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常用遥感上行长波辐射产品在两极的精度研究

Accuracy Research of Commonly Used Remote Sensing Upward Longwave Radiation Products in Polar Regions

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摘要

针对GEWEX-SRB(Global Energy and Water Exchanges Project-Surface Radiation Budget)、ISCCP-FD(International Satellite Cloud Climatology Project-Flux Data)和CERES-SYN(Clouds and the Earth′s Radiant Energy System-Synoptic Radiative Fluxes and Clouds)中上行长波辐射数据在极地地区的精度问题展开研究。实验利用极地地区的BSRN(Baseline Surface Radiation Network)和CEOP(Coordinated Energy and Water Cycle Observations Project)两种地面观测数据作为参考数据,并采用降尺度方法对地面数据进行处理,最后对辐射产品进行精度评估。研究结果显示,在极地地区,3种常用上行长波辐射数据总体精度较低,方均根误差(RMSE)和平均绝对偏差(MAE)的绝对值基本在15 W·m-2以上,GEWEX-SRB、ISCCP-FD和CERES-SYN上行长波辐射产品的RMSE均值分别为23.70 W·m-2(8.69%)、25.14 W·m-2(9.62%)、22.98 W·m-2(8.80%),MAE均值分别为18.53 W·m-2(6.96%)、20.09 W·m-2(7.70%)、17.73 W·m-2(6.79%)。通过精度分析得出,影响上行长波辐射产品精度的因素包括空间异质性、输入参数误差、云的影响以及辐射产品的空间分辨率较低等。

Abstract

Accuracy of the upward longwave radiation data of GEWEX-SRB (Global Energy and Water Exchanges Project-Surface Radiation Budget), ISCCP-FD (International Satellite Cloud Climatology Project-Flux Data) and CERES-SYN (Clouds and the Earth′s Radiant Energy System-Synoptic Radiative Fluxes and Clouds) in polar regions is studied. In the experiment, two kinds of ground observation data of BSRN (Baseline Surface Radiation Network) and CEOP (Coordinated Energy and Water Cycle Observations Project) in polar regions are used as reference data, and the downscaling method is used to deal with them. Finally, accuracy of the radiation products is evaluated. Research results show that the overall accuracies of the three kinds of commonly used upward longwave radiation data are lower in polar regions. Absolute values of the root mean square error (RMSE) and the mean absolute error (MAE) are more than 15 W·m-2. The mean RMSEs of GEWEX-SRB, ISCCP-FD and CERES-SYN are 23.70 W·m-2 (8.69%), 25.14 W·m-2 (9.62%) and 22.98 W·m-2 (8.80%), respectively, and the mean MAEs are 18.53 W·m2 (6.96%), 20.09 W·m2 (7.70%), and 17.73 W·m2 (6.79%), respectively. Through the analysis of accuracy, the factors that affect the accuracy of the upward longwave radiation products include spatial heterogeneity, input parameter errors, cloud influence and low spatial resolution of radiation products and so on.

Newport宣传-MKS新实验室计划
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中图分类号:P422.6

DOI:10.3788/lop55.070101

所属栏目:大气光学与海洋光学

基金项目:黑龙江省对地观测与导航工程技术创新平台(ZY17A02)

收稿日期:2018-01-25

修改稿日期:2018-01-28

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作者单位    点击查看

孙道中:辽宁工程技术大学测绘与地理科学学院, 辽宁 阜新 123000
吉长东:辽宁工程技术大学测绘与地理科学学院, 辽宁 阜新 123000
马传宁:国家测绘地理信息局第二大地测量队(黑龙江第一测绘工程院), 黑龙江 哈尔滨 150000

联系人作者:吉长东(wn1529@163.com)

备注:孙道中(1990—),男,硕士研究生,主要从事定量遥感、极地地区长短波辐射的估算等方面的研究。E-mail: sundaozhong_rs@163.com

【1】Nussbaumer E A, Pinker R T. Estimating surface long-wave radiative fluxes at global scale[J]. Quarterly Journal of the Royal Meteorological Society, 2012, 138(665): 1083-1093.

【2】Trigo I F, Barroso C, Viterbo P, et al. Estimation of downward long-wave radiation at the surface combining remotely sensed data and NWP data[J]. Journal of Geophysical Research Atmospheres, 2010, 115(D24): D24118.

【3】Kratz D P, Gupta S K, Wilber A C, et al. Validation of the CERES edition 2B surface-only flux algorithms[J]. Journal of Applied Meteorology & Climatology, 2010, 49(1): 164-180.

【4】Wang J. Method for the remote sensing retrieval of surface longwave radiation[D]. Taiyuan: Shanxi University, 2014.
王娇. 地表长波辐射遥感反演方法研究[D]. 太原: 山西大学, 2014.

【5】Chen S W, Xu N, Dai T, et al. Sensitivity of intercalibration uncertainty on spectral sampling of space-based radiance standard[J]. Acta Optica Sinica, 2018, 38(1): 0128004.
陈申玮, 徐娜, 戴铁, 等. 空间辐射基准传递不确定性的光谱敏感性分析[J]. 光学学报, 2018, 38(1): 0128004.

【6】Zhang X Y, Wang J. Estimation of land surface temperature using geostationary meteorological satellite data[J]. Remote Sensing Technology and Application, 2013, 28(1): 12-17.
张霄羽, 王娇. 基于静止气象卫星数据的地表温度遥感估算[J]. 遥感技术与应用, 2013, 28(1): 12-17.

【7】Zhang X Y, Wang J. Estimation of surface soil moisture from onboard FY-2D satellite multi-temporal data[J]. Chinese Journal of Eco-Agriculture, 2012, 20(7): 882-887.
张霄羽, 王娇. 风云二号静止气象卫星数据估算土壤表面水分方法研究[J]. 中国生态农业学报, 2012, 20(7): 882-887.

【8】Gui S, Liang S L, Li L. Validation of surface radiation data provided by the CERES over the Tibetan Plateau[C]. International Conference on Geoinformatics, 2009: 10940576.

【9】Gui S, Liang S L, Li L. Evaluation of satellite-estimated surface longwave radiation using ground-based observations[J]. Journal of Geophysical Research Atmospheres, 2010, 115(D18): D18214.

【10】Yan H R, Huang J P, Minnis P, et al. Comparison of CERES surface radiation fluxes with surface observations over Loess Plateau[J]. Remote Sensing of Environment, 2011, 115(6): 1489-1500.

【11】Wang X C, Liu J P, Yu Y Q, et al. Polar climate simulation in FGOALS_g1.1[J]. Acta Meteorologica Sinica, 2009, 67(6): 961-972.
王秀成, 刘骥平, 俞永强, 等. FGOALS_g1.1极地气候模拟[J]. 气象学报, 2009, 67(6): 961-972.

【12】Cox S J, Stackhouse P W, Gupta S K, et al. NASA/GEWEX shortwave surface radiation budget: integrated data product with reprocessed radiance, cloud, and meteorology inputs, and new surface albedo treatment[C]. International Radiation Symposium Radiation Processes in the Atmosphere & Ocean, 2017, 1810(1): 194-211.

【13】Randall D, Krueger S, Bretherton C. Confronting models with data: the GEWEX cloud systems study[J]. Bulletin of the American Meteorological Society, 2003, 84(4): 455-469.

【14】Fu Q, Liou K N, Cribb M C, et al. Multiple scattering parameterization in thermal infrared radiative transfer[J]. Journal of the Atmospheric Sciences, 1997, 54(24): 2799-2812.

【15】Gupta K S. A parameterization for longwave surface radiation from sun-synchronous satellite data: recent improvements[J]. Journal of Applied Meteorology, 1992, 31(12): 203-222.

【16】Zhang R. The study of the estimation of downward radiation based on MODIS data[D]. Xi′an: Northwest University, 2015.
张茹. 基于MODIS数据的下行辐射遥感反演研究[D]. 西安: 西北大学, 2015.

【17】Zhang D L, Huang J P, Liu Y Z, et al. Analysis on temporal and spatial variations for cloud radiative forcing over Qinghai-Xizang Plateau using CERES (SYN) data[J]. Plateau Meteorology, 2012, 31(5): 1192-1202.
张丁玲, 黄建平, 刘玉芝, 等. 利用CERES(SYN)资料分析青藏高原云辐射强迫的时空变化[J]. 高原气象, 2012, 31(5): 1192-1202.

【18】Kato S, Loeb N G, Rutan D A, et al. Clouds and the Earth′s radiant energy system (CERES) data products for climate research[J]. Journal of the Meteorological Society of Japan, 2016, 93(6): 597-612.

【19】Gui S. Satellite remote sensing of surface net radiation[D]. Wuhan: Wuhan University, 2010.
桂胜. 地表净辐射的卫星遥感研究[D]. 武汉: 武汉大学, 2010.

【20】Zhang T P, Stackhouse P W, Jr Gupta S K, et al. The validation of the GEWEX SRB surface longwave flux data products using BSRN measurements[J]. Journal of Quantitative Spectroscopy and Radiative Transfer, 2015, 150: 134-147.

【21】Driemel A, Knig-Langlo G, Sieger R, et al. The world radiation monitoring center of the baseline surface radiation network: status 2017[C]. EGU General Assembly Conference, 2017, 19: 2910.

【22】Mcdonald K R, Enloe Y, Di L P, et al. Data integration support to the coordinated enhanced observing period project (CEOP)[M].∥ Di L P, Ramapriyan H K. Standard-based data and information systems for Earth observation. Heidelberg: Springer, 2009: 27-36.

【23】Yang J Q, Luo J J, Xu J, et al. Calculation of infrared radiation atmospheric transmittance based on CART[J]. Laser & Optoelectronics Progress, 2018, 55(3): 030101.
杨建清, 罗积军, 徐军, 等. 基于CART的红外辐射大气透过率的计算[J]. 激光与光电子学进展, 2018, 55(3): 030101.

【24】Zhang F, Qi L L, Ji W, et al. Influence of atmosphere in different areas on middle-far infrared radiation transmission[J]. Acta Optica Sinica, 2017, 37(4): 0401002.
张芳, 齐琳琳, 吉微, 等. 不同地域大气对中远红外辐射传输的影响[J]. 光学学报, 2017, 37(4): 0401002.

【25】Huang S, Jing X, Tan F F, et al. Measurement and calibration methods for total atmospheric continuous transmittance[J]. Chinese Journal of Lasers, 2017, 44(7): 0710001.
黄晟, 靖旭, 谭逢富, 等. 整层大气连续透过率的测量与标定方法[J]. 中国激光, 2017, 44(7): 0710001.

引用该论文

Sun Daozhong,Ji Changdong,Ma Chuanning. Accuracy Research of Commonly Used Remote Sensing Upward Longwave Radiation Products in Polar Regions[J]. Laser & Optoelectronics Progress, 2018, 55(7): 070101

孙道中,吉长东,马传宁. 常用遥感上行长波辐射产品在两极的精度研究[J]. 激光与光电子学进展, 2018, 55(7): 070101

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