Skip to main content
Log in

Analysis of photosynthetically active radiation and applied parameterization model for estimating of PAR in the North China Plain

  • Published:
Journal of Atmospheric Chemistry Aims and scope Submit manuscript

Abstract

As photosynthetically active radiation (PAR) variability and PAR estimating methods play an important role in climate change and ecological process research, PAR variation trends and broadband global solar radiation (R s ) ratios (PAR/R s ) in the North China Plain (NCP) are examined using in situ PAR and R s observed data for 2005 to 2011. The annual average PAR value found in the NCP is 22.9 mol m−2 d−1. The highest and lowest values were recorded at Changwu and Luancheng sites, respectively. The highest PAR/R s value was found in Jiaozhouwan due to large water vapor volumes present in this area. PAR/R s levels have increased in the NCP due to a decrease in fine aerosols and increase in water vapor concentration. From these analysis results, a parameterization model that can be applied to all sky conditions was checked. Empirical estimation model comparisons for obtaining PAR values indicate that model was least accurate when R s was used independently. When the model included R s, the clearness index (K s) and the solar zenith angle, the model estimated PAR values with acceptable accuracy. A parameterization model was constructed by considering K s and attenuation factors of PAR under clear weather conditions (ρ clear). The improved parameterization model more accurately predicts values for local sites and for various observation sites.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Aguiar, L.J.G., Fischer, G.R., Ladle, R.J.: Malhado AC, Aguiar, R. G.: Modeling the photosynthetically active radiation in South West Amazonia under all sky conditions. Theor. Appl. Climatol. 108, 631–640 (2012)

    Article  Google Scholar 

  • Alados, I., Foyo-Moreno, I., Alados-Arboledas, L.: Photosynthetically active radiation: Measurements and modeling. Agric. For. Meteorol. 78, 121–131 (1996)

    Article  Google Scholar 

  • Alados, I., Foyo-Moreno, I., Olmo, F.J., Alados-Arboledas, L.: Relationship between net radiation and solar radiation for semi-arid shrub-land. Agric. For. Meteorol. 116, 221–227 (2003)

    Article  Google Scholar 

  • Al-Shooshan, A.A.: Estimation of photosynthetically active radiation under an arid climate. J. Agric. Eng. Res. 66, 9–13 (1997)

    Article  Google Scholar 

  • Bai, J.: Observation and estimations of PAR and solar visible radiation in North China. J. Atmos. Chem. 69, 231–252 (2012)

    Article  Google Scholar 

  • Bai, J., Wang, G.C.: The calculating method of photosynthetically active radiation in the inner Mongolia (in Chinese). Res. Environ. Sci. 17(6), 15–18 (2004)

    Google Scholar 

  • Bird, R.E., Bird, R.E., Riordan, C.: Simple solar spectral model for direct and diffuse irradiance on horizontal and titled planes at the earth’s surface for cloudless atmospheres. J. Clim. Appl. Meteorol. 25(1), 87–97 (1986)

    Article  Google Scholar 

  • Cao, M.K., Prince, S.D., Tao, B., Small, J., Li, K.R.: Regional pattern and interannual variations in global terrestrial carbon uptake in response to changes in climate and atmospheric CO2. Tellus B 57, 210–217 (2005)

    Article  Google Scholar 

  • Cooter, E.J., Dhakhwa, G.B.: A solar radiation model for use in biological applications in the south and southeastern USA. Agric. For. Meteorol. 78, 31–51 (1995)

    Article  Google Scholar 

  • Dong, Z.G., Yu, H.N.: The observe and analysis study on photosynthetically active radiation in agricultural field (in Chinese). Meteorol Monogr 9, 23–24 (1983)

    Google Scholar 

  • Dye, D.G.: Spectral composition and quanta-to-energy ratio of diffuse photosynthetically active radiation under diverse cloud conditions. J. Geophys. Res. 109, D10203 (2004). doi:10.1029/2003JD004251

    Article  Google Scholar 

  • Eck, T.F., Holben, B., Dubovik, O., Smirnov, A., Goloub, P., Chen, H., Chatenet, B., Gomes, L., Zhang, X.Y., Tsay, S.C.: Columnar aerosol optical properties at AERONET sites in central eastern Asia and aerosol transport to the tropical mid-Pacific. J. Geophys. Res. 110, D06202 (2005). doi:10.1029/2004JD005274

    Article  Google Scholar 

  • Forgan, B.W.: A new method for calibrating reference and field pyranometers. J. Atmos. Ocean. Technol. 13, 638–645 (1996)

    Article  Google Scholar 

  • Fu, B.J., Li, S.G., Yu, X.B., Yang, P., Yu, G.R., Feng, R.G., Zhuang, X.L.: Chinese ecosystem research network: progress and perspectives. Ecol. Complex. 7, 225–233 (2010)

    Article  Google Scholar 

  • Ge, S.K., Smith, R.G., Jacovides, C.P., Kramer, M.G., Carruthers, R.I.: Dynamics of photosynthetic photon flux density (PPFD) and estimates in coastal northern California. Theor. Appl. Climatol. 105, 107–118 (2011)

    Article  Google Scholar 

  • Geiger, M., Diabate, L., Menard, L., Wald, L.: A web service for controlling the quality of measurements of global radiation. Sol. Energy 73, 475–480 (2002)

    Article  Google Scholar 

  • Gonzalez, J.A., Calbo, J.: Modeled and measured ratio of PAR to global radiation under cloudless skies. Agric. For. Meteorol. 110, 319–325 (2002)

    Article  Google Scholar 

  • Grant, R.H., Slusser, J.R.: Estimation of photosynthetic photon flux density from 368 nm spectral irradiance. J. Atmos. Ocean. Technol. 21, 481–487 (2004)

    Article  Google Scholar 

  • Gueymard, C.: The sun’s total and spectral irradiance for solar energy applications and solar radiation models. Sol. Energy 76, 423–453 (2004)

    Article  Google Scholar 

  • Heimo, A., Vernez, A., Wasserfallen, P.: Baseline surface radiation network (BSRN). Concept and implementation of a BSRN station, WMO/td-no. 579. World Meteorological Organization, Geneva (1993)

    Google Scholar 

  • Hoogenboom, G.: Contribution of agrometeorology to the simulation of crop production and its applications. Agric. For. Meteorol. 103, 137–157 (2000)

    Article  Google Scholar 

  • Hu, B., Wang, Y.S.: Comparison of multi-empirical estimation models of photosynthetically active radiation under all sky conditions in Northeast China. Theor. Appl. Climatol. 116, 119–129 (2014a)

    Article  Google Scholar 

  • Hu, B., Wang Y. S.: Variation characteristics of ultraviolet radiation over the North China Plain. Adv. Atmos. Sci. 31(1), 110–117 (2014b). doi:10.1007/s00376-013-2319-5

  • Hu, B., Wang, Y.S., Liu, G.R.: The spatio-temporal characteristics of photosynthetically active radiation in China. J. Geophys. Res. 112, D14106 (2007). doi:10.1029/2006JD007965

    Article  Google Scholar 

  • Hunt, L.A., Kuchar, L., Swanton, C.J.: Estimation of solar radiation for use in crop modeling. Agric. For. Meteorol. 91, 293–300 (1998)

    Article  Google Scholar 

  • Jacovides, C.P., Timvios, F.S., Papaioannou, G., Asimakopoulos, D.N., Theofilou, C.M.: Ratio of PAR to broadband solar radiation measured in Cyprus. Agric. For. Meteorol. 121, 135–140 (2004)

    Article  Google Scholar 

  • Janjai, S., Wattan, R.: Development of a model for the estimation of photosynthetically active radiation from geostationary satellite data in a tropical environment. Remote Sens. Environ. 115, 1680–1693 (2011)

    Article  Google Scholar 

  • Kasten, F., Young, A.: Revised optical air mass tables and approximation formula. Appl. Opt. 28, 4735–4738 (1989)

    Article  Google Scholar 

  • Kobayashi, H., Matsunaga, T., Hoyano, A., Aoki, M., Komori, D., Boonyawat, S.: Satellite estimation of photosynthetically active radiation in Southeast Asia: impacts of smoke and cloud cover. J. Geophys. Res. 109, D4 (2004). doi:10.1029/2003JD003807

    Article  Google Scholar 

  • Landsberg, J.J., Waring, R.H.: A generalized model of forest productivity using simplified concepts of radiation-use efficiency, carbon balance and efficiency. For. Ecol. Manag. 95, 209–228 (1997)

    Article  Google Scholar 

  • Leonardo, J.G.A., Fischer, G.R., Ladle, R.L., Malhado, A.C.M., Justino, F.B., Aguiar, R.G., da Cost, J.M.N.: Modeling the photosynthetically active radiation in Southwest Amazonia under all sky conditions. Theor. Appl. Climatol. 108, 631–640 (2012)

    Article  Google Scholar 

  • Liu, B.Y.H., Jordan, R.C.: The interrelationship and characteristic distribution of direct, diffuse and total solar radiation. Sol. Energy 4, 1–19 (1960)

    Article  Google Scholar 

  • Liu, R.G., Liang, S.L., He, H.L., Liu, J.Y.: Mapping incident photosynthetically active radiation from MODIS data over China. Remote Sens. Environ. 112, 998–1009 (2008)

    Article  Google Scholar 

  • Liu, Z.R., Hu, B., Wang, L.L., Wu, F.K., Gao, W.K., Wang, Y.S.: Seasonal and diurnal variation in particulate matter (PM10 and PM2.5) at an urban site of Beijing: analyses from a 9-year study. Environ. Sci. Pollut. Res. 22, 627–642 (2015)

    Article  Google Scholar 

  • Lopez, G., Rubio, M.A., Martinez, M., Batlles, F.J.: Estimation of hourly global photosynthetically active radiation using artificial neural networks models. Agric. For. Meteorol. 107, 279–291 (2001)

    Article  Google Scholar 

  • Mateos, V.D., de Miguel, C.A., Bilbao, S.J.: Empirical models of UV total radiation and cloud effect study. Int. J. Climatol. 30, 1407–1415 (2010)

    Google Scholar 

  • Nojd, P., Hari, P.: Instantaneous PAR estimated using long records of daily temperature and rainfall. Agric. For. Meteorol. 109, 47–59 (2001)

    Article  Google Scholar 

  • Papaioannou, G., Nikolidakis, G., Asimakopoulos, D., Redailis, D.: Photosynthetically active radiation in Athens. Agric. For. Meteorol. 81, 287–298 (1996)

    Article  Google Scholar 

  • Piao, S., Ciais, P., Huang, Y., Shen, Z., Peng, S., Li, J., Zhou, L., Liu, H., Ma, Y., Ding, Y., Friedlingstein, P., Liu, C., Tan, K., Yu, Y., Zhang, T., Fang, J.: The impacts of climate change on water resources and agriculture in China. Nature 467, 43–51 (2010). doi:10.1038/nature09364

    Article  Google Scholar 

  • Pohlert, T.: Use of empirical global radiation models for maize growth simulation. Agric. For. Meteorol. 126, 47–58 (2004)

    Article  Google Scholar 

  • Qi, H., Zhou, G., Xu, Z.: Vertical distribution characteristics of photosynthetically active radiation in maize canopy and its controlling factors (in Chinese). J. Meteorol. Environ. 24(1), 22–26 (2008)

    Google Scholar 

  • Qin, J., Yang, K., Liang, S.L., Tang, W.J.: Estimation of daily mean photosynthetically active radiation under all-sky conditions based on relative sunshine data. J. Appl. Meteorol. Climatol. 51, 150–160 (2012)

    Article  Google Scholar 

  • Ross, J., Sulev, M.: Sources of errors in measurements of PAR. Agric. For. Meteorol. 100, 103–125 (2000)

    Article  Google Scholar 

  • Smith, E.V.P., Gottlieb, D.M.: Solar flux and its variations. Space Sci. Rev. 16, 771–802 (1974)

    Google Scholar 

  • Udo, S.O., Aro, T.O.: Global PAR related to global solar radiation for central Nigeria. Agric. For. Meteorol. 97, 21–31 (1999)

    Article  Google Scholar 

  • Van Laake, P.E., Sanchez-Azofeifa, G.A.: Simplified atmospheric radiative transfer modeling for estimating incident PAR using MODIS atmosphere products. Remote Sens. Environ. 91, 98–113 (2004)

    Article  Google Scholar 

  • Van Laake, P.E., Sanchez-Azofeifa, G.A.: Mapping PAR using MODIS atmosphere products. Remote Sens. Environ. 94, 554–563 (2005)

    Article  Google Scholar 

  • Williams, J.G.: Small variation in the photosynthetically active fraction of solar radiation on clear days. Arch. Meteorol. Geophys. Bioclimatol. Ser. B 24, 209–217 (1976)

    Article  Google Scholar 

  • Wu, Y., Ji, D.S., Song, T., Zhu, B., Wang, Y.S.: Characteristics of atmospheric pollutants in Beijing, Zhuzhou, Baoding, and Shijiazhuang during the period of summer and autumn (in Chinese). Environ. Sci. 32, 2741–2749 (2011)

    Google Scholar 

  • Xia, X.A.: Variability and trend of diurnal temperature range in China and their relationship to total cloud cover and sunshine duration. Ann. Geophys. 31, 795–804 (2013)

    Article  Google Scholar 

  • Xia, X., Li, Z., Wang, P., Cribb, M., Chen, H., Zhao, Y.: Analysis of photosynthetic photon flux density and its parameterization in Northern China. Agric. For. Meteorol. 148, 1101–1108 (2008)

    Article  Google Scholar 

  • Xin, J.Y., Wang, L.L., Wang, Y.S., Li, Z.Q., Wang, P.C.: Trends in aerosol optical properties over the Bohai Rim in Northeast China from 2004 to 2010. Atmos. Environ. 45, 6317–6325 (2011)

    Article  Google Scholar 

  • Yang, J.M., Qiu, J.H.: A method for estimating precipitable water and effective water vapor content from ground humidity parameters (in Chinese). Chin. J. Atmos. Sci. 26, 9–26 (2002)

    Google Scholar 

  • Zhai, P., Sun, A., Ren, F., Liu, X., Gao, B., Zhang, Q.: Changes of climate extremes in China. Clim. Chang. 42, 203–218 (1999)

    Article  Google Scholar 

  • Zhang, X., Zhang, Y., Zhoub, Y.: Measuring and modeling photosynthetically active radiation in Tibet Plateau during April–October. Agric. For. Meteorol. 102, 207–212 (2000)

    Article  Google Scholar 

  • Zhang, X.Y., Wang, Y.Q., Niu, T., Zhang, X.C., Gong, S.L., Zhang, Y.M., Sun, J.Y.: Atmospheric aerosol compositions in China: spatial/temporal variability, chemical signature, regional haze distribution and comparisons with global aerosols. Atmos. Chem. Phys. 12, 779–799 (2012)

    Article  Google Scholar 

  • Zhao, N., Liu, S.H., Du, H., Yu, H.Y.: The effect of urbanization on sunshine duration and the trend of cloud cover amount variation in Beijing area. Clim. Environ. Res. (in Chinese) 17(2), 233–243 (2013)

    Google Scholar 

  • Zhou, Y.H.: Distributions of energy and quantum fluxes of photosynthetically active radiation in China, pp. 15–27. China Meteorological Press, Beijing (1990). in Chinese

    Google Scholar 

  • Zhou, Y.H., Xian, Y.Q., Luan, L.K.: Climatological estimation of quantum flux densities. Acta Meteorol. Sin. (in Chinese) 54(4), 447–455 (1996)

    Google Scholar 

Download references

Acknowledgments

This work was financially supported by the National Natural Science Foundation of China (Grant Nos. 41275165 and 41230642) and by the Research Program for Excellent Ph.D. Dissertations of the Chinese Academy of Science. Observation staff are gratefully acknowledged for their data collection assistance. We also thank the anonymous reviewers for their thoughtful comments. The author would also like to thank Dr. T. Song and G. Q. Tang for their illustration assistance. Aerosol optical depth data may be accessed at http://modis.gsfc.nasa.gov.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Bo Hu.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hu, B., Yu, Y., Liu, Z. et al. Analysis of photosynthetically active radiation and applied parameterization model for estimating of PAR in the North China Plain. J Atmos Chem 73, 345–362 (2016). https://doi.org/10.1007/s10874-016-9330-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10874-016-9330-z

Keywords

Navigation