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基于传感器距离的实时用户活动识别建模方法
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作者 曹浩哲 张鹏 +2 位作者 卢暾 顾寒苏 顾宁 《计算机工程》 CAS CSCD 北大核心 2019年第2期1-6,共6页
针对传统的用户活动识别建模方法在实时性要求下精度较低的缺点,提出一种改进的实时用户活动识别建模方法。利用已标注的传感器事件流数据建立传感器触发概率矩阵,并计算出传感器距离,作为建模的先验知识,在后续建模过程中赋予每个传感... 针对传统的用户活动识别建模方法在实时性要求下精度较低的缺点,提出一种改进的实时用户活动识别建模方法。利用已标注的传感器事件流数据建立传感器触发概率矩阵,并计算出传感器距离,作为建模的先验知识,在后续建模过程中赋予每个传感器事件不同的权重。根据传感器距离的内在含义判断活动转移发生的位置,通过概率矩阵推测上次活动作为新的特征维度来建模当前活动。在Aruba、Tulum2010和HH106 3个公开数据集上的实验结果表明,与SWMI、SWMIex等方法相比,该建模方法在精度和F1 2个指标上最大提升可超过10%。 展开更多
关键词 活动识别 特征提取 先验知识 滑动窗口 传感器距离 互信息
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Forest soil CO_2 fluxes as a function of understory removal and N-fixing species addition 被引量:3
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作者 Haifang Li Shenglei Fu +1 位作者 Hongting Zhao Hanping Xia 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2011年第6期949-957,共9页
We report on the effects of forest management practices of understory removal and N-fixing species(Cassia alata) addition on soil CO2 fluxes in an Eucalyptus urophylla plantation(EUp),Acacia crassicarpa plantation... We report on the effects of forest management practices of understory removal and N-fixing species(Cassia alata) addition on soil CO2 fluxes in an Eucalyptus urophylla plantation(EUp),Acacia crassicarpa plantation(ACp),10-species-mixed plantation(Tp),and 30-species-mixed plantation(THp) using the static chamber method in southern China.Four forest management treatments,including(1) understory removal(UR);(2) C.alata addition(CA);(3) understory removal and replacement with C.alata(UR+CA);and(4) control without any disturbances(CK),were applied in the above four forest plantations with three replications for each treatment.The results showed that soil CO2 fluxes rates remained at a high level during the rainy season(from April to September),followed by a rapid decrease after October reaching a minimum in February.Soil CO2 fluxes were significantly higher(P 〈 0.01) in EUp(132.6 mg/(m2.hr)) and ACp(139.8 mg/(m2.hr)) than in Tp(94.0 mg/(m2.hr)) and THp(102.9 mg/(m2.hr)).Soil CO2 fluxes in UR and CA were significantly higher(P 〈 0.01) among the four treatments,with values of 105.7,120.4,133.6 and 112.2 mg/(m2.hr) for UR+CA,UR,CA and CK,respectively.Soil CO2 fluxes were positively correlated with soil temperature(P 〈 0.01),soil moisture(P 〈 0.01),NO3?-N(P 〈 0.05),and litterfall(P 〈 0.01),indicating that all these factors might be important controlling variables for soil CO2 fluxes.This study sheds some light on our understanding of soil CO2 flux dynamics in forest plantations under various management practices. 展开更多
关键词 soil C02 fluxes forest management practices understory removal N-fixing species addition forest plantation
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The Application of a Meteo-hydrological Forecasting System with Rainfall Bias Correction in a Small and Medium-sized Catchment
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作者 GAO Yu-fang WU Yu-qing +3 位作者 CHEN Yao-deng YU Wei GU Tian-wei WU Ya-zhen 《Journal of Tropical Meteorology》 SCIE 2022年第2期154-168,共15页
Meteo-hydrological forecasting models are an effective way to generate high-resolution gridded rainfall data for water source research and flood forecast.The quality of rainfall data in terms of both intensity and dis... Meteo-hydrological forecasting models are an effective way to generate high-resolution gridded rainfall data for water source research and flood forecast.The quality of rainfall data in terms of both intensity and distribution is very important for establishing a reliable meteo-hydrological forecasting model.To improve the accuracy of rainfall data,the successive correction method is introduced to correct the bias of rainfall,and a meteo-hydrological forecasting model based on WRF and WRF-Hydro is applied for streamflow forecast over the Zhanghe River catchment in China.The performance of WRF rainfall is compared with the China Meteorological Administration Multi-source Precipitation Analysis System(CMPAS),and the simulated streamflow from the model is further studied.It shows that the corrected WRF rainfall is more similar to the CMPAS in both temporal and spatial distribution than the original WRF rainfall.By contrast,the statistical metrics of the corrected WRF rainfall are better.When the corrected WRF rainfall is used to drive the WRF-Hydro model,the simulated streamflow of most events is significantly improved in both hydrographs and volume than that of using the original WRF rainfall.Among the studied events,the largest improvement of the NSE is from-0.68 to 0.67.It proves that correcting the bias of WRF rainfall with the successive correction method can greatly improve the performance of streamflow forecast.In general,the WRF/WRF-Hydro meteo-hydrological forecasting model based on the successive correction method has the potential to provide better streamflow forecast in the Zhanghe River catchment. 展开更多
关键词 streamflow forecast bias correction meteo-hydrological forecasting model WRF WRF-Hydro
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Partition of Forecast Error into Positional and Structural Components
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作者 Isidora JANKOV Scott GREGORY +2 位作者 Sai RAVELA Zoltan TOTH Malaquías PEÑA 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2021年第6期1012-1019,共8页
Weather manifests in spatiotemporally coherent structures.Weather forecasts hence are affected by both positional and structural or amplitude errors.This has been long recognized by practicing forecasters(cf.,e.g.,Tro... Weather manifests in spatiotemporally coherent structures.Weather forecasts hence are affected by both positional and structural or amplitude errors.This has been long recognized by practicing forecasters(cf.,e.g.,Tropical Cyclone track and intensity errors).Despite the emergence in recent decades of various objective methods for the diagnosis of positional forecast errors,most routine verification or statistical post-processing methods implicitly assume that forecasts have no positional error.The Forecast Error Decomposition(FED)method proposed in this study uses the Field Alignment technique which aligns a gridded forecast with its verifying analysis field.The total error is then partitioned into three orthogonal components:(a)large scale positional,(b)large scale structural,and(c)small scale error variance.The use of FED is demonstrated over a month-long MSLP data set.As expected,positional errors are often characterized by dipole patterns related to the displacement of features,while structural errors appear with single extrema,indicative of magnitude problems.The most important result of this study is that over the test period,more than 50%of the total mean sea level pressure forecast error variance is associated with large scale positional error.The importance of positional error in forecasts of other variables and over different time periods remain to be explored. 展开更多
关键词 forecast error orthogonal decomposition positional STRUCTURAL
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Biomass residue to carbon dioxide removal:quantifying the global impact of biochar
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作者 David Lefebvre Samer Fawzy +3 位作者 Camila A.Aquije Ahmed I.Osman Kathleen T.Draper Thomas A.Trabold 《Biochar》 SCIE CAS CSCD 2023年第1期1131-1147,共17页
The Climate Change Conference of Parties(COP)21 in December 2015 established Nationally Determined Contributions toward reduction of greenhouse gas emissions.In the years since COP21,it has become increasingly evident... The Climate Change Conference of Parties(COP)21 in December 2015 established Nationally Determined Contributions toward reduction of greenhouse gas emissions.In the years since COP21,it has become increasingly evident that carbon dioxide removal(CDR)technologies must be deployed immediately to stabilize concentration of atmospheric greenhouse gases and avoid major climate change impacts.Biochar is a carbon-rich material formed by high-temperature conversion of biomass under reduced oxygen conditions,and its production is one of few established CDR methods that can be deployed at a scale large enough to counteract effects of climate change within the next decade.Here we provide a generalized framework for quantifying the potential contribution biochar can make toward achieving national carbon emissions reduction goals,assuming use of only sustainably supplied biomass,i.e.,residues from existing agricultural,livestock,forestry and wastewater treatment operations.Our results illustrate the significant role biochar can play in world-wide CDR strategies,with carbon dioxide removal potential of 6.23±0.24%of total GHG emissions in the 155 countries covered based on 2020 data over a 100-year timeframe,and more than 10%of national emissions in 28 countries.Concentrated regions of high biochar carbon dioxide removal potential relative to national emissions were identified in South America,northwestern Africa and eastern Europe. 展开更多
关键词 PYROLYSIS BIOCHAR Waste biomass Carbon sequestration Negative emissions technologies(NETs) Nationally Determined Contributions(NDCs)
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不需要耦合电感器的哈特利振荡器
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作者 Jim McLucas 《电子设计技术 EDN CHINA》 2006年第9期118-118,120,共2页
关键词 耦合系数 电感器 振荡器 振荡电路 振荡频率 频率计算 等效电路 设计实例 电路模型 实验性
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不需要耦合电感器的Hartley振荡器
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作者 Jim McLucas 《电子设计技术 EDN CHINA》 2007年第1期110-110,112,共2页
检查一个传统的Hartley振荡器电路就会注意到它的标志:一个带抽头的电感器,它用于确定振荡频率.并提供维持振荡的反馈。尽管可以方便地计算出某个额定频率所需的总感量.但要找到耦合系数k仍有很高技术难度.并且可能需要进行实验优... 检查一个传统的Hartley振荡器电路就会注意到它的标志:一个带抽头的电感器,它用于确定振荡频率.并提供维持振荡的反馈。尽管可以方便地计算出某个额定频率所需的总感量.但要找到耦合系数k仍有很高技术难度.并且可能需要进行实验优化,也归为“分割试验”法。本设计实例给出了另一种替代等效电路.能在建立原型电路以前做出电路模型。 展开更多
关键词 耦合系数 振荡器 电感器 电路模型 振荡频率 技术难度 额定频率 等效电路
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可在宽范围输入频率上工作的宽带峰值检测器
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作者 Jim McLucas 《电子设计技术 EDN CHINA》 2008年第2期90-91,共2页
本设计实例建立在前人的基础上(参考文献1).实现了一个15MHz至30MHz或更高带宽的精密峰值检测器.具体情况要看应用的最大输入信号电平。本设计实例的关键是一个超高速比较器,它提供本应用所需的高转换速率与低传播延迟。
关键词 峰值检测器 输入频率 宽范围 宽带 设计实例 信号电平 参考文献 传播延迟
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驱动简单倍频器的三角波
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作者 Jim McLucas 《电子设计技术 EDN CHINA》 2007年第2期104-105,共2页
如果您使用函数发生器,您也许偶尔会需要比发生器提供的频率还要高的频率下实现正弦波输出。如果您的函数发生器还能产生三角波输出,那么您可以用倍频器把发生器的可用频率扩展一倍。以前出版的设计实例介绍了一种三角波驱动的倍频电... 如果您使用函数发生器,您也许偶尔会需要比发生器提供的频率还要高的频率下实现正弦波输出。如果您的函数发生器还能产生三角波输出,那么您可以用倍频器把发生器的可用频率扩展一倍。以前出版的设计实例介绍了一种三角波驱动的倍频电路,它采用的运算放大器可产生限制在大约20kHz的输出频率(参考文献1)。 展开更多
关键词 三角波 倍频器 驱动 函数发生器 正弦波输出 频率扩展 运算放大器 倍频电路
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