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利用人工神经网络方法获取海表面空气温度
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作者 马立杰 黄海军 +2 位作者 崔迎春 何宜军 辛立国 《高技术通讯》 CAS CSCD 北大核心 2006年第8期870-875,共6页
探讨了将遥感反演数据与人工神经网络(ANN)模型结合来获取日平均海表面空气温度(Ta)的方法。研究表明:(1)ANN方法所获取Ta与船测Ta之间的平均偏差主要分布于-1~1℃之间,均方根误差主要分布于0~1℃之间;(2)ANN方法所获取死... 探讨了将遥感反演数据与人工神经网络(ANN)模型结合来获取日平均海表面空气温度(Ta)的方法。研究表明:(1)ANN方法所获取Ta与船测Ta之间的平均偏差主要分布于-1~1℃之间,均方根误差主要分布于0~1℃之间;(2)ANN方法所获取死与船测Ta之间的总的均方根误差(相关系数)为0.9584℃(0.97);多次线性回归(MLR)方法所获取死与船测Ta之间的总的均方根误差(相关系数)为1.578℃(0.89);(3)在整个研究区域内,用ANN方法获取死时的平均偏差和均方根误差大多数比用NLR方法获取Ta时的平均偏差和均方根误差小,在黄、东海,用MLR方法获取Ta时比用ANN方法获取死时的平均偏差和均方根误差大很多(大多数均大于0.5℃,最高可达7.3℃)。在获取死时,相对于MLR方法,ANN方法具有更好的性能和更强的区域适应性,显示出ANN方法处理非线性问题的优势。 展开更多
关键词 遥感反演数据 表面空气温度 人工神经网络 多次线性回归(MLR)
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节能建筑外墙与屋面的热工性能便捷检测判定方法 被引量:1
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作者 韦延年 于忠 +3 位作者 张剑峰 金洁 黎力 郑笑宇 《四川建筑科学研究》 北大核心 2009年第5期284-286,共3页
提出了建立在表面温度与空气温度实测结果上的建筑外墙与屋面的热工性能便捷检测判定方法。方法依据的判定公式简明,温度数据可靠,判定过程便捷,可操作性强,是目前建筑外墙与屋面节能保温隔热工程现场热工性能检测判定的一大创新,有推... 提出了建立在表面温度与空气温度实测结果上的建筑外墙与屋面的热工性能便捷检测判定方法。方法依据的判定公式简明,温度数据可靠,判定过程便捷,可操作性强,是目前建筑外墙与屋面节能保温隔热工程现场热工性能检测判定的一大创新,有推广应用价值。 展开更多
关键词 节能建筑 外墙与屋面 热工性能 表面温度空气温度 检测判定
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Monitoring Spatio-temporal Variance of an Extreme Heat Event Using Multiple-source Remote Sensing Data 被引量:3
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作者 ZHU Shanyou LIU Yi +3 位作者 HUA Junwei ZHANG Guixin ZHOU Yang XIANG Jiamin 《Chinese Geographical Science》 SCIE CSCD 2018年第5期744-757,共14页
Extreme heat events have serious effects on human daily life. Accurately capturing the dynamic variance of extreme high-temperature distributions in a timely manner is the basis for analyzing the potential impacts of ... Extreme heat events have serious effects on human daily life. Accurately capturing the dynamic variance of extreme high-temperature distributions in a timely manner is the basis for analyzing the potential impacts of extreme heat, thereby informing risk prevention strategies. This paper demonstrates the potential application of multiple source remote sensing data in mapping and monitoring the extreme heat events that occurred on Aug. 8, 2013 in Jiangsu Province, China. In combination with MODIS products, the thermal sharpening(Ts HARP) method and a binary linear model are compared to downscale the original daytime FengY un 2 F(FY-2 F) land surface temperature(LST) imagery, with a temporal resolution of 60 min, from 5 km to 1 km. Using the meteorological measurement data from Nanjing station as the reference, the research then estimates the instantaneous air temperature by using an iterative computation based on the Surface Energy Balance Algorithm for Land(SEBAL), which is used to analyze the spatio-temporal air temperature variance. The results show that the root mean square error(RMSE) of the LST downscaled from the binary linear model is 1.30℃ compared to the synchronous MODIS LST, and on this basis the estimated air temperature has the RMSE of 1.78℃. The spatial and temporal distribution of air temperature variance at each geographical location from 06:30 to 18:30 can be accurately determined, and indicates that the high temperature gradually increases and expands from the city center. For the spatial distribution, the air temperature and the defined scorching temperature proportion index increase from northern to middle, to southern part of Jiangsu, and are slightly lower in the eastern area near the Yellow Sea. In terms of temporal characteristics, the percentage of area with air temperature above 37℃ in each city increase with time after 10:30 and reach the peak value at 14:30 or 15:30. Then, they decrease gradually, and the rising and falling trends become smaller from the southern cities to the northern regions. Moreover, there is a distinct positive relationship between the percentage of area above 37℃ and the population density. The above results show that the spatio-temporal distributions of heat waves and their influencing factors can be determined by combining multiple sources of remotely sensed image data. 展开更多
关键词 extreme heat events land surface temperature air temperature downscale remote sensing
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Changes in the Covariability of Surface Air Temperature and Precipitation over East Asia Associated with Climate Shift in the Late 1970s 被引量:1
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作者 WU Ling-Yun 《Atmospheric and Oceanic Science Letters》 CSCD 2014年第2期92-97,共6页
Variations in surface air temperature and precipitation are closely associated because of their thermodynamic relations. The climate shift in the late 1970s and associated changes in precipitation over East Asia have ... Variations in surface air temperature and precipitation are closely associated because of their thermodynamic relations. The climate shift in the late 1970s and associated changes in precipitation over East Asia have been well reported. However, how the covariability of surface air temperature and precipitation responds to the climate shift is not yet well understood. We used the observed mean(Tmean), daily maximum(Tmax), and minimum(Tmin) surface air temperatures and precipitation during the period of 1953–2000 to explore this issue. Results show that the covariability between Tmean and precipitation experienced remarkable changes over certain areas of East Asia after the climate shift with evident seasonal dependencies. In winter, after the climate shift significantly negative correlations occupied more areas over Mongolia and China. By contrast, in summer after the climate shift significantly negative correlations which existed over almost entire East Asia during the pre-shift period were mostly weakened with the exception of enhanced correlations over some small isolated areas. Changes in the covariability of Tmax and precipitation showed a similar spatial pattern to that of the Tmean, whereas the Tmin-precipitation covariability did not. In winter, after the climate shift positive correlations between Tmin and precipitation over southern China were largely weakened, while the areas with significantly negative correlations increased over Mongolia. In summer, changes in Tmin-precipitation covariability appeared to be a negative-positive-negative pattern from south to north over East Asia, with positive changes occurring in the Yangtze-Huai River valley and Korea and negative changes occurring over South China and Japan, and northern part of East Asia. 展开更多
关键词 surface air temperature PRECIPITATION COVARIABILITY climate shift
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Assessment of Historical Climate Trends of Surface Air Temperature in CMIP5 Models
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作者 FENG Xiao-Li ZHI Hai +1 位作者 LIN Peng-Fei LIU Hai-Long 《Atmospheric and Oceanic Science Letters》 CSCD 2014年第2期137-142,共6页
This study assesses the historical climate trends of surface air temperature(SAT), their spatial distributions, and the hindcast skills for SAT during 1901– 2000 from 24 Coupled Model Intercomparison Project Phase ... This study assesses the historical climate trends of surface air temperature(SAT), their spatial distributions, and the hindcast skills for SAT during 1901– 2000 from 24 Coupled Model Intercomparison Project Phase 5(CMIP5) models. For the global averaged SAT, most of the models(17/24) effectively captured the increasing trends(0.64°C/century for the ensemble mean) as the observed values(- 0.6°C/century) during the period of 1901–2000, particularly during a rapid warming period of 1970–2000 with the small model spread. In addition, most of the models(22/24) showed high hindcast skills(the correlation coefficient, R 〉 0.8). For the spatial pattern of SAT, the models better simulated the relatively larger warming at the middle-to-high latitudes in the Northern Hemisphere than that in the Southern Hemisphere and the greater warming on the land than that in the ocean between 40°S and 40°N. The simulations underestimated the warming along some ocean boundaries but overestimated warming in the Arctic Ocean. Most of the coupled models were able to reproduce the large-scale features of SAT trends in most regions excluding Antarctica, some parts of the Pacific Ocean, the North Atlantic Ocean near Greenland, the southwestern Indian Ocean, and the Arctic Ocean. The outgoing longwave radiation(OLR) and incoming shortwave radiation(ISR) at the top of the atmosphere(TOA) and the downward longwave(LW) radiation and sensible heat flux at the surface had positive contributions to the increasing trends in most of the models. 展开更多
关键词 CMIP5 surface air temperature TREND WARMING
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Preliminary Study on the Dynamic Variations of the Surface Thermal Flux before and after the M_S5.7 Earthquake of 2005 in Jiujiang City,Jiangxi Province 被引量:1
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作者 Chen Meihua Deng Zhihui +2 位作者 Wang Yu Liao Zhihui Zu Jinhua 《Earthquake Research in China》 2008年第2期175-184,共10页
The temporal and spatial variations of surface latent heat flux(SLHF)and diagnostic air temperature at 2m before and after the M_S5.7 earthquake occurring on November 26,2005 in the area between Ruichang City and Jiuj... The temporal and spatial variations of surface latent heat flux(SLHF)and diagnostic air temperature at 2m before and after the M_S5.7 earthquake occurring on November 26,2005 in the area between Ruichang City and Jiujiang City,Jiangxi Province are summarized in this paper.It is found that before the earthquake significant SLHF anomalies and air temperature anomalies occurred in the epicentral area and its vicinity.The air temperature anomalies appeared from the 2nd to the 13th of November,2005 and were concentrated at the epicentral area and in its southern part.Then two days later,that is,from the 4th to the 15th of November 2005,significant SLHF anomalies occurred in the epicentral area and to its northern area where many lakes are distributed along the active faults.During the anomalous period,the SLHF and air temperature at 2m exceeded the sum of average daily value over 26 years and 1.5 times of its mean square deviation.Both anomalies had maintained for 12 days with a peculiar distribution related to the tectonic active zone.It is considered that both of air temperature anomalies and SLHF anomalies are correlated to the movement of thermal flux from underground prior to earthquake.SLHF anomalies occurred over wide regions covered with abundant water,whereas air temperature anomalies occurred over land. 展开更多
关键词 Air temperature Surface latent heat flux Earthquake anomaly Jiujiang earthquake Satellite remote sensing
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On Spatiotemporal Characteristics of Sea Fog Occurrence over the Northern Atlantic from 1909 to 2008
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作者 LI Pengyuan WANG Guanlan +1 位作者 FU Gang LU Chungu 《Journal of Ocean University of China》 SCIE CAS 2016年第6期958-966,共9页
In this paper, the International Comprehensive Ocean and Atmosphere Data Set(ICOADS) is utilized to investigate the horizontal distribution of sea fog occurrence frequency over the Northern Atlantic as well as the met... In this paper, the International Comprehensive Ocean and Atmosphere Data Set(ICOADS) is utilized to investigate the horizontal distribution of sea fog occurrence frequency over the Northern Atlantic as well as the meteorological and oceanic conditions for sea fog formation. Sea fog over the Northern Atlantic mainly occurs over middle and high latitudes. Sea fog occurrence frequency over the western region of the Northern Atlantic is higher than that over the eastern region. The season for sea fog occurrence over the Northern Atlantic is generally from April to August. When sea fogs occur, the prevailing wind direction in the study area is from southerly to southwesterly and the favorable wind speed is around 8 m s-1. It is most favorable for the formation of sea fogs when sea surface temperature(SST) is 5℃ to 15℃. When SST is higher than 25℃, it is difficult for the air to get saturated, and there is almost no report of sea fog. When sea fogs form, the difference between sea surface temperature and air temperature is mainly-1 to 3℃, and the difference of 0℃ to 2℃ is the most favorable conditions for fog formation. There are two types of sea fogs prevailing in this region: advection cooling fog and advection evaporating fog. 展开更多
关键词 atmospheric visibility sea fog occurrence frequency the Northern Atlantic
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The atmospheric wet pool:definition and comparison with the oceanic warm pool
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作者 张彩云 陈戈 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2008年第4期440-449,共10页
The oceanic warm pool (OWP) defined by sea surface temperature (SST) is known as the "heat reservoir" in the ocean. The warmest portion in the ocean mirrors the fact that the wettest region with the largest accu... The oceanic warm pool (OWP) defined by sea surface temperature (SST) is known as the "heat reservoir" in the ocean. The warmest portion in the ocean mirrors the fact that the wettest region with the largest accumulation of water vapor (WV) in the atmosphere, termed atmospheric wet pool (AWP), should be identified because of the well-known Clausius-Clapeyron relationship between SST and WV. In this study, we used 14-year simultaneous observations of WV and SST from January 1988 to December 2001 to define the AWP and investigate its coupling and co-variations with the OWE The joint examination of the area variations, centroid locations, and zonal migrations of the AWP and OWP lead to a number of interesting findings. The results hopefully can contribute to our understanding of the air-sea interaction in general and characterization of E1 Nifio/La Nifia events in particular. 展开更多
关键词 OWP (The oceanic warm pool) AWP (atmospheric wet pool) air-sea interaction
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Decadal co-variability of the summer surface air temperature and soil moisture in China under global warming 被引量:5
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作者 SU MingFeng WANG HuiJun 《Chinese Science Bulletin》 SCIE EI CAS 2007年第11期1559-1565,共7页
The self-calibrating Palmer Drought Severity Index (PDSI) is calculated using newly updated ground observations of monthly surface air temperature (SAT) and precipitation in China. The co-variabilities of PDSI and SAT... The self-calibrating Palmer Drought Severity Index (PDSI) is calculated using newly updated ground observations of monthly surface air temperature (SAT) and precipitation in China. The co-variabilities of PDSI and SAT are examined for summer for the period 1961-2004. The results show that there exist decadal climate co-variabilities and strong nonlinear interactions between SAT and soil moisture in many regions of China. Some of the co-variabilities can be linked to global warming. In summer,sig-nificant decadal co-variabilities from cool-wet to warm-dry conditions are found in the east region of Northwest China,North China,and Northeast China. An important finding is that in the west region of Northwest China and Southeast China,pronounced decadal co-variabilities take place from warm-dry to cool-wet conditions. Because significant warming was observed over most areas of the global land surface during the past 20-30 years,the shift to cool-wet conditions is a unique phenomenon which may deserve much scientific attention. The nonlinear interactions between SAT and soil moisture may partly account for the observed decadal co-variabilities. It is shown that anomalies of SAT will greatly affect the climatic co-variabilities,and changes of SAT may bring notable influence on the PDSI in China. These results provide observational evidence for increasing risks of decadal drought and wet-ness as anthropogenic global warming progresses. 展开更多
关键词 联合可变性 土壤湿度 表面空气温度 自校准器
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Role of a Single Shield in Thermocouple Measurements in Hot Air Flow 被引量:2
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作者 ma hongwei shi lei tian yangtao 《Journal of Thermal Science》 SCIE EI CAS CSCD 2017年第6期523-532,共10页
To investigate the role of a single shield on steady temperature measurement using therrnocouples in hot air flow, a methodology for solving convection, conduction, and radiation in one single model is provided. In or... To investigate the role of a single shield on steady temperature measurement using therrnocouples in hot air flow, a methodology for solving convection, conduction, and radiation in one single model is provided. In order to compare with the experimental results, a cylindrical computational domain is established, which is the same size with the hot calibration wind-tannel. In the computational domain, two kinds of thermocouples, the bare-bead and the single-shielded thermocouples, are simulated respectively. Surface temperature distribution and the tempera- ture measurement bias of the two typical thermocouples are compared. The simulation results indicate that: 1) The existence of the shield reduces bead surface heat flux and changes the direction of wires inner heat conduction in a colder surrounding; 2) The existence of the shield reduces the temperature measurement bias both by improving bead surface temperature and by reducing surface temperature gradient; 3) The shield effectively reduces the effect of the ambient temperature on the temperature measurement bias; 4) The shield effectively reduces the influence of airflow velocity on the temperature measurement bias. 展开更多
关键词 single-shield bare-bead thermocouples temperature measurement fluid-solid conjugated heat transfer.
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