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2019 International Conference on Meteorology Observations (ICMO)最新文献

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Comprehensive Quality Control Method and Effect Analysis of Brightness Temperature Data of Ground-based Microwave Radiometer 地基微波辐射计亮度温度数据综合质量控制方法及效果分析
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9026041
Yin Chen, Jiajia Mao, Tao Li, Xuefen Zhang, Lei Wang
Based on the network observation data of seven stations in Beijing from 2018 to 2019, this paper proposes a set of comprehensive quality control and quality assessment method for the brightness temperature data of microwave radiometer. Different from other methods, this paper designs a quality control method for the influence of water film attached to the radome on the observation. In addition, in order to obtain more accurate simulation results, the Cloud Radar’s liquid water profile information is introduced when using the MonoRTM radiation transfer model to simulate the brightness temperature. The results of quality assessment show that the overall passing rate of bright temperature data of seven stations is above 67%, and the data availability rate is more than 70%. The availability of bright temperature of water vapor channel and oxygen channel increased by 3.74% and 1.38% respectively. The overall root mean square error of the seven sites before and after the deviation correction is 4.06K and 1.91K respectively.
基于2018 - 2019年北京7个站点的网络观测数据,提出了一套微波辐射计亮度温度数据的综合质量控制和质量评价方法。与其他方法不同的是,本文设计了一种天线罩附着水膜对观测结果影响的质量控制方法。此外,为了获得更精确的模拟结果,在使用MonoRTM辐射传输模型模拟亮度温度时,引入了云雷达的液态水剖面信息。质量评价结果表明,7个站点的亮温数据总体通过率在67%以上,数据可用率在70%以上。水蒸气通道和氧气通道的亮温有效性分别提高了3.74%和1.38%。校正前后7个站点的总体均方根误差分别为4.06K和1.91K。
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引用次数: 0
Design of Precipitation Particle Measuring System Based on Linear CCD 基于线阵CCD的降水颗粒测量系统设计
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9025942
Zhihua Li, Yong She, Tao Liu
The raindrop spectrum detection technology based on optical principle is of great significance for the observation of precipitation phenomenon and the calibration of radar. In view of this background, the paper proposes a method of precipitation particle measuring system based on linear CCD. The system drives the CCD by the FPGA at high speed, which makes CCD can perfectly match the parallel light source to form the particle detection space, from which it can collect particle pixel information. Then the data processing part with FPGA as the core compares and compresses the collected data to obtain the accurate grayscale image information of the particles. Finally, the system transmits grayscale images to the PC in real time and at high speed by using Gigabit Ethernet. For the purpose of verifying the feasibility and accuracy of the system, two experiments were carried out respectively using steel balls of different diameters and dripping water to simulate the raindrop particles. By comparing and analyzing the experimental data, the results show that the system can basically restore the grayscale images of two simulated particles with good accuracy and consistency. The conclusion can be drawn that the measuring system can basically meet the measuring requirements of optical raindrop spectrum measuring instrument of high-speed, accurate and non-contact.
基于光学原理的雨滴光谱探测技术对降水现象的观测和雷达标定具有重要意义。在此背景下,本文提出了一种基于线阵CCD的降水颗粒测量系统。该系统通过FPGA高速驱动CCD,使CCD能够与平行光源完美匹配,形成粒子检测空间,采集粒子像素信息。然后以FPGA为核心的数据处理部分对采集到的数据进行比较和压缩,得到精确的粒子灰度图像信息。最后,通过千兆以太网将灰度图像实时高速传输到PC机。为了验证系统的可行性和准确性,分别用不同直径的钢球和水滴进行了两次模拟雨滴颗粒的实验。通过对实验数据的对比分析,结果表明,该系统基本可以恢复两个模拟粒子的灰度图像,具有较好的精度和一致性。实验结果表明,该测量系统基本能满足光学雨滴光谱测量仪高速、精确、非接触的测量要求。
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引用次数: 0
Research of Atmospheric Electric Field Characteristics in the Process of Lightning in Time and Frequency Domain 雷电过程中大气电场特性的时频域研究
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9026046
Lele Wang, Zaihua Guo, Qin Zhao, Huaiyu Li, Qingjun Li, Xueying Wu
This paper takes four typical lightning occur in Chengdu area as the research objects, analyzing the atmospheric electric field that before, during and after the lightning in time domain and frequency domain, selecting 30 minutes as the research time. It found that the volatility and amplitude of electric field intensity and the electric field gradient with time in local is small before the lightning occurs, lager and obvious during lightning occurs, decreasing after the lightning. Through the analysis of the energy, it found that the electric field energy is greater before lightning, the largest during lightning occurs, and reduced after the lightning in frequency domain. With the approach of the lightning, in frequency domain, the amplitude and energy of the electric field increases gradually, in the same time, curves fluctuate more obviously. Set the lightning warning level in time domain and frequency domain respectively and forecast lightning in Chengdu area as this standard, for further validating the effect on early warning system for lightning. The Ts score above 70%, missing report rate to zero, false alarm rate below 25%, which shows that these two warning levels can be effective to forecast near lightning warning.
本文以成都地区发生的4次典型闪电为研究对象,选取30分钟为研究时间,从时域和频域分析了闪电发生前、中、后的大气电场。结果表明:雷电发生前,局地电场强度和电场梯度随时间的波动率和振幅较小,雷电发生时,局地电场强度和电场梯度随时间的波动率和振幅较大且明显,雷电发生后,局地电场强度和电场梯度随时间的波动率和振幅逐渐减小。通过对能量的分析发现,在频域,雷电发生前电场能量较大,雷电发生时电场能量最大,雷电发生后电场能量减小。随着闪电的临近,在频域中,电场的幅值和能量逐渐增大,同时曲线波动更加明显。分别设置时域和频域雷电预警等级,并以成都地区雷电预报为本标准,进一步验证雷电预警系统的效果。t值大于70%,漏报率为零,虚警率小于25%,说明这两个预警级别可以有效预报近雷击预警。
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引用次数: 1
Observation Analysis of Wind Shear Characteristics from Troposphere Wind Profiler 对流层风廓线风切变特征观测分析
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9025911
Wenlin Chen, Debin Su, Lijuan Wang, Tonggen Wang
Observed data of each sampling height from P-band troposphere type □ wind profiler in Sichuan Yanyuan station(2466m ASL) and Qianwei station(486m ASL) in March 2018 is taken to study the temporal and spatial characteristics as well as the differences of wind shear from troposphere wind profiler at different altitudes. The values of horizontal wind speed and wind direction obtained by wind profiler are used to calculate the wind shear index at different time and different altitudes based on the power-law formula. By calculating vector difference and fitting the index on account of least square method, the vertical wind shear characteristics over the two stations are analyzed and compared with the products measured by wind profiler. The results show that the algorithm of wind shear index based on the power-law formula can preferable to reflect the wind shear characteristics of the wind field. The wind shear index tends to decrease with the increase of altitude because of the influence of the underlying surface on the wind speed. In addition, wind shear index also shows a trend of smaller in daytime, larger at night, smaller in plain area and larger in hilly area.
利用2018年3月四川盐源站(2466m ASL)和前卫站(486m ASL) p波段对流层型□风廓线各采样高度观测资料,研究不同高度对流层风廓线风切变的时空特征及差异。利用风廓线仪获取的水平风速和风向值,根据幂律公式计算不同时间、不同高度的风切变指数。通过计算矢量差值,利用最小二乘法拟合指标,分析了两站垂直风切变特征,并与风廓线仪实测结果进行了比较。结果表明,基于幂律公式的风切变指数算法能较好地反映风场的风切变特征。由于下垫面对风速的影响,风切变指数有随海拔升高而减小的趋势。此外,风切变指数也呈现白天小、夜间大、平原地区小、丘陵地区大的趋势。
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引用次数: 0
Lightning Location System Database Construction And Application in AnHui Province 安徽省闪电定位系统数据库建设与应用
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9026021
Yuankai Song, W. Hao, Liu Gaoping, Zhu Pengfei, Ding Conghui, Zhao Sen
The lightning location system in Anhui province are introduced. Under the environment of SQL Server 2005, lightning location system database is established, unifying the lightning location data storage form and promoting the application of lightning location data and its secondary development. In combination with Doppler radar products, lightning nowcasting warning system has been developed. Strengthened The live monitoring, nowcasting forecast of lightning and early warning products published through web benefit the public a lot and supply the reference for forecasters in the process of early warning signal production.
介绍了安徽省雷电定位系统。在SQL Server 2005环境下,建立了闪电定位系统数据库,统一了闪电定位数据的存储形式,促进了闪电定位数据的应用和二次开发。结合多普勒雷达产品,研制了雷电临近预报预警系统。通过网络发布闪电实时监测、临近预报和预警产品,使公众受益匪浅,并为预报员在预警信号制作过程中提供了参考。
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引用次数: 0
The Meteorological Cloud Desktop System of CMA Meteorological Observation Center 中国气象局气象观测中心气象云桌面系统
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9025948
Yimeng Wang, Shanshan Lv, Wei Li
The National-level Meteorological Observation Real-time Operation Platform was built by the CMA Meteorological Observation Center (MOC) In 2019, which integrated national real-time meteorological observation operations, research-oriented operations and external display. The real-time operation platform adopted the office form of the meteorological cloud desktop system, so that the operating system, applications and data were all centralized to the data center for unified management. The system was based on the core technology of Independent Computing Architecture (ICA) protocol and relied on the construction of servers, network devices and storage, and by means of distributed deployment and virtual architecture, the release and management functions were realized. NVIDIA vGPU was also applied in the system to release a VDI virtual design desktop based on GPU graphics, which satisfied the 3D modeling and CUDA computing needs of operating staff. At present, 80 cloud desktop systems had been built on the real-time operation platform, and customized operating systems and supporting software applications had met the requirements. The internal and external network cloud desktop physical isolation completely solves the problems of traditional office equipment decentralized management, low data security factor, high operation and maintenance cost, and inability to achieve mobile office. The technical advantages and architecture design of the meteorological cloud desktop system, the design and deployment process of the system and the key technologies involved in the operation application were described in detail in this paper.
2019年,中国气象局气象观测中心建成国家级气象观测实时业务平台,集国家级实时气象观测业务、研究型业务和对外展示于一体。实时操作平台采用气象云桌面系统的办公形式,将操作系统、应用程序和数据全部集中到数据中心进行统一管理。该系统以独立计算架构(ICA)协议为核心技术,依托服务器、网络设备和存储的构建,通过分布式部署和虚拟架构实现发布和管理功能。系统还应用了NVIDIA vGPU,发布了基于GPU图形的VDI虚拟设计桌面,满足了操作人员的3D建模和CUDA计算需求。目前,在实时操作平台上已经搭建了80个云桌面系统,定制的操作系统和配套软件应用已经满足需求。内外部网络云桌面物理隔离彻底解决了传统办公设备分散管理、数据安全系数低、运维成本高、无法实现移动办公等问题。本文详细介绍了气象云桌面系统的技术优势和体系结构设计,系统的设计和部署过程以及运行应用中涉及的关键技术。
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引用次数: 3
The Detection Performance of Different Wind Lidar 不同风激光雷达的探测性能
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9026071
Bing Qi, Rongguang Du, Yong Zhang, Deyun Hu, Huanqiang Yang, H. Sheng
Wind lidar can quickly detect wind profiles, which compensate for the shortcoming of the conventional sounding observation in high temporal and spatial resolution. Thus, it is very useful in the field of meteorology, wind power and aerospace. At present, various types of wind lidars measurement equipment are developed rapidly in China. To verify their detection performance, the synchronous observation data of three-type wind lidars were analyzed at Hangzhou National Reference Climate Station from January 16 to February 20, 2019, using the data of sounding observation and L-band stationary wind profiler as the reference. The results reveal that the median of the detected range is 1000-1500 m, but the data acquisition rates of threetype wind lidars show strongly difference at the height of 1000 m, with the value of 93%, 52%, 74%, respectively. The precipitation has an obvious influence on the detected range, which decreases by more than 50 %. The wind speed has a good relationship between wind lidar and L-band stationary wind profiler, with the correlation coefficient higher than 0.75 under the height of 2000 m, and the wind speed deviation is less than 1.5 m/s. Moreover, the wind direction angle deviation decreases with the increase of altitude, from 28 ° to 10 ° below the height of 1500 m. Compared with the sounding observation, the wind speed correlation of the three-type wind lidars is greater than 0.9, while the wind speed deviation is less than 1.0 m/s, and the wind direction angle deviation mainly decreases with the increase of altitude, with the value basically lower than 25 °. Furthermore, above the height of 600 m, the wind direction angle deviation between three-type wind lidars and the sounding observation has a better performance, with the value less than 15 °. These results can provide some technical and scientific reference for the reliable observation data of wind lidar.
风激光雷达能够快速探测风廓线,弥补了传统探测观测在高时空分辨率方面的不足。因此,它在气象、风力发电和航空航天领域非常有用。目前,国内各类风激光雷达测量设备发展迅速。为验证三种类型风激光雷达的探测性能,以杭州国家参考气候站2019年1月16日至2月20日的探空观测数据和l波段固定式风廓线仪数据为参考,对三种类型风激光雷达的同步观测数据进行了分析。结果表明:探测距离中位数为1000 ~ 1500 m,但在1000 m高度上,三种风激光雷达的数据采集率差异较大,分别为93%、52%、74%。降水对探测距离影响明显,探测距离减小50%以上。风激光雷达与l波段固定式风廓线的风速关系良好,在2000 m高度下相关系数大于0.75,风速偏差小于1.5 m/s。风向角偏差随海拔高度的增加而减小,在1500 m以下从28°减小到10°。与探测观测结果相比,三类风激光雷达的风速相关系数均大于0.9,风速偏差均小于1.0 m/s,风向角偏差主要随海拔高度的增加而减小,其值基本小于25°。此外,在600 m高度以上,三类风激光雷达与探测观测的风向角偏差表现较好,偏差值均小于15°。这些结果可为风激光雷达的可靠观测数据提供一定的技术和科学参考。
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引用次数: 0
Research on the method of constructing sea surface blended wind product considering vorticity and divergence variation 考虑涡度和辐散变化的海面混合风产品构造方法研究
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9025956
Yuan Liu, Jianxia Guo
The sea surface vector winds drive and modulate the heat and momentum transfer through the oceanatmosphere interface, influence the thermal and dynamical properties of ocean water body, and consequently determine the water cycle, ocean circulation and climate change on global scale. The spatial variation of sea surface winds is an important driving force for ocean dynamics. The vorticity of sea surface winds drives the ocean circulation through Sverdrup transport on basin scale, the divergence of surface winds efficiently affects the Ekman pumping, and thus the physical and biological processes over the global oceans.With the increasing sampling frequencies of satellite-borne scatterometer, it is vitally important to construct a long-time series of sea surface blended wind product for climate studies and numerical modeling studies as the forcing field. Previous studies have shown that wind fields with different spatial and temporal resolution have an apparent influence on numerical model results. Using the scatterometer winds and operational numerical model winds, this thesis aims to find an optimal wind blending method to merge winds from different sources, while effectively to retain the vorticity and divergence information in the blended wind products. The main findings of the thesis are listed as follows:Based on the 2-dimensional varational method (2DVAR) for wind blending, regularized terms for wind vorticity and divergence were introduced in the methodology to overcome the over-fitting problems associated with the 2DVAR method, and to retain the fine structure of scatterometer observed wind vorticity and divergence.Using the insitu wind observations in South China Sea, the QuikSCAT scatterometer winds and the global operational numerical prediction model winds of National Oceanic and Atmospheric Administratiton (NOAA) of the United States were evaluated. The analysis indicates that the accuracy and spatial/temporal variation of the sea surface winds are both reasonably good.Sensitivity studies of 2DVAR method with and without regularization of wind vorticity and divergence were performed for a typhoon case in 2008. The sensitivity studies show that 2DVAR with regularization effectively overcomes the over-fitting problems with smoother blended wind field. The spurious structure of false vorticity and divergence was effectively removed.The blended wind products with and without regularization terms in 2DVAR method were then evaluated using wind observations from an automatic meteorological observatorythan that produced from simple 2DVAR method, in terms of small bias and small root mean square errors (RMSE).As a final remark, the method described in this study can in South China Sea. The blended wind with regularization is more accurate in comparison with the insitu observation significantly reduce the noise level of scatterometer winds and keep the necessary information of wind vorticity and divergence. It is expected that the 2DVAR wind bl
海面矢量风驱动和调节海洋大气界面的热量和动量传递,影响海洋水体的热力和动力特性,从而决定全球尺度上的水循环、海洋环流和气候变化。海面风的空间变化是海洋动力学的重要驱动力。海表风涡度通过盆地尺度的Sverdrup输送驱动海洋环流,海表风辐散有效影响Ekman抽运,从而影响全球海洋的物理和生物过程。随着星载散射仪采样频率的增加,构建长时间的海面混合风产品序列作为强迫场对于气候研究和数值模拟研究至关重要。以往的研究表明,不同时空分辨率的风场对数值模式的结果有明显的影响。利用散射计风和实际数值模式风,寻找一种最优的混合风方法,在有效保留混合风产品中的涡度和散度信息的同时,将不同来源的风合并在一起。本文的主要研究成果如下:在二维变分方法(2DVAR)的基础上,引入了正则化的风涡度和散度项,克服了二维变分方法的过拟合问题,并保留了散射计观测到的风涡度和散度的精细结构。利用南海现场风观测资料,对QuikSCAT散射计风和美国国家海洋和大气管理局(NOAA)全球业务数值预测模式风进行了评价。分析表明,海面风的精度和时空变化都比较好。对2008年一次台风进行了风涡度和散度正则化和非正则化的2DVAR方法敏感性研究。灵敏度研究表明,正则化后的2DVAR有效地克服了平滑混合风场的过拟合问题。有效地消除了假涡度和假散度的虚假结构。然后利用自动气象台的风观测值对2DVAR方法中带正则化项和不带正则化项的混合风产品进行评估,得到偏差小、均方根误差(RMSE)小的结果。最后,本文所描述的方法适用于南海。与原位观测相比,正则化后的混合风精度更高,显著降低了散射计风的噪声水平,保留了必要的风涡度和散度信息。期望具有正则化项的2DVAR混风方法能够在未来实际混风海面产品中得到应用。
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引用次数: 0
X-band Magnetron Dualpolarization Weather Radar x波段磁控管双极化天气雷达
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9026016
Zhendong Yao, Xiaojie Lou, Yongyan Su, Yong She, Lin Chen, Weifang Liu
Weather modification operation is important for Olympic Games, agriculture, environment and ecology etc. in China. Suitable weather background is required for this task. The atmospheric conditions can be obtained by dual-polarization weather radar which measuring and evaluating operation variables and has been developed. Such a magnetron radar is with advance of high radiation power, simple structure, small volume and light weight, its transmitter, receiver and signal processors can be put and fixed on the antenna elevation platform, can be omitted the influence of amplitude and phase fluctuation caused by the azimuth and elevation rotation joints. And the modern digital receiver and signal processor technologies making coherence on received and the radar detection performance perfect are employed to cancel the random initial phase and reject the slow frequency drifting for magnetron transmitter. Such a magnetron x band dual-linear polarization weather surveillance radar, so call MaXPol, has been built and installed in Weining County, Guizhou province in China at the end of August 2019. For some operation, several times of rainfall and small hail observations have been obtained. By analyzing the echoes it is shown that the polarization variables are good corresponding to those weather processes. The MaXPol radar with easy operation, accuracy data and effective application has been accepted for their weather modification operation.
人工影响天气作业对中国的奥运、农业、环境生态等具有重要意义。此任务需要合适的天气背景。利用双极化气象雷达对运行变量进行测量和评估,可以获得大气状况。该磁控管雷达具有辐射功率大、结构简单、体积小、重量轻的先进性,其发射机、接收机和信号处理器均可放置固定在天线仰角平台上,可省去方位角和仰角旋转接头带来的幅度和相位波动的影响。采用现代数字接收机和信号处理器技术,使接收信号具有良好的相干性和雷达探测性能,消除磁控管发射机的随机初始相位和抑制慢频漂移。这种名为MaXPol的磁控管x波段双线偏振气象监测雷达已于2019年8月底在中国贵州省威宁县建成并安装。在一些操作中,获得了几次降雨和小冰雹的观测。通过对回波的分析,表明极化变量与这些天气过程有较好的对应关系。MaXPol雷达操作简单,数据准确,应用有效,已被认可用于人工影响天气作业。
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引用次数: 1
Reconstruction of Historical Data and Analysis on Three-dimensional Tourism Climate Resources in Fanjing Mountain Scenic Spot 梵净山景区历史数据重建及三维旅游气候资源分析
Pub Date : 2019-12-01 DOI: 10.1109/ICMO49322.2019.9025961
X. Fang, W. Qiang, Du Zhengjing, Yang Chaomei
Fanjing Mountain scenic spot with the highest altitude of 2572m, is a 5A level scenic spot in Guizhou Province and it belongs to Jiangkou county with the altitude of 362m. Due to the obvious difference in altitude, historical observation data of Jiangkou county can not well reflect the historical climate characteristics of Fanjing Mountain scenic spot.In this paper, a multiple regression model is established based on the observation elements of temperature, humidity, wind, rainfall and other automatic stations in Fanjing Mountain scenic spot and Jiangkou county on the same day from 2016 to 2018. The differences of temperature, humidity, wind etc. and tourism climate suitability between Fanjing Mountain scenic spot and Jiangkou county were analyzed. The results show: The simulation value of average temperature error between $pm 2^circ$ in regression model accounts for 70.8%, and the maximum temperature error is slightly higher,but they are better than the calculated values of temperature decline rate. The ratio of average relative humidity error within $pm 10%$ is 75.8%.The average maximum temperature in Fanjing Mountain of reconstruction historical data from 1980 to 2014 is 12.8${^circ}$, and the average annual temperature is 8.7 ${^circ}$, which is 8.4${^circ}$ and 7.7${^circ}$ lower than Jiangkou county respectively. They are about 5${^circ}$ higher than the calculated values of temperature decline rate.InJiangkou county, the average temperature and the maximum temperature in 35 years shows an upward trend, but the annual change trend of Fanjing Mountain temperature is not obvious. The annual average humidity (94%) and wind speed (4.8m/s) in Fanjing Mountain are higher than those of Jiangkou county (80.8% and 1.2m/s), and their annual change trend is consistent with that of Jiangkou county, showing a downward trend. The tourism climate suitability of Fanjing Mountain and Jiangkoucounty is analyzed comparatively. The winter tourism climate suitability of Jiangkou county is general, the rest months are suitable, and the tourism climate suitability index in July and August is lower than 70. However, Fanjing Mountain is suitable in summer, and its tourism climate suitability index is higher than 70, but its tourism suitability is poor from January to April and from October to December. The reconstruction of historical data of Fanjing Mountain scenic spot provides data support for the analysis of three-dimensional tourism climate resources and the development of summer tourism economy.
梵净山风景区为贵州省5A级景区,海拔2572米,隶属于海拔362米的江口县。由于海拔差异明显,江口县的历史观测资料不能很好地反映梵净山景区的历史气候特征。本文基于2016 - 2018年梵净山景区和江口县当日气温、湿度、风、降雨等自动站观测要素,建立多元回归模型。分析了梵净山风景区与江口县的温度、湿度、风等特征及旅游气候适宜性的差异。结果表明:回归模型中平均温度误差在$pm 2^circ$之间的模拟值占70.8%,最大温度误差略高,但均优于温度递减率的计算值。平均相对湿度误差在$pm 10%$范围内的比例为75.8%。1980 ~ 2014年重建历史资料的范景山平均最高气温为12.8${^circ}$,年平均气温为8.7 ${^circ}$,分别比江口县低8.4${^circ}$和7.7${^circ}$。它们比温度下降率的计算值高约5${^circ}$。江口县35 a平均气温和最高气温呈上升趋势,而梵净山气温的年变化趋势不明显。梵净山的年平均湿度(94%)和风速(4.8m/s)高于江口县(80.8%)和1.2m/s,其年变化趋势与江口县一致,均呈下降趋势。对梵净山和江口县旅游气候适宜性进行了比较分析。江口县冬季旅游气候适宜性一般,其余月份适宜,7、8月份旅游气候适宜性指数均低于70。梵净山适宜夏季,旅游气候适宜性指数高于70,但1 - 4月和10 - 12月旅游适宜性较差。梵净山景区历史数据的重构为三维旅游气候资源分析和夏季旅游经济的发展提供了数据支撑。
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引用次数: 1
期刊
2019 International Conference on Meteorology Observations (ICMO)
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