Assessment of direct radiative forcing due to secondary organic aerosol over China with a regional climate model

References

• Ahmadov R. , McKeen S. , Robinson A. , Bahreini R. , Middlebrook A. , co-authors . A volatility basis set model for summertime secondary organic aerosols over the Eastern United States in 2006. J. Geophys. Res. Atmos. 2012; 117: D06301.
   Web of Science ®Google Scholar
• Aiken A. C. , Decarlo P. F. , Kroll J. H. , Worsnop D. R. , Huffman J. A. , co-authors . O/C and OM/OC ratios of primary, secondary, and ambient organic aerosols with high-resolution time-of-flight aerosol mass spectrometry. Environ. Sci. Technol. 2008; 42: 4478–4485.
   PubMed Web of Science ®Google Scholar
• Athanasopoulou E. , Vogel H. , Vogel B. , Tsimpidi A. , Pandis S. , co-authors . Modeling the meteorological and chemical effects of secondary organic aerosols during an EUCAARI campaign. Atmos. Chem. Phys. 2013; 13: 625–645.
   Web of Science ®Google Scholar
• Barkey B. , Paulson S. , Chung A . Genetic algorithm inversion of dual polarization polar nephelometer data to determine aerosol refractive index. Aerosol. Sci. Tech. 2007; 41: 751–760.
   Web of Science ®Google Scholar
• Cappa C. , Che D. , Kessler S. , Kroll J. , Wilson K . Variations in organic aerosol optical and hygroscopic properties upon heterogeneous OH oxidation. J. Geophys. Res. Atmos. 2011; 116: D15204.
   Web of Science ®Google Scholar
• Chung S. H. , Seinfeld J. H . Global distribution and climate forcing of carbonaceous aerosols. J. Geophys. Res. Atmos. 2002; 107: AAC 14-1-AAC 14-33.
   Web of Science ®Google Scholar
• Crosier J. , Allan J. , Coe H. , Bower K. , Formenti P. , co-authors . Chemical composition of summertime aerosol in the Po Valley (Italy), northern Adriatic and Black Sea. Q. J. Roy. Meteorol. Soc. 2007; 133: 61–75.
   Web of Science ®Google Scholar
• Donahue N. , Robinson A. , Stanier C. , Pandis S . Coupled partitioning, dilution, and chemical aging of semivolatile organics. Environ. Sci. Technol. 2006; 40: 2635–2643.
   PubMed Web of Science ®Google Scholar
• Ehn M. , Thornton J. A. , Kleist E. , Sipila M. , Junninen H. , co-authors . A large source of low-volatility secondary organic aerosol. Nature. 2014; 506: 476–479.
   PubMed Web of Science ®Google Scholar
• Emmons L. K. , Walters S. , Hess P. G. , Lamarque J. F. , Pfister G. G. , co-authors . Description and evaluation of the Model for Ozone and Related chemical Tracers, version 4 (MOZART-4). Geosci. Model. Dev. 2010; 3: 43–67.
   Web of Science ®Google Scholar
• Fu Y. , Liao H . Simulation of the interannual variations of biogenic emissions of volatile organic compounds in China: impacts on tropospheric ozone and secondary organic aerosol. Atmos. Environ. 2012; 59: 170–185.
   Web of Science ®Google Scholar
• Giorgi F. , Bi X. Q. , Qian Y . Indirect vs. direct effects of anthropogenic sulfate on the climate of East Asia as simulated with a regional coupled climate-chemistry/aerosol model. Clim. Change. 2003; 58: 345–376.
   Web of Science ®Google Scholar
• Giorgi F. , Coppola E. , Solmon F. , Mariotti L. , Sylla M. , co-authors . RegCM4: model description and preliminary tests over multiple CORDEX domains. Clim. Res. 2012; 52: 7–29.
   Web of Science ®Google Scholar
• Giorgi F. , Mearns L. O . Introduction to special section: regional climate modeling revisited. J. Geophys. Res. Atmos. 1999; 104: 6335–6352.
   Web of Science ®Google Scholar
• Giorgi F. , Pal J. S. , Bi X. , Sloan L. , Elguindi N. , co-authors . Introduction to the TAC special issue: the RegCNET network. Theor. Appl. Climatol. 2006; 86: 1–4.
   Web of Science ®Google Scholar
• Grell G. A. , Peckham S. E. , Schmitz R. , McKeen S. A. , Frost G. , co-authors . Fully coupled “online” chemistry within the WRF model. Atmos. Environ. 2005; 39: 6957–6975.
   Web of Science ®Google Scholar
• Guenther A. , Hewitt C. N. , Erickson D. , Fall R. , Geron C. , co-authors . A global model of natural volatile organic compound emissions. J. Geophys. Res. Atmos. 1995; 100: 8873–8892.
   Web of Science ®Google Scholar
• Guenther A. , Karl T. , Harley P. , Wiedinmyer C. , Palmer P. , co-authors . Estimates of global terrestrial isoprene emissions using MEGAN (Model of Emissions of Gases and Aerosols from Nature). Atmos. Chem. Phys. 2006; 6: 3181–3210.
   Web of Science ®Google Scholar
• GuoYu R. E. N. , MingZhi X. U. , ZiYing C. H. U. , Jun G. U. O. , QingXiang L. I. , co-authors . Changes of surface air temperature in China during 1951–2004. Clim. Environ. Res. 2005; 10: 717–727.
   Google Scholar
• Hallquist M. , Wenger J. , Baltensperger U. , Rudich Y. , Simpson D. , co-authors . The formation, properties and impact of secondary organic aerosol: current and emerging issues. Atmospheric Chemistry and Physics. 2009; 9: 5155–5236.
   Web of Science ®Google Scholar
• Haywood J. , Boucher O . Estimates of the direct and indirect radiative forcing due to tropospheric aerosols: a review. Rev. Geophys. 2000; 38: 513–543.
   Web of Science ®Google Scholar
• Heald C. L. , Henze D. K. , Horowitz L. W. , Feddema J. , Lamarque J. F. , co-authors . Predicted change in global secondary organic aerosol concentrations in response to future climate, emissions, and land use change. J. Geophys. Res. Atmos. 2008; 113: D05211.
   Web of Science ®Google Scholar
• Heald C. L. , Jacob D. J. , Turquety S. , Hudman R. C. , Weber R. J. , co-authors . Concentrations and sources of organic carbon aerosols in the free troposphere over North America. J. Geophys. Res. Atmos. 2006; 111: D23S47.
   Web of Science ®Google Scholar
• Hildemann L. M. , Markowski G. R. , Cass G. R . Chemical composition of emissions from urban sources of fine organic aerosol. Environ. Sci. Technol. 1991; 25: 744–759.
   Web of Science ®Google Scholar
• Hong J. , Hakkinen S. A. K. , Paramonov M. , Aijala M. , Hakala J. , co-authors . Hygroscopicity, CCN and volatility properties of submicron atmospheric aerosol in a boreal forest environment during the summer of 2010. Atmos. Chem. Phys. 2014; 14: 4733–4748.
   Web of Science ®Google Scholar
• Horowitz L. W. , Walters S. , Mauzerall D. L. , Emmons L. K. , Rasch P. J. , co-authors . A global simulation of tropospheric ozone and related tracers: description and evaluation of MOZART, version 2. J. Geophys. Res. Atmos. 2003; 108: ACH 16-1-ACH 16-18.
   Web of Science ®Google Scholar
• Hoyle C. , Myhre G. , Berntsen T. , Isaksen I . Anthropogenic influence on SOA and the resulting radiative forcing. Atmos. Chem. Phys. 2009; 9: 2715–2728.
   Web of Science ®Google Scholar
• Jiang F. , Liu Q. , Huang X. , Wang T. , Zhuang B. , co-authors . Regional modeling of secondary organic aerosol over China using WRF/Chem. J. Aerosol. Sci. 2012; 43: 57–73.
   Web of Science ®Google Scholar
• Jiang X. , Yang Z. L. , Liao H. , Wiedinmyer C . Sensitivity of biogenic secondary organic aerosols to future climate change at regional scales: an online coupled simulation. Atmos. Environ. 2010; 44: 4891–4907.
   Web of Science ®Google Scholar
• Kalnay E. , Kanamitsu M. , Kistler R. , Collins W. , Deaven D. , co-authors . The NCEP/NCAR 40-year reanalysis project. Bull. Am. Meteorol. Soc. 1996; 77: 437–471.
   Web of Science ®Google Scholar
• Kanakidou M. , Seinfeld J. , Pandis S. , Barnes I. , Dentener F. , co-authors . Organic aerosol and global climate modelling: a review. Atmos. Chem. Phys. 2005; 5: 1053–1123.
   Web of Science ®Google Scholar
• Kiehl J. , Hack J. , Bonan G. , Boville B. , Williamson D. , co-authors . The national center for atmospheric research community climate model: CCM3. J. Clim. 1998; 11: 1131–1149.
   Web of Science ®Google Scholar
• Kim H. , Barkey B. , Paulson S . Real refractive indices of alpha- and beta-pinene and toluene secondary organic aerosols generated from ozonolysis and photo-oxidation. J. Geophys. Res. Atmos. 2010; 115: D24212.
   Web of Science ®Google Scholar
• Kim H. , Barkey B. , Paulson S . Real refractive indices and formation yields of secondary organic aerosol generated from photooxidation of limonene and alpha-pinene: the effect of the HC/NOx ratio. J. Phys Chem. A. 2012; 116: 6059–6067.
   PubMed Web of Science ®Google Scholar
• Kim H. , Paulson S . Real refractive indices and volatility of secondary organic aerosol generated from photooxidation and ozonolysis of limonene, alpha-pinene and toluene. Atmos. Chem. Phys. 2013; 13: 7711–7723.
   Web of Science ®Google Scholar
• Kirkevåg A. , Iversen T. , Seland Ø. , Kristjánsson J. E . Revised Schemes for Aerosol Optical Parameters and Cloud Condensation Nuclei in CCM-Oslo.
   Google Scholar
• Klinger L. , Li Q. , Guenther A. , Greenberg J. , Baker B. , co-authors . Assessment of volatile organic compound emissions from ecosystems of China. J. Geophys. Res. Atmos. 2002; 107: ACH 16-1-ACH 16-18.
   Web of Science ®Google Scholar
• Köpke P. , Hess M. , Schult I. , Shettle E . Global Aerosol Data Set. 1997; Max-Planck-Institut für Meteorologie Hamburg, Germany.
   Google Scholar
• Lamarque J. , Bond T. , Eyring V. , Granier C. , Heil A. , co-authors . Historical (1850–2000) gridded anthropogenic and biomass burning emissions of reactive gases and aerosols: methodology and application. Atmos. Chem. Phys. 2010; 10: 7017–7039.
   Web of Science ®Google Scholar
• Lambe A. , Cappa C. , Massoli P. , Onasch T. , Forestieri S. , co-authors . Relationship between oxidation level and optical properties of secondary organic aerosol. Environ. Sci. Technol. 2013; 47: 6349–6357.
   PubMed Web of Science ®Google Scholar
• Lane T. , Donahue N. , Pandis S . Simulating secondary organic aerosol formation using the volatility basis-set approach in a chemical transport model. Atmos. Environ. 2008; 42: 7439–7451.
   Web of Science ®Google Scholar
• Li J. P. , Zeng Q. C . A unified monsoon index. Geophys. Res. Lett. 2002; 29: 115-1-115-4.
   Web of Science ®Google Scholar
• Liao H. , Henze D. K. , Seinfeld J. H. , Wu S. , Mickley L. J . Biogenic secondary organic aerosol over the United States: comparison of climatological simulations with observations. J. Geophys. Res. Atmos. 2007; 112: D06201.
   Web of Science ®Google Scholar
• Lihavainen H. , Kerminen V. , Tunved P. , Aaltonen V. , Arola A. , co-authors . Observational signature of the direct radiative effect by natural boreal forest aerosols and its relation to the corresponding first indirect effect. J. Geophys. Res. Atmos. 2009; 114: D20206.
   Web of Science ®Google Scholar
• Ma L. , Thompson J . Optical properties of dispersed aerosols in the near ultraviolet (355 nm): measurement approach and initial data. Anal. Chem. 2012; 84: 5611–5617.
   Web of Science ®Google Scholar
• Massoli P. , Lambe A. , Ahern A. , Williams L. , Ehn M. , co-authors . Relationship between aerosol oxidation level and hygroscopic properties of laboratory generated secondary organic aerosol (SOA) particles. Geophys. Res. Lett. 2010; 37: L24801.
   Web of Science ®Google Scholar
• Ming Y. , Ramaswamy V. , Ginoux P. , Horowitz L . Direct radiative forcing of anthropogenic organic aerosol. J. Geophys. Res. Atmos. 2005; 110: D20208.
   Web of Science ®Google Scholar
• Morgan W. , Allan J. , Bower K. , Esselborn M. , Harris B. , co-authors . Enhancement of the aerosol direct radiative effect by semi-volatile aerosol components: airborne measurements in North-Western Europe. Atmos. Chem. Phys. 2010; 10: 8151–8171.
   Web of Science ®Google Scholar
• Murphy B. , Pandis S . Simulating the formation of semivolatile primary and secondary organic aerosol in a regional chemical transport model. Environ. Sci. Tech. 2009; 43: 4722–4728.
   Web of Science ®Google Scholar
• Myhre G. , Bellouin N. , Berglen T. , Berntsen T. , Boucher O. , co-authors . Comparison of the radiative properties and direct radiative effect of aerosols from a global aerosol model and remote sensing data over ocean. Tellus B. 2007; 59: 115–129.
   Google Scholar
• Myhre G. , Berglen T. , Johnsrud M. , Hoyle C. , Berntsen T. , co-authors . Modelled radiative forcing of the direct aerosol effect with multi-observation evaluation. Atmos. Chem. Phys. 2009; 9: 1365–1392.
   Web of Science ®Google Scholar
• Myhre G. , Samset B. , Schulz M. , Balkanski Y. , Bauer S. , co-authors . Radiative forcing of the direct aerosol effect from AeroCom Phase II simulations. Atmos. Chem. Phys. 2013; 13: 1853–1877.
   Web of Science ®Google Scholar
• Nair V. S. , Solmon F. , Giorgi F. , Mariotti L. , Babu S. S. , co-authors . Simulation of south Asian aerosols for regional climate studies. J. Geophys. Res. Atmos. 2012; 117: D04209.
   Web of Science ®Google Scholar
• Nakayama T. , Matsumi Y. , Sato K. , Imamura T. , Yamazaki A. , co-authors . Laboratory studies on optical properties of secondary organic aerosols generated during the photooxidation of toluene and the ozonolysis of alpha-pinene. J. Geophys. Res. Atmos. 2010; 115: D24204.
   Web of Science ®Google Scholar
• Nakayama T. , Sato K. , Matsumi Y. , Imamura T. , Yamazaki A. , co-authors . Wavelength dependence of refractive index of secondary organic aerosols generated during the ozonolysis and photooxidation of alpha-pinene. SOLA. 2012; 8: 119–123.
   Web of Science ®Google Scholar
• Nakayama T. , Sato K. , Matsumi Y. , Imamura T. , Yamazaki A. , co-authors . Wavelength and NOx dependent complex refractive index of SOAs generated from the photooxidation of toluene. Atmos. Chem. Phys. 2013; 13: 531–545.
   Web of Science ®Google Scholar
• Odum J. R. , Hoffmann T. , Bowman F. , Collins D. , Flagan R. C. , co-authors . Gas/particle partitioning and secondary organic aerosol yields. Environ. Sci. Tech. 1996; 30: 2580–2585.
   Web of Science ®Google Scholar
• Qian Y. , Giorgi F . Regional climatic effects of anthropogenic aerosols? The case of Southwestern China. Geophys. Res. Lett. 2000; 27: 3521–3524.
   Web of Science ®Google Scholar
• Qian Y. , Giorgi F. , Huang Y. , Chameides W. , Luo C . Regional simulation of anthropogenic sulfur over East Asia and its sensitivity to model parameters. Tellus B. 2001; 53: 171–191.
   Google Scholar
• Qian Y. , Leung L. R. , Ghan S. J. , Giorgi F . Regional climate effects of aerosols over China: modeling and observation. Tellus B. 2003; 55: 914–934.
   Google Scholar
• Redmond H. , Thompson J . Evaluation of a quantitative structure-property relationship (QSPR) for predicting mid-visible refractive index of secondary organic aerosol (SOA). Phys. Chem. Chem. Phys. 2011; 13: 6872–6882.
   PubMed Web of Science ®Google Scholar
• Ren G. , Guo J. , Xu M. , Chu Z. , Zhang L. , co-authors . Climate changes of China's mainland over the past half century. Acta. Meteorol. Sin. 2005; 63: 942–956.
   Google Scholar
• Riipinen I. , Pierce J. R. , Yli-Juuti T. , Nieminen T. , Hakkinen S. , co-authors . Organic condensation: a vital link connecting aerosol formation to cloud condensation nuclei (CCN) concentrations. Atmos. Chem. Phys. 2011; 11: 3865–3878.
   Web of Science ®Google Scholar
• Robinson A. L. , Donahue N. M. , Shrivastava M. K. , Weitkamp E. A. , Sage A. M. , co-authors . Rethinking organic aerosols: semivolatile emissions and photochemical aging. Science. 2007; 315: 1259–1262.
   PubMed Web of Science ®Google Scholar
• Schell B. , Ackermann I. J. , Hass H. , Binkowski F. S. , Ebel A . Modeling the formation of secondary organic aerosol within a comprehensive air quality model system. J. Geophys. Res. Atmos. 2001; 106: 28275–28293.
   Web of Science ®Google Scholar
• Schnaiter M. , Horvath H. , Mohler O. , Naumann K. , Saathoff H. , co-authors . UV-VIS-NIR spectral optical properties of soot and soot-containing aerosols. J. Aerosol. Sci. 2003; 34: 1421–1444.
   Web of Science ®Google Scholar
• Schnaiter M. , Linke C. , Mohler O. , Naumann K. , Saathoff H. , co-authors . Absorption amplification of black carbon internally mixed with secondary organic aerosol. J. Geophys. Res. Atmos. 2005; 110: D19204.
   Web of Science ®Google Scholar
• Scott C. E. , Rap A. , Spracklen D. V. , Forster P. M. , Carslaw K. S. , co-authors . The direct and indirect radiative effects of biogenic secondary organic aerosol. Atmos. Chem. Phys. 2014; 14: 447–470.
   Web of Science ®Google Scholar
• Seland O. , Iversen T. , Kirkevag A. , Storelvmo T . Aerosol-climate interactions in the CAM-Oslo atmospheric GCM and investigation of associated basic shortcomings. Tellus A. 2008; 60: 459–491.
   Google Scholar
• Shalaby A. , Zakey A. , Tawfik A. , Solmon F. , Giorgi F. , co-authors . Implementation and evaluation of online gas-phase chemistry within a regional climate model (RegCM-CHEM4). Geosci. Model. Dev. 2012; 5: 741–760.
   Web of Science ®Google Scholar
• Shindell D. T. , Lamarque J. F. , Schulz M. , Flanner M. , Jiao C. , co-authors . Radiative forcing in the ACCMIP historical and future climate simulations. Atmos. Chem. Phys. 2013; 13: 2939–2974.
   Web of Science ®Google Scholar
• Shrivastava M. , Fast J. , Easter R. , Gustafson W. , Zaveri R. , co-authors . Modeling organic aerosols in a megacity: comparison of simple and complex representations of the volatility basis set approach. Atmos. Chem. Phys. 2011; 11: 6639–6662.
   Web of Science ®Google Scholar
• Shrivastava M. , Lane T. , Donahue N. , Pandis S. , Robinson A . Effects of gas particle partitioning and aging of primary emissions on urban and regional organic aerosol concentrations. J. Geophys. Res. Atmos. 2008; 113: D18301.
   Web of Science ®Google Scholar
• Singh G. , Oh J. , Kim J. , Kim O . Sensitivity of summer monsoon precipitation over east Asia to convective parameterization schemes in RegCM3. SOLA. 2006; 2: 29–32.
   Web of Science ®Google Scholar
• Skeie R. , Berntsen T. , Myhre G. , Tanaka K. , Kvalevag M. , co-authors . Anthropogenic radiative forcing time series from pre-industrial times until 2010. Atmos. Chem. Phys. 2011; 11: 11827–11857.
   Web of Science ®Google Scholar
• Solmon F. , Elguindi N. , Mallet M . Radiative and climatic effects of dust over West Africa, as simulated by a regional climate model. Clim. Res. 2012; 52: 97–113.
   Web of Science ®Google Scholar
• Solmon F. , Giorgi F. , Liousse C . Aerosol modelling for regional climate studies: application to anthropogenic particles and evaluation over a European/African domain. Tellus B. 2006; 58: 51–72.
   Google Scholar
• Spracklen D. V. , Bonn B. , Carslaw K. S . Boreal forests, aerosols and the impacts on clouds and climate. Phil. Trans. Math. Phys. Eng. Sci. 2008; 366: 4613–4626.
   PubMed Web of Science ®Google Scholar
• Spracklen D. V. , Jimenez J. L. , Carslaw K. S. , Worsnop D. R. , Evans M. J. , co-authors . Aerosol mass spectrometer constraint on the global secondary organic aerosol budget. Atmos. Chem. Phys. 2011; 11: 12109–12136.
   Web of Science ®Google Scholar
• Tawfik A. , Stockli R. , Goldstein A. , Pressley S. , Steiner A . Quantifying the contribution of environmental factors to isoprene flux interannual variability. Atmos. Environ. 2012; 54: 216–224.
   Web of Science ®Google Scholar
• Tie X. , Li G. , Ying Z. , Guenther A. , Madronich S . Biogenic emissions of isoprenoids and NO in China and comparison to anthropogenic emissions. Sci. Total. Environ. 2006; 371: 238–251.
   Web of Science ®Google Scholar
• Trainic M. , Riziq A. , Lavi A. , Flores J. , Rudich Y . The optical, physical and chemical properties of the products of glyoxal uptake on ammonium sulfate seed aerosols. Atmos. Chem. Phys. 2011; 11: 9697–9707.
   Web of Science ®Google Scholar
• Wex H. , Petters M. , Carrico C. , Hallbauer E. , Massling A. , co-authors . Towards closing the gap between hygroscopic growth and activation for secondary organic aerosol: part 1-evidence from measurements. Atmos. Chem. Phys. 2009; 9: 3987–3997.
   Web of Science ®Google Scholar
• Yang F. , Tan J. , Zhao Q. , Du Z. , He K. , co-authors . Characteristics of PM2.5 speciation in representative megacities and across China. Atmos. Chem. Phys. 2011; 11: 5207–5219.
   Web of Science ®Google Scholar
• Yu Y. , Ezell M. , Zelenyuk A. , Imre D. , Alexander L. , co-authors . Photooxidation of alpha-pinene at high relative humidity in the presence of increasing concentrations of NOx. Atmos. Environ. 2008; 42: 5044–5060.
   Web of Science ®Google Scholar
• Zarzana K. , De Haan D. , Freedman M. , Hasenkopf C. , Tolbert M . Optical properties of the products of alpha-dicarbonyl and amine reactions in simulated cloud droplets. Environ. Sci. Tech. 2012; 46: 4845–4851.
   Web of Science ®Google Scholar
• Zelenyuk A. , Ezell M. , Perraud V. , Johnson S. , Bruns E. , co-authors . Characterization of organic coatings on hygroscopic salt particles and their atmospheric impacts. Atmos. Environ. 2010; 44: 1209–1218.
   Web of Science ®Google Scholar
• Zhang H. , Shen Z. , Wei X. , Zhang M. , Li Z . Comparison of optical properties of nitrate and sulfate aerosol and the direct radiative forcing due to nitrate in China. Atmos. Res. 2012a; 113: 113–125.
   Web of Science ®Google Scholar
• Zhang X. , Wang Y. , Niu T. , Zhang X. , Gong S. , co-authors . Atmospheric aerosol compositions in China: spatial/temporal variability, chemical signature, regional haze distribution and comparisons with global aerosols. Atmos. Chem. Phys. 2012b; 12: 779–799.
   Web of Science ®Google Scholar
• Zheng M. , Salmon L. G. , Schauer J. J. , Zeng L. M. , Kiang C. S. , co-authors . Seasonal trends in PM2.5 source contributions in Beijing, China. Atmos. Environ. 2005; 39: 3967–3976.
   Web of Science ®Google Scholar
• Zhong M. , Jang M . Light absorption coefficient measurement of SOA using a UV-visible spectrometer connected with an integrating sphere. Atmos. Environ. 2011; 45: 4263–4271.
   Web of Science ®Google Scholar