振荡的回弹;对多尺度SVI进行局部异常值分析可知,月尺度的沉降特征无明显规律,季度尺度和半年尺度的沉降情况相近,东部及东南部的临邑县、齐河县季节性沉降和与作物生长相关的半年尺度沉降均呈逐渐减弱,甚至回弹趋势,但半年尺度高-高聚类范围更广,回弹现象更显著。 展开更多
关键词 地面沉降 多尺度 增量 时空变化特征 PS-INSAR
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陕北不同地形条件下威布尔参数特征分析
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作者 孙娴 雷杨娜 +3 位作者 何晓嫒 魏娜 胡琳 程路 《南方能源建设》 2025年第S1期155-166,共12页
[目的]两参数的Weibull分布模型是适用范围最广、拟合实际风速最好的模型,它在风速和风能评估方面已有很多应用。但不同地形条件下测风塔威布尔参数存在差异,目前风资源评估中局地地形对威布尔参数的影响研究较少,文章旨在通过研究比较... [目的]两参数的Weibull分布模型是适用范围最广、拟合实际风速最好的模型,它在风速和风能评估方面已有很多应用。但不同地形条件下测风塔威布尔参数存在差异,目前风资源评估中局地地形对威布尔参数的影响研究较少,文章旨在通过研究比较不同地形条件下测风塔威布尔参数特征,从而提高风资源评估的准确性。[方法]利用陕北3座不同地形下80m高度测风塔1a完整的测风资料,采用EMJJustus经验方法拟合威布尔分布尺度参数A和形状参数k,对不同地形条件下风速威布尔参数的年、季、日变化和垂直廓线特征进行分析。[结果]威布尔分布中的尺度参数A与风速的变化趋势基本一致,风速越大,A值也越大。形状参数k主要反映年平均的小时平均风速变化,3#测风塔在毛乌素沙漠边缘区,低层受下垫面热动力影响较大,小时平均风速变化大,风速波动较大,位于孤立山顶的1#测风塔受下垫面影响较小,风速小时平均风速变化小,风速波动小。3座测风塔形状参数k的垂直轮廓线均在一定高度上出现转折,山顶的测风塔1#转折高度最低,出现双转折高度,呈倒W型;其他2个塔转折高度较高,呈倒U型。测风塔A值变化与风能变化呈正比,k值则与风能呈反比。[结论]在复杂地形下,地形和下垫面对威布尔参数k的垂直变化存在显著影响,参数A主要和测风塔风速关系密切。2个参数在风能估算中以A值变化对测风塔风能变化影响更为敏感;但对于风速较低的风电场,k值的估算对风电场风能资源的准确评估尤为重要。 展开更多
关键词 威布尔参数 垂直变化 形状参数 尺度参数 风能
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基于RDT-IVMD算法的大型结构模态频率和阻尼比识别
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作者 熊春宝 王猛 连思达 《工程力学》 北大核心 2025年第7期1-11,共11页
为从传感器监测到的带噪信号中准确识别结构的模态参数,提出了随机减量技术(Random Decrement Technique,RDT)与改进的变分模态分解(Improved Variational Mode Decomposition,IVMD)相联合的算法。经仿真试验验证了IVMD在理论上更具优势... 为从传感器监测到的带噪信号中准确识别结构的模态参数,提出了随机减量技术(Random Decrement Technique,RDT)与改进的变分模态分解(Improved Variational Mode Decomposition,IVMD)相联合的算法。经仿真试验验证了IVMD在理论上更具优势,能够解决传统VMD算法的缺点。所提算法利用RDT从原始监测信号中直接获得带有噪声的自由衰减响应(Free Decay Response,FDR),而不对原始信号先降噪,提高了分析效率;采用IVMD得到降噪的FDR;基于降噪的FDR获得结构的模态频率和阻尼比。利用RDT-IVMD算法分别对超高层建筑的位移和悬索桥的加速度进行处理分析,结果表明:RDT-IVMD能高效的精确识别两大型结构的频率和阻尼比,并经对比分析证明了该方法的可靠性与优越性,所得结果可为结构的监测与诊断研究提供依据。 展开更多
关键词 大型结构 随机减量技术(RDT) 改进的变分模态分解(IVMD) 降噪分析 频率和阻尼比
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