Damiani, A., Irie, H., Horio, T., Takamura, T., Khatri, P., Takenaka, H., Nagao, T., Nakajima, T. Y., and Cordero, R. R.: Evaluation of Himawari-8 surface downwelling solar radiation by ground-based measurements, Atmos. Meas. Tech., 11, 2501–2521, https://doi.org/10.5194/amt-11-2501-2018, 2018.
Dye, D.: Spectral composition and quanta-to-energy ratio of diffuse
photosynthetically active radiation under diverse cloud conditions, J.
Geophys. Res., 109, D10203, https://doi.org/10.1029/2003JD004251, 2004.
Global Modeling And Assimilation Office, and Pawson, S.: MERRA-2
tavg1_2d_slv_Nx: 2d,1-Hourly,
Time-Averaged, Single-Level, Assimilation, Single-Level Diagnostics V5.12.4, NASA Goddard Earth Sciences Data and Information Services
Center
[data set], https://doi.org/10.5067/VJAFPLI1CSIV, 2015.
Gu, L., Baldocchi, D., Verma, S. B., Black, T. A., Vesala, T., Falge, E. M.,
and Dowty, P. R.: Advantages of diffuse radiation for terrestrial ecosystem
productivity, J. Geophys. Res.-Atmos., 107, ACL-2,
https://doi.org/10.1029/2001JD001242, 2002.
Gueymard, C. A. and Wilcox, S. M.: Assessment of spatial and temporal
variability in the US solar resource from radiometric measurements and
predictions from models using ground-based or satellite data, Solar Energy,
85, 1068–1084, https://doi.org/10.1016/j.solener.2011.02.030, 2011.
Hao, D., Wen, J., Xiao, Q., Wu, S., Lin, X., You, D., and Tang, Y.: Impacts
of DEM geolocation bias on downward surface shortwave radiation estimation
over clear-sky rugged terrain: A case study in Dayekou Basin, China, IEEE
Geosci. Remote Sens. Lett., 16, 10–14,
https://doi.org/10.1109/LGRS.2018.2868563, 2018.
Hao, D., Asrar, G. R., Zeng, Y., Zhu, Q., Wen, J., Xiao, Q., and Chen, M.:
Estimating hourly land surface downward shortwave and photosynthetically
active radiation from DSCOVR/EPIC observations, Remote Sens.
Environ., 232, 111320, https://doi.org/10.1016/j.rse.2019.111320, 2019.
Hao, D., Asrar, G. R., Zeng, Y., Zhu, Q., Wen, J., Xiao, Q., and Chen, M.: DSCOVR/EPIC-derived global hourly and daily downward shortwave and photosynthetically active radiation data at 0.1
∘ × 0.1
∘ resolution, Earth Syst. Sci. Data, 12, 2209–2221, https://doi.org/10.5194/essd-12-2209-2020, 2020.
Huang, G., Ma, M., Liang, S., Liu, S., and Li, X.: A LUT-based
approach to estimate surface solar irradiance by combining MODIS and MTSAT
data, J. Geophys. Res.-Atmos., 116, D22,
https://doi.org/10.1029/2011JD016120, 2011.
Huang, G., Li, Z., Li, X., Liang, S., Yang, K., Wang, D., and Zhang, Y.:
Estimating surface solar irradiance from satellites: Past, present, and
future perspectives, Remote Sens. Environ., 233, 111371,
https://doi.org/10.1016/j.rse.2019.111371, 2019.
Jain, R., Qin, J., and Rajagopal, R.: Data-driven planning of distributed
energy resources amidst socio-technical complexities, Nat. Energy, 2, 17112,
https://doi.org/10.1038/nenergy.2017.112, 2017.
Jia, A., Liang, S., and Wang, D.: Generating a 2-km, all-sky, hourly land
surface temperature product from Advanced Baseline Imager data, Remote
Sens. Environ., 278, 113105,
https://doi.org/10.1016/j.rse.2022.113105, 2022a.
Jia, A., Wang, D., Liang, S., Peng, J., and Yu, Y.: Global daily actual and
snow-free blue-sky land surface albedo climatology from 20-year MODIS
products, J. Geophys. Res.-Atmos., 127.8, e2021JD035987,
https://doi.org/10.1029/2021JD035987, 2022b.
Jia, A., Liang, S., Wang, D., Ma, L., Wang, Z., and Xu, S.: Global hourly, 5 km, all-sky land surface temperature data from 2011 to 2021 based on integrating geostationary and polar-orbiting satellite data, Earth Syst. Sci. Data, 15, 869–895, https://doi.org/10.5194/essd-15-869-2023, 2023.
Kariuki, B. W. and Sato, T.: Interannual and spatial variability of solar
radiation energy potential in Kenya using Meteosat satellite, Renew.
Energ., 116, 88–96, https://doi.org/10.1016/j.renene.2017.09.069, 2018.
Karlsson, K.-G., Anttila, K., Trentmann, J., Stengel, M., Fokke Meirink, J., Devasthale, A., Hanschmann, T., Kothe, S., Jääskeläinen, E., Sedlar, J., Benas, N., van Zadelhoff, G.-J., Schlundt, C., Stein, D., Finkensieper, S., Håkansson, N., and Hollmann, R.: CLARA-A2: the second edition of the CM SAF cloud and radiation data record from 34 years of global AVHRR data, Atmos. Chem. Phys., 17, 5809–5828, https://doi.org/10.5194/acp-17-5809-2017, 2017.
Letu, H., Nakajima, T. Y., Wang, T., Shang, H., Ma, R., Yang, K., Baran, A. J., Riedi, J., Ishimoto, H., Yoshida, M., Shi, C., Khatri P., Du, Y., Chen, L., and Shi, J.: A new benchmark for surface radiation products over the east
Asia–Pacific region retrieved from the Himawari-8/AHI next-generation
geostationary satellite, B. Am. Meteorol. Soc.,
103, E873–E888, https://doi.org/10.1175/BAMS-D-20-0148.1, 2022.
Li, L., Xin, X., Zhang, H., Yu, J., Liu, Q., Yu, S., and Wen, J.: A method
for estimating hourly photosynthetically active radiation (PAR) in China by
combining geostationary and polar-orbiting satellite data, Remote Sens.
Environ., 165, 14–26, https://doi.org/10.1016/j.rse.2015.03.034, 2015.
Li, R., Wang, D., and Liang, S.: Comprehensive assessment of five global
daily downward shortwave radiation satellite products, Sci. Remote
Sens., 4, 100028, https://doi.org/10.1016/j.srs.2021.100028, 2021.
Li, R., Wang, D., Liang, S., Jia, A., and Wang, Z.: Estimating global
downward shortwave radiation from VIIRS data using a transfer-learning
neural network, Remote Sens. Environ., 274, 112999,
https://doi.org/10.1016/j.rse.2022.112999, 2022.
Liang, S.: Quantitative Remote Sensing of Land Surfaces, 534 pp., John
Wiley, Hoboken, NJ, 2004.
Liang, S., Zheng, T., Liu, R., Fang, H., Tsay, S.-C., and Running, S.:
Estimation of incident photosynthetically active radiation from moderate
resolution imaging spectrometer data, J. Geophys. Res.,
111, 121, https://doi.org/10.1029/2005JD006730, 2006.
Liang, S., Wang, D., He, T., and Yu, Y.: Remote sensing of earth's energy
budget: Synthesis and review, Int. J. Dig. Earth, 12,
737–780, https://doi.org/10.1080/17538947.2019.1597189, 2019.
Marcos, J., Storkël, O., Marroyo, L., Garcia, M., and Lorenzo, E.:
Storage requirements for PV power ramp-rate control, Solar Energ., 99,
28–35, https://doi.org/10.1016/j.solener.2013.10.037, 2014.
Palmintier, B., Hale, E., Hansen, T. M., Jones, W., Biagioni, D., Sorensen,
H., Wu, H., and Hodge, B. M.: IGMS: an integrated ISO-to-appliance scale grid
modeling system, IEEE T. Smart Grid. 8, 1525–1534,
https://doi.org/10.1109/TSG.2016.2604239, 2017.
Riihelä, A., Key, J. R., Meirink, J. F., Kuipers Munneke, P., Palo, T.,
and Karlsson, K.-G.: An intercomparison and validation of satellite-based
surface radiative energy flux estimates over the Arctic, J.
Geophys. Res.-Atmos., 122, 4829–4848,
https://doi.org/10.1002/2016JD026443, 2017.
Rutan, D. A., Kato, S., Doelling, D. R., Rose, F. G., Le Nguyen, T.,
Caldwell, T. E., and Loeb, N. G.: CERES Synoptic Product: Methodology and
Validation of Surface Radiant Flux: CERES1, J. Atmos.
Ocean. Tech., 32, 1121–1143,
https://doi.org/10.1175/JTECH-D-14-00165.1, 2015.
Ryu, Y., Jiang, C., Kobayashi, H., and Detto, M.: MODIS-derived global land
products of shortwave radiation and diffuse and total photosynthetically
active radiation at 5 km resolution from 2000, Remote Sens.
Environ., 204, 812–825, https://doi.org/10.1016/j.rse.2017.09.021, 2018.
Sarr, A., Kebe, C. M. F., Gueye, M., and Ndiaye, A.: Impact of temporal and
spatial variability of solar resource on technical sizing of isolated solar
installations in Senegal using satellite data, Energy Rep., 7, 753–766,
https://doi.org/10.1016/j.egyr.2021.07.064, 2021.
Schaaf, C. and Wang, Z.: MCD43A3 MODIS/Terra
+Aqua BRDF/Albedo Daily L3
Global – 500m V006, NASA EOSDIS Land Processes DAAC [data set],
https://doi.org/10.5067/MODIS/MCD43A3.006, 2015.
Schmetz, J., Pili, P., Tjemkes, S., Just, D., Kerkmann, J., Rota, S., and Ratier, A.: AN INTRODUCTION TO METEOSAT SECOND GENERATION (MSG), B. Am. Meteorol. Soc., 83, 977–992, https://doi.org/10.1175/1520-0477(2002)083<0977:AITMSG>2.3.CO;2, 2002.
Sun, D., Ji, C., Sun, W., Yang, Y., and Wang, H.: Accuracy assessment of
three remote sensing shortwave radiation products in the Arctic: Arctic,
Atmos. Res., 212, 296–308,
https://doi.org/10.1016/j.atmosres.2018.01.003, 2018.
Sweerts, B., Pfenninger, S., Yang, S., Folini, D., Van der Zwaan, B., and Wild, M.: Estimation of losses in solar
energy production from air pollution in China since 1960 using surface
radiation data, Nat Energy, 4, 657–663,
https://doi.org/10.1038/s41560-019-0412-4, 2019.
Tang, W., Yang, K., Qin, J., Li, X., and Niu, X.: A 16-year dataset (2000–2015) of high-resolution (3 h, 10 km) global surface solar radiation, Earth Syst. Sci. Data, 11, 1905–1915, https://doi.org/10.5194/essd-11-1905-2019, 2019.
Tapia, M., Heinemann, D., Ballari, D., and Zondervan, E.: Spatio-temporal
characterization of long-term solar resource using spatial functional data
analysis: Understanding the variability and complementarity of global
horizontal irradiance in Ecuador, Renew. Energ., 189, 1176–1193,
https://doi.org/10.1016/j.renene.2022.03.049, 2022.
Van Laake, P. E. and Sanchez-Azofeifa, G. A.: Simplified atmospheric
radiative transfer modelling for estimating incident PAR using MODIS
atmosphere products, Remote Sens. Environ., 91, 98–113,
https://doi.org/10.1016/j.rse.2004.03.002, 2004.
Wang, D. and Li, R.: A GeoNEX-based 1km hourly land surface downward
shortwave radiation (DSR) and photosynthetically active radiation (PAR)
product, Zenodo [data set]. https://doi.org/10.5281/zenodo.7023863, 2022.
Wang, D., Liang, S., Liu, R., and Zheng, T.: Estimation of daily-integrated
PAR from sparse satellite observations: Comparison of temporal scaling
methods, Int. J. Remote Sens., 31, 1661–1677,
https://doi.org/10.1080/01431160903475407, 2010.
Wang, D., Liang, S., Zhang, Y., Gao, X., Brown, M. G. L., and Jia, A.: A New
Set of MODIS Land Products (MCD18): Downward Shortwave Radiation and
Photosynthetically Active Radiation, Remote Sens., 12, 168,
https://doi.org/10.3390/rs12010168, 2020.
Wang, D., Liang, S., Li, R., and Jia, A.: A synergic study on estimating
surface downward shortwave radiation from satellite data, Remote Sens.
Environ., 264, 112639, https://doi.org/10.1016/j.rse.2021.112639, 2021.
Wang, W., Li, S., Hashimoto, H., Takenaka, H., Higuchi, A., Kalluri, S., and
Nemani, R.: An introduction to the Geostationary-NASA Earth Exchange
(GeoNEX) Products: 1. Top-of-atmosphere reflectance and brightness
temperature, Remote Sens., 12, 1267,
https://doi.org/10.3390/rs12081267, 2020.
Wei, J., Li, Z., Li, K., Dickerson, R. R., Pinker, R. T., Wang, J., Liu, X., Sun, L., Xue, W., and Cribb, M.: Full-coverage mapping and spatiotemporal variations of
ground-level ozone (O
3) pollution from 2013 to 2020 across China, Remote
Sens. Environ., 270, 112775,
https://doi.org/10.1016/j.rse.2021.112775, 2022.
Yan, G., Tong, Y., Yan, K., Mu, X., Chu, Q., Zhou, Y., Liu, Y., Qi, J., Li, L., Zeng, Y., Zhou, H., Xie, D., and Zhang W.:
Temporal extrapolation of daily downward shortwave radiation over cloud-free
rugged terrains. Part 1: Analysis of topographic effects, IEEE T. Geosci. Remote, 56, 6375–6394,
https://doi.org/10.1109/TGRS.2018.2838143, 2018.
Yang, L., Zhang, X., Liang, S., Yao, Y., Jia, K., and Jia, A.: Estimating
surface downward shortwave radiation over china based on the gradient
boosting decision tree method, Remote Sens., 10, 185,
https://doi.org/10.3390/rs10020185, 2018.
Yip, W.: Data Products, NASA [data set],
https://www.nasa.gov/geonex/dataproducts/ (last access: 8 August 2022), 2019.
Zhang, X., Liang, S., Zhou, G., Wu, H., and Zhao, X.: Generating global land
surface satellite incident shortwave radiation and photosynthetically active
radiation products from multiple satellite data, Remote Sens.
Environ., 152, 318–332, https://doi.org/10.1016/j.rse.2014.07.003, 2014.
Zhang, X., Zhao, X., Li, W., Liang, S., Wang, D., Liu, Q., Yao, Y., Jia, K.,
He, T., Jiang, B., Wei, Y., and Ma, H.: An Operational Approach for
Generating the Global Land Surface Downward Shortwave Radiation Product From
MODIS Data, IEEE T. Geosci. Remote Sens., 57,
4636–4650, https://doi.org/10.1109/TGRS.2019.2891945, 2019.
Zhang, Y., He, T., Liang, S., Wang, D., and Yu, Y.: Estimation of all-sky
instantaneous surface incident shortwave radiation from Moderate Resolution
Imaging Spectroradiometer data using optimization method, Remote Sens.
Environ., 209, 468–479, https://doi.org/10.1016/j.rse.2018.02.052, 2018.
Zhang, Y., Liang, S., He, T., Wang, D., Yu, Y., and Ma, H.: Estimation of
Land Surface Incident Shortwave Radiation From Geostationary Advanced
Himawari Imager and Advanced Baseline Imager Observations Using an
Optimization Method, IEEE T. Geosci. Remote Sens., 60, 1–11,
https://doi.org/10.1109/TGRS.2020.3038829, 2020.
