Progress in the Energy Closure of Eddy Covariance Systems
First author:Zhou Yanzhao(1989-), male, Xingtai City, Hebei Province, Ph.D student. Research areas include applications of remote sensing and GIS in hydrology and numerical simulations in atmospheric boundary layer. E-mail:zhouyanzhao@lzb.ac.cn
*Corresponding author:Li Xin(1969-), male, Jiuquan City, Gansu Province, Professor. Research areas include land data assimilation, application of remote sensing and GIS in hydrology and cryosphere science, and integrated watershed modeling. E-mail: lixin@lzb.ac.cn
Online published: 2018-10-24
Supported by
Foundation item:Project supported by the National Natural Science Foundation of China "Integrated modeling and prediction of the water-ecosystem-economy in the Heihe River Basin"(No.91425303);The Inter-disciplinary Innovation Team of the Chinese Academy of Science "The inter-disciplinary innovation team of data assimilation in hydrology"(No.XXH13505-06).
Copyright
The sum of turbulent fluxes measured by the eddy-covariance method is often 10%~30% lower than available energy (i.e., the net radiation minus the ground heat flux). This systematic bias in the EC method is called the "EC energy closure problem" and has been one of the biggest challenges in micrometeorology. In the past decades, lots of studies have focused on this problem and have found extensive knowledge about it. In this paper, we introduced the reasons to the EC energy closure problem and systematically summarized the understandings on this problem with a discussion regarding the merits and limitations of possible correction methods. Compared with previous overview studies, our study focused on the methods and progresses on the EC energy closure problem using the Large Eddy Simulation (LES). The existing problem, e.g., the lack of high quality and high spatial density of "surface true fluxes" observations (e.g., matric observations), the failure of fully emulating the EC using the LES and how to mechanistically understand that large eddies affect turbulence structures and lead to non-closure problem, hinder the further understanding of the EC energy closure problem. Thus, in the future, focus should be put on the mechanistic understanding of how large eddies affect the non-closure problem and some dense field observations to obtain the high quality "surface true fluxes".
Yanzhao Zhou , Xin Li . Progress in the Energy Closure of Eddy Covariance Systems[J]. Advances in Earth Science, 2018 , 33(9) : 898 -913 . DOI: 10.11867/j.issn.1001-8166.2018.09.0898
[1] | Wang Jiemin.Land surface process experiments and interaction study in China—From HEIFE to IMGRASS and GAME-TIBET/TIPEX[J]. Plateau Meteorology, 1999, 18(3): 280-294. |
[1] | [王介民. 陆面过程实验和地气相互作用研究——从HEIFE到IMGRASS和GAME-Tibet/TIPEX[J]. 高原气象, 1999, 18(3): 280-294.] |
[2] | Li Xin, Li Xiaowen, Li Zengyuan, et al.Watershed allied telemetry experimental research[J]. Journal of Geophysical Research—Atmospheres, 2009, 114: D22103. DOI: 10.1029/2008jd011590. |
[3] | Li Xin, Cheng Guodong, Liu Shaomin, et al.Heihe Watershed Allied Telemetry Experimental Research (HiWATER): Scientific objectives and experimental design[J]. Bulletin of the American Meteorological Society, 2013, 94(8): 1 145-1 160. |
[4] | Zhou Yanzhao, Li Xin, Yang Kun, et al.Assessing the impacts of an ecological water diversion project on water consumption through high-resolution estimations of actual evapotranspiration in the downstream regions of the Heihe River Basin, China[J]. Agricultural and Forest Meteorology, 2018, 249: 210-227. |
[5] | Williams M, Richardson A D, Reichstein M, et al.Improving land surface models with FLUXNET data[J]. Biogeosciences, 2009, 6(7): 1 341-1 359. |
[6] | Jung M, Reichstein M, Ciais P, et al.Recent decline in the global land evapotranspiration trend due to limited moisture supply[J]. Nature, 2010, 467(7 318): 951-954. |
[7] | Xu Ziwei, Ma Yanfei, Liu Shaomin, et al.Assessment of the energy balance closure under advective conditions and its impact using remote sensing data[J]. Journal of Applied Meteorology and Climatology, 2017, 56(1): 127-140. |
[8] | Eder F, Schmidt M, Damian T, et al.Mesoscale eddies affect near-surface turbulent exchange: Evidence from lidar and tower measurements[J]. Journal of Applied Meteorology and Climatology, 2015, 54(1): 189-206. |
[9] | Foken T, Mauder M, Liebethal C, et al.Energy balance closure for the LITFASS-2003 experiment[J]. Theoretical and Applied Climatology, 2010, 101(1/2): 149-160. |
[10] | Wilson K, Goldstein A, Falge E, et al.Energy balance closure at FLUXNET sites[J]. Agricultural and Forest Meteorology, 2002, 113(1/4): 223-243. |
[11] | Aubinet M, Grelle A, Ibrom A, et al.Estimates of the annual net carbon and water exchange of forests: The EUROFLUX methodology[J]. Advances in Ecological Research, 2000, 30: 113-175. |
[12] | Twine T E, Kustas W, Norman J, et al.Correcting eddy-covariance flux underestimates over a grassland[J]. Agricultural and Forest Meteorology, 2000, 103(3): 279-300. |
[13] | Oncley S P, Foken T, Vogt R, et al.The energy balance experiment EBEX-2000. Part I: Overview and energy balance[J]. Boundary-Layer Meteorology, 2007, 123(1): 1-28. |
[14] | Verma S B, Kim J, Clement R J.Momentum, water vapor, and carbon dioxide exchange at a centrally located prairie site during FIFE[J]. Journal of Geophysical Research: Atmospheres, 1992, 97(D17): 18 629-18 639. |
[15] | Lee Xuhui, Black T A.Atmospheric turbulence within and above a douglas-fir stand. Part II: Eddy fluxes of sensible heat and water vapour[J]. Boundary-Layer Meteorology, 1993, 64(4): 369-389. |
[16] | Foken T, Gerstmann W, Richter S H, et al.Study of the Energy Exchange Processes over Different Types of Surfaces during TARTEX-90’[M]. Offenbach am Main: Forschung und Entwicklung, 1993. |
[17] | Panin G N, Tetzlaff G, Raabe A.Inhomogeneity of the land surface and problems in the parameterization of surface fluxes in natural conditions[J]. Theoretical and Applied Climatology, 1998, 60(1/4): 163-178. |
[18] | Foken T, Jegede O O,Weisensee U, et al.Results of the LINEX-96/2 Experiment[M]. Offenbach am Main: Forschung und Entwicklung, 1997. |
[19] | Beyrich F, Richter S H, Weisensee U, et al.Experimental determination of turbulent fluxes over the heterogeneous LITFASS area: Selected results from the LITFASS-98 experiment[J]. Theoretical and Applied Climatology, 2002, 73(1): 19-34. |
[20] | Zhang Yu, Lü Shihua, Chen Shiqiang, et al.Characteristics of energy budget and microclimate on the edge of oasis summer[J]. Plateau Meteorology, 2005, 24(4): 527-533. |
[20] | [张宇, 吕世华, 陈世强, 等. 绿洲边缘夏季小气候特征及地表辐射与能量平衡特征分析[J]. 高原气象, 2005, 24(4): 527-533.] |
[21] | Wang Jiemin, Wang Weizhen, Liu Shaomin, et al.The problems of surface energy balance closure—An overview and case study[J]. Advances in Earth Science, 2009, 24(7): 705-713. |
[21] | [王介民, 王维真, 刘绍民, 等. 近地层能量平衡闭合问题———综述及个例分析[J]. 地球科学进展, 2009, 24(7): 705-713.] |
[22] | Kohsiek W, Liebethal C, Foken T, et al.The energy balance experiment EBEX-2000. Part III: Behaviour and quality of the radiation measurements[J]. Boundary-Layer Meteorology, 2007, 123(1): 55-75. |
[23] | Mauder M, Oncley S P, Vogt R, et al.The energy balance experiment EBEX-2000. Part II: Intercomparison of eddy-covariance sensors and post-field data processing methods[J]. Boundary-Layer Meteorology, 2007, 123(1): 29-54. |
[24] | Foken T.The energy balance closure problem: An overview[J]. Ecological Applications, 2008, 18(6): 1 351-1 367. |
[25] | Foken T, Aubinet M, Finnigan J J, et al. Results of a panel discussion about the energy balance closure correction for trace gases[J]. Bulletin of the American Meteorological Society Results of a panel discussion about the energy balance closure correction for trace gases[J]. Bulletin of the American Meteorological Society, 2011, 92(4): Es13-Es18. |
[26] | Katul G G, Oren R, Manzoni S, et al. Evapotranspiration: A process driving mass transport Evapotranspiration: A process driving mass transport and energy exchange in the soil-plant-atmosphere-climate system[J]. Reviews of Geophysics, 2012, 50: RG3002. |
[27] | Zuo Hongchao, Xiao Xia, Yang Qidong, et al.On the atmospheric movement and the imbalance of observed and calculated energy in the surface layer[J]. Science in China (Series D), 2012, 55(9): 1 518-1 532. |
[27] | [左洪超, 肖霞, 杨启东, 等. 论近地层大气运动特征与观测和计算能量不平衡的成因[J]. 中国科学:D辑, 2012, 42(9): 1 370-1 384.] |
[28] | Leuning R, Van Gorsel E, Massman W J, et al.Reflections on the surface energy imbalance problem[J]. Agricultural and Forest Meteorology, 2012, 156: 65-74. |
[29] | Wohlfahrt G, Widmoser P.Can an energy balance model provide additional constraints on how to close the energy imbalance?[J]. Agricultural and Forest Meteorology, 2013, 169: 85-91. |
[30] | Metzger S.Surface-atmosphere exchange in a box: Making the control volume a suitable representation for in-situ observations[J]. Agricultural and Forest Meteorology, 2018, 255: 68-80. |
[31] | Finnigan J J, Clement R, Malhi Y, et al.A re-evaluation of long-term flux measurement techniques—Part I: Averaging and coordinate rotation[J]. Boundary-Layer Meteorology, 2003, 107(1): 1-48. |
[32] | Aubinet M, Vesala T, Papale D.Eddy Covariance—A Practical Guide to Measurement and Data Analysis[M]. New York: Springer Science & Business Media, 2012. |
[33] | Xu Ziwei, Liu Shaomin, Li Xin, et al.Intercomparison of surface energy flux measurement systems used during the HiWATER-MUSOEXE[J]. Journal of Geophysical Research: Atmospheres, 2013, 118: 13 140-13 157. |
[34] | Mauder M, Jegede O O, Okogbue E C, et al.Surface energy balance measurements at a tropical site in West Africa during the transition from dry to wet season[J]. Theoretical and Applied Climatology, 2007, 89(3/4): 171-183. |
[35] | Xu Ziwei, Liu Shaomin, Xu Tongren, et al.The observation and calculation method of soil heat flux and its impact on the energy balance closure[J]. Advances in Earth Science, 2013, 28(8): 875-889. |
[35] | [徐自为, 刘绍民, 徐同仁, 等. 不同土壤热通量测算方法的比较及其对地表能量平衡闭合影响的研究[J]. 地球科学进展, 2013, 28(8): 875-889.] |
[36] | Heusinkveld B G, Jacobs A F G,Holtslag A M, et al. Surface energy balance closure in an arid region: Role of soil heat flux[J]. Agricultural and Forest Meteorology, 2004, 122(1/2): 21-37. |
[37] | Meyers T P, Hollinger S E.An assessment of storage terms in the surface energy balance of maize and soybean[J]. Agricultural and Forest Meteorology, 2004, 125(1/2): 105-115. |
[38] | Lee Xuhui, Massman W, Law B.Handbook of Micrometeorology—A Guide for Surface Flux Measurement and Analysis[M]. Netherlands: Springer, 2005. |
[39] | Foken T.Micrometeorology[M]. Heidelberg: Springer Berlin, 2008. |
[40] | Foken T, Wimmer F, Mauder M, et al.Some aspects of the energy balance closure problem[J]. Atmospheric Chemistry and Physics, 2006, 6: 4 395-4 402. |
[41] | Culf A D, Foken T, Gash J H C. The energy balance closure problem[M]∥Kabat P, ed. Vegetation, Water, Humans and the Climate: A New Perspective on An Interactive System. Springer, 2004. |
[42] | Zhou Yanzhao, Li Dan, Liu Heping, et al.Diurnal variations of the flux imbalance over homogeneous and heterogeneous landscapes[J]. Boundary-Layer Meteorology, 2018, 168(3): 417-442. |
[43] | Schalkwijk J,Jonker H J J, Siebesma A P. An investigation of the eddy-covariance flux imbalance in a year-long large-eddy simulation of the weather at Cabauw[J]. Boundary-Layer Meteorology, 2016, 160(1): 17-39. |
[44] | Huang Jianping, Lee Xuhui, Patton E G.A modelling study of flux imbalance and the influence of entrainment in the convective boundary layer[J]. Boundary-Layer Meteorology, 2008, 127(2): 273-292. |
[45] | Steinfeld G, Letzel M O, Raasch S, et al.Spatial representativeness of single tower measurements and the imbalance problem with eddy-covariance fluxes: Results of a large-eddy simulation study[J]. Boundary-Layer Meteorology, 2007, 123(1): 77-98. |
[46] | Kanda M, Inagaki A, Letzel M O, et al.LES study of the energy imbalance problem with eddy covariance fluxes[J]. Boundary-Layer Meteorology, 2004, 110(3): 381-404. |
[47] | Inagaki A, Letzel M O, Raasch S, et al.Impact of surface heterogeneity on energy imbalance: A study using LES[J]. Journal of the Meteorological Society of Japan, 2006, 84(1): 187-198. |
[48] | Panin G N, Tetzlaff G.A measure of inhomogeneity of the land surface and parametrization of turbulent fluxes under natural conditions[J]. Theoretical and Applied Climatology, 1999, 62(1): 3-8. |
[49] | Stoy P C, Mauder M, Foken T, et al.A data-driven analysis of energy balance closure across FLUXNET research sites: The role of landscape scale heterogeneity[J]. Agricultural and Forest Meteorology, 2013, 171: 137-152. |
[50] | Mauder M, Foken T.Impact of post-field data processing on eddy covariance flux estimates and energy balance closure[J]. Meteorologische Zeitschrift, 2006, 15(6): 597-609. |
[51] | Sakai R K, Fitzjarrald D R, Moore K E.Importance of low-frequency contributions to eddy fluxes observed over rough surfaces[J]. Journal of Applied Meteorology, 2001, 40(12): 2 178-2 192. |
[52] | Mauder M, Desjardins R L, Pattey E, et al.An attempt to close the daytime surface energy balance using spatially-averaged flux measurements[J]. Boundary-Layer Meteorology, 2010, 136(2): 175-191. |
[53] | Liu Shaomin, Xu Ziwei, Wang Weizhen, et al.A comparison of eddy-covariance and large aperture scintillometer measurements with respect to the energy balance closure problem[J]. Hydrology and Earth System Sciences, 2011, 15(4): 1 291-1 306. |
[54] | Aubinet M, Feigenwinter C, Heinesch B, et al.Direct advection measurements do not help to solve the night-time CO2 closure problem: Evidence from three different forests[J]. Agricultural and Forest Meteorology, 2010, 150(5): 655-664. |
[55] | Mauder M, Desjardins R L, Pattey E, et al.Measurement of the sensible eddy heat flux based on spatial averaging of continuous ground-based observations[J]. Boundary-Layer Meteorology, 2008, 128(1): 151-172. |
[56] | Aubinet M, Berbigier P, Bernhofer C H, et al.Comparing CO2 storage and advection conditions at night at different carboeuroflux sites[J]. Boundary-Layer Meteorology, 2005, 116(1): 63-94. |
[57] | Paw K T, Baldocchi D D, Meyers T P, et al.Correction of eddy-covariance measurements incorporating both advective effects and density fluxes[J]. Boundary-Layer Meteorology, 2000, 97(3): 487-511. |
[58] | Lee Xuhui.On micrometeorological observations of surface-air exchange over tall vegetation[J]. Agricultural and Forest Meteorology, 1998, 91(1/2): 39-49. |
[59] | Finnigan J.A comment on the paper by Lee (1998): "On micrometeorological observations of surface-air exchange over tall vegetation"[J]. Agricultural and Forest Meteorology, 1999, 97(1): 55-64. |
[60] | Zhang Zhaoshun, Cui Guixiang, Xu Chunxiao.Theory and Applications of Large Eddy Simulation[M]. Beijing: Tsinghua University Press, 2008. |
[60] | [张兆顺, 崔桂香, 许春晓. 湍流大涡数值模拟的理论和应用[M]. 北京: 清华大学出版社, 2008.] |
[61] | Cui Guixiang, Shi Ruifeng, Wang Zhishi, et al.Large eddy simulation of city micro-atmospheric environment[J]. Science in China (Series G), 2008, 38(6): 626-636. |
[61] | [崔桂香, 史瑞丰, 王志石, 等. 城市大气微环境大涡模拟研究[J]. 中国科学:G辑, 2008, 38(6): 626-636.] |
[62] | Schalkwijk J, Jonker H J J, Siebesma A P, et alWeather forecasting using GPU-Based large-eddy simulations[J]. Bulletin of the American Meteorological Society, 2015, 96(5): 715-724. |
[63] | Cui Guixiang, Xu Chunxiao, Zhang Zhaoshun, et al.Progress in large eddy simulation of turbulent flows[J]. Acta Aerodynamica Sinica, 2004, 22(2): 121-129. |
[63] | [崔桂香, 许春晓, 张兆顺,等. 湍流大涡数值模拟进展[J]. 空气动力学学报, 2004, 22(2): 121-129.] |
[64] | Jiang Weimei, Miao Shiguang.30 years review and perspective of the research on the large eddy simulation and atmospheric boundary layer[J]. Advances in Nature Sciences, 2004, 14(1): 13-21. |
[64] | [蒋维楣, 苗世光. 大涡模拟与大气边界层研究——30年回顾与展望[J]. 自然科学进展, 2004, 14(1): 13-21.] |
[65] | Liu Yushi, Miao Shiguang, Zhang Chaolin, et al.Study on micro-atmospheric environment by coupling large eddy simulation with mesoscale model[J]. Journal of Wind Engineering and Industrial Aerodynamics, 2012, 107: 106-117. |
[66] | Hong S Y, Dudhia J. Next-generation numerical weather prediction: Bridging parameterization, explicit clouds,large eddies[J]. Bulletin of the American Meteorological Society, 2012, 93(1): ES6-ES9. |
[67] | Schalkwijk J, Griffith E J, Post F H, et al.High-performance simulations of turbulent clouds on a esktop PC[J]. Bulletin of the American Meteorological Society, 2012, 93(3): 307-314. |
[68] | Huang H-Y, Margulis S A.On the impact of surface heterogeneity on a realistic convective boundary layer[J]. Water Resources Research, 2009, 45(4): W04425. DOI:10.1029/2008WR007175. |
[69] | Cui Guixiang, Zhang Zhaoshun, Xu Chunxiao, et al.Research advances in large eddy simulation of urban atmospheric environment[J]. Advances in Mechanics, 2013, 43(3): 295-328. |
[69] | [崔桂香, 张兆顺, 许春晓, 等. 城市大气环境的大涡模拟研究进展[J]. 力学进展, 2013, 43(3): 295-328.] |
[70] | Chen Jiayi, Fan Shaohua, Zhao Chuanfeng, et al.The underestimation of the turbulent fluxes in eddy correlation techniques[J]. Chinese Journal of Atmospheric Sciences, 2006, 30(3): 423-432. |
[70] | [陈家宜, 范邵华, 赵传峰, 等. 涡旋相关法测定湍流通量偏低的研究[J]. 大气科学, 2006, 30(3): 423-432.] |
[71] | De Roo F, Mauder M.The influence of idealized surface heterogeneity on virtual turbulent flux measurements[J]. Atmospheric Chemistry and Physics, 2018, 18(7): 5 059-5 074. |
[72] | Eder F, De Roo F, Rotenberg E, et al.Secondary circulations at a solitary forest surrounded by semi-arid shrubland and their impact on eddy-covariance measurements[J]. Agricultural and Forest Meteorology, 2015, 211: 115-127. |
[73] | Mahrt L.Computing turbulent fluxes near the surface: Needed improvements[J]. Agricultural and Forest Meteorology, 2010, 150(4): 501-509. |
[74] | Finnigan J.Turbulence in plant canopies[J]. Annual Review of Fluid Mechanics, 2000, 32(1): 519-571. |
[75] | Raupach M R, Shaw R H.Averaging procedures for flow within vegetation canopies[J]. Boundary-Layer Meteorology, 1982, 22(1): 79-90. |
[76] | Patton E G, Sullivan P P, Moeng C-H.The influence of idealized heterogeneity on wet and dry planetary boundary layers coupled to the land surface[J]. Journal of the Atmospheric Sciences, 2005, 62(7): 2 078-2 097. |
[77] | Rannik U, Vesala T.Autoregressive filtering versus linear detrending in estimation of fluxes by the eddy covariance method[J]. Boundary-Layer Meteorology, 1999, 91(2): 259-280. |
[78] | Charuchittipan D, Babel W, Mauder M, et al.Extension of the averaging time in eddy-covariance measurements and its effect on the energy balance closure[J]. Boundary-Layer Meteorology, 2014, 152(3): 303-327. |
[79] | Li Zhengquan, Yu Guirui, Wen Xuefa, et al.Energy balance closure at ChinaFLUX sites[J]. Science in China (Series D), 2004, 48(Suppl.1): 51-62. |
[79] | [李正泉, 于贵瑞, 温学发, 等. 中国通量观测网络(ChinaFLUX)能量平衡闭合状况的评价[J]. 中国科学:D辑, 2004, 34(A02): 46-56.] |
[80] | Franssen H J H, St?ckli R, Lehner I, et al. Energy balance closure of eddy-covariance data: A multisite analysis for European FLUXNET stations[J]. Agricultural and Forest Meteorology, 2010, 150(12): 1 553-1 567. |
[81] | Gao Zhiqiu, Horton R, Liu Heping.Impact of wave phase difference between soil surface heat flux and soil surface temperature on soil surface energy balance closure[J]. Journal of Geophysical Research—Atmospheres, 2010, 115: D16112.DOI:10.1029/2009JDB278. |
[82] | Gao Zhongming, Liu Heping, Katul G K, et al.Non-closure of the surface energy balance explained by phase difference between vertical velocity and scalars of large atmospheric eddies[J]. Environmental Research Letters, 2017, 12(3): 034025.DOI:10.1068/17488-9326/006256. |
[83] | Mcgloin R, ?igut L, Havránková K, et al.Energy balance closure at a variety of ecosystems in Central Europe with contrasting topographies[J]. Agricultural and Forest Meteorology, 2018, 248: 418-431. |
[84] | Zhang Qiang, Li Hongyu.The relationship between surface energy balance unclosure and vertical sensible heat advection over the Loess Plateau[J]. Acta Physica Sinica, 2010, 59(8): 5 889-5 896. |
[84] | [张强, 李宏宇. 黄土高原地表能量不闭合度与垂直感热平流的关系[J]. 物理学报, 2010, 59(8): 5 889-5 896.] |
[85] | Eder F, De Roo F, Kohnert K, et al.Evaluation of two energy balance closure parametrizations[J]. Boundary-Layer Meteorology, 2014, 151(2): 195-219. |
[86] | Hu Yinqiao, Chen Jinbei, Lü Shihua.From the clasic theory of turbulence to the Nonequilibrium Thermodynamic Theory of atmospheric turbulence[J]. Plateau Meteorology, 2012, 31(1): 1-27. |
[86] | [胡隐樵, 陈晋北, 吕世华. 从湍流经典理论到大气湍流非平衡态热力学理论[J]. 高原气象, 2012, 31(1): 1-27.] |
[87] | Hu Yinqiao, Chen Jinbei.Nonequilibrium thermodynamic theory of the atmospheric turbulence[M]∥Lang P R, Lombargo F S, eds. Atmospheric Turbulence, Meteorological Modeling and Aerodynamics. Nova Science Publishers Inc., 2009. |
[88] | Chen Jinbei, Hu Yinqiao, Lü Shihua, et al.Experimental demonstration of the coupling effect of vertical velocity on latent heat flux[J]. Science in China (Series D), 2013, 56(4): 684-692. |
[88] | [陈晋北, 胡隐樵, 吕世华, 等. 垂直速度对水汽垂直湍流通量交叉耦合效应的实验验证[J]. 中国科学:D辑, 2013, 43(3): 490-498.] |
[89] | Panin G N, Bernhofer C.Parametrization of turbulent fluxes over inhomogeneous landscapes[J]. Izvestiya Atmospheric and Oceanic Physics, 2008, 44(6): 701-716. |
[90] | Li Xin, Liu Shaomin, Xiao Qing, et al.A multiscale dataset for understanding complex eco-hydrological processes in a heterogeneous oasis system[J]. Scientific Data, 2017, 4: 1-11. |
/
〈 |
|
〉 |