News
  • GOSAT-GW/TANSO-3 satellite/sensor (launch in FY2024) is our validation target.
  • We form an official validation team "GnGval" for the Korean geostationary satellite GEMS.
  • We participate in the offical TROPOMI validation program, NIDFORVAL, lead by Corinne Vigouroux and Gaia Pinardi (BIRA, Belgium).
  • Our data were heavily used in MACC-III Project Report D15.2 by Philipp Schneider, NILU (Norway).

    Background and Aims
    Rapid and substantial changes in the human activity over Asia have been modulating air quality and climate system via atmospheric chemistry and physics driven by emission changes in greenhouse gases and air pollutants. Ozone is the primary gaseous species of photochemical smog and the third most potent greenhouse gas after CO2 and methane. Aerosol particles (airborne particles) not only affect health, but also have a strong impact on climate change through the reflection and absorption of sunlight and cloud formation. We have established a long-term MAX-DOAS (Multi-Axis Differential Optical Absorption Spectroscopy) monitoring network over Pan-Asia to provide vertically-resolved (or integrated) NO2 densities (as an O3 and aerosol precursor gas) and aerosol extinction, as mainly supported by the Japan EOS (Earth Observation System) Promotion Program of the Ministry of Education, Culture, Sports, Science and Technology (MEXT).
    Our aims are 1) to validation satellite observations and chemical transport models with respect to tropospheric NO2 and aerosols and 2) to observe diurnal variations and vertical distributions beyond the capabilities of orbiting satellite sensors.
    This project is achieved by international collaboration between JAMSTEC, Gwangju Institute of Science and Technology (GIST), Korea , Anhui Institute of Optics and Fine Mechanics (AIOFM), China, Institute of Atmospheric Physics, Russia, and Institute of Atmospheric Optics, Russia. Although the initial grant expired in 2011, JAMSTEC continues the observations. See details in the overview paper (Kanaya et al., ACP, 2014). Recently our international observations have been strengthened in Korea, under the collaboration with Professor Yongjoo Choi, Hankuk University of Foreign Studies (HUFS) since 2021.

    General principle
    We use standardized MAX-DOAS instruments developed under cooperation with Prede co., ltd. Scattered sunlight (with wavelength between 300 and 550 nm) at 6 elevation angles (3, 5, 10, 20, 30, and 90 (sometimes 70) degrees) is received sequentially by a rotating mirror and then delivered to a temperature-regulated spectrometer (USB4000) by a bundle of optical fibers. A set of measurements at the 6 angles takes 30 minutes. A single algorithm comprising of DOAS spectral fitting and inversion to yield vertical column densities (VCDs) from slant columns is applied for all of the spectra and thus provided a systematic data set. Observations of an O4 band at 476 nm provided optical path information (and thus aerosol extinction) and then this information is employed in the NO2 retrieving process (460-490nm). In the case of ship-borne observations, we use an active gimbal system to stabilize the light-receiving device located on top of it, which compensates for the roll and pitch motions of the research vessels.

    Data set
    site (latitude, longitude) surface and instrument elevation (m, asl) azimuth angle (N=0, E=90) operation period data files: instrument no. (data period) time series plot recommendations
    Yokosuka (35.32N, 139.65E)
    0 m and 10 m +37.00 From April 2007 to now 1(2007-2022) CI < 1.67 is recommended for AOD and extinction profile.
    Cape Hedo (26.87N, 128.25E)
    0 m and 68 m -14.00 From March 2007 to now 1(2007-2022) CI < 2.4 is recommended for AOD and extinction profile.
    Fukue (32.75N, 128.68E)
    80 m and 86 m +30.00 From Feb 2009 to now 1(2009) CI < 0.81, 2.41, and 1.55 (for instrument 1, 2, and 3) are recommended for AOD and extinction profile.
    2(2009-2012)
    3(2012-2022)
    Gwangju (35.23N, 126.84E)
    30 m and 43 m +44.00 From Feb 2008 to now 1(2008-2009) CI < 2.20, 2.1, and 2.02 (for instrument 1, 2, and 3) are recommended for AOD and extinction profile.
    2(2009-2010
    3(2011-2017)
    4(2017-2022)
    Yongin (37.34N, 127.27E)
    160 m and 188 m (tbu) 270.0(tbu) From Sep 2021 to now 1(2021-2022)
    CI < tbd is tentatively recommended for AOD and extinction profile.
    Seoul (Korea U) (37.59N, 127.02E)
    160 m and 188 m (tbu) 270.0(tbu) From Oct 2023 1(2023-2023)
    CI < tbd is tentatively recommended for AOD and extinction profile.
    Hefei (31.91N, 117.16E)
    30 m and 51 m +22.00 From Mar 2008 to 2014 1(2008-2009) CI < 1.74 and 2.01 (for instrument 1 and 2) are recommended for AOD and extinction profile.
    2(2010-2014)
    Zvenigorod (55.70N, 36.78E)
    186 m and 208 m -32.00 From Oct 2008 to 2022(tbc) 1(2008-2022) CI < 1.57 is recommended for AOD and extinction profile. Also, large errors are expected for wintertime data (November - March), because of the difference in surface albedo.
    Tomsk (56.48N, 85.05E)
    160 m and 188 m 0.00 From Jan 2009 to 2022(tbc) 1(2008-2022) CI < 2.7 is tentatively recommended for AOD and extinction profile.
    R/V Kaiyo
    0 m and 25 m undefined (+90 deg wrt heading) Jul 2008 and Feb-May 2009 1(2008-2009) CI < tbd is recommended for AOD and extinction profile.
    R/V Mirai
    0 m and 25 m undefined (+90 deg wrt heading) from 2010 to now 1(2010-2022) CI < tbd is recommended for AOD and extinction profile.


    Error codes
    Error codes: 8 digits; expressed as sum of them:
    10000000=wrong mirror operation, incl power blackout
    1000000 =integration time or temperature shifted
    100000 =aerosol retrieval unsuccessful
    10000 =fitting residual >5e-3
    1000 =large stray light or spectrometer T anomaly 1
    100 =spectrometer T anomaly 2
    10 =raw signal >60000 in visible wavelength range
    1 =NO2vcd retrieval failed

    Data owners
    For Japanese sites (and R/V data), researchers located at JAMSTEC (Yugo Kanaya, Hitoshi Irie, Hisahiro Takashima) are the owners for the data.
    For Gwangju: Yugo Kanaya, Hitoshi Irie, Hisahiro Takashima, Y. Choi, K. Park, J. Chong, M. Gu, J. Chong, Y.J. Kim, H. Lee
    For Yongin: Yugo Kanaya, Y. Choi For Seoul (Korea U): Yugo Kanaya, Y. Choi, M. Lee For Hefei: Yugo Kanaya, Hitoshi Irie, Hisahiro Takashima, A. Li, S. Fu, J. Xu, P.-H. Xie, W.-Q. Liu
    For Zvenigorod (Russia): Yugo Kanaya, Hitoshi Irie, Hisahiro Takashima, O. Postylyakov, A. Dzhola, E. Grechko
    For Tomsk (Russia): Yugo Kanaya, Hitoshi Irie, Hisahiro Takashima, O. Postylyakov, S. Terpugova, M. Panchenko


    Data policies
    Data users need to consent to the followings:
  • Upon downloading, please report to JAMSTEC researchers about the purpose of the data usage. This is to avoid possible overlaps of research scopes. Otherwise priority might not be provided to the data user for the pertinent analysis. We will do our best to assist data users by providing further information necessary for the analysis.
  • Whenever the data are to be used for any publications or presentations, please report to JAMSTEC researchers in advance. Co-authorship should be provided to the data owners.
  • Please include reference Kanaya et al. (2014).

    More details of algorithm, current limitations, and recommendations
    See details in (Kanaya et al., ACP, 2014), providing overview information. The NO2 and aerosol (at 476nm) retrieval algorithm is similar to that of JM1 (Irie et al., 2011), but (1)QDOAS software ver 2.00 is used for DOAS analysis and (2) conversion from DSCDs to vertical quantities was made by a newly-coded program. Details are found at the reference (Kanaya et al., ACP, 2014). More detailed background information is found in Irie et al. (ACP 2008a) and (ACP 2008b). The data set in this web page is still under development and can be subject to revision in the future. The code is built at the best-effort basis, including our experience of joining the MAX-DOAS intercomparison field campaign CINDI. Our observation and the retrieval algorithm have been evaluated during the camapign (see Roscoe et al., AMT, 2010). Our differential slant column densities (DSCDs) of NO2 agreed well with those derived from independent instruments/algorithms developed by other research groups. A radiative transfer model MCARaTS (Iwabuchi, JAS, 2006), employed in the step converting DSCDs to VCDs, has also been validated during the intercomparison for box-air-mass-factors for MAX-DOAS (Wagner et al., ACP, 2007). However, uncertainties in retrieving vertical profiles and vertically integrated amounts and in deriving aerosol parameters from measurements of O4 optical depths have not yet been fully evaluated. It is also natural that additional errors arise from the instability of the running conditions of the instruments, and from uncertainties in other input parameters (e.g., ground surface albedo etc.) Therefore it is fully recommended that researchers, who are to use the dataset, contact Dr. Yugo Kanaya.

    Cloud screening poses another issue. The data set provided here should have survived "light" cloud screening, because of the criteria of AOD < 3 we employed in the retrieval algorithm and also because of the good agreement criteria in O4 optical depths at multiple elevation angles with those in the radiative transfer model. Takashima et al. (JGR 2009) focused on the comparison of the MAX-DOAS aerosol products with Mie Lidar at Cape Hedo and suggested that the criteria with the MAX-DOAS color index (CI), defined as the ratio of the intensities at 500 and 380 nm, being < 1.5 (2.4 in current scale), can be used for "specific" cloud screening there. Since the threshold values can change with respect to the performance of each spectrometer used at different locations, we provide recommended ratio values for each site and instrument. The CI values for each observations are given in the aerosol data set. For NO2, strict cloud screening is not necessary because the optical paths, no matter whether aerosols or clouds have dominant roles in their determination, have been taken into account.


    Publications
    1. Kanaya, Y., Irie, H., Takashima, H., Iwabuchi, H., Akimoto, H., Sudo, K., Gu, M., Chong, J., Kim, Y. J., Lee, H., Li, A., Si, F., Xu, J., Xie, P.-H., Liu, W.-Q., Dzhola, A., Postylyakov, O., Ivanov, V., Grechko, E., Terpugova, S., and Panchenko, M.: Long-term MAX-DOAS network observations of NO2 in Russia and Asia (MADRAS) during the period 2007-2012: instrumentation, elucidation of climatology, and comparisons with OMI satellite observations and global model simulations, Atmos. Chem. Phys., 14, 7909-7927, doi:10.5194/acp-14-7909-2014, 2014.

    2. Choi, Y., Kanaya, Y., Takashima, H., Park, K., Lee, H., Chong, J., Kim, J.H., Park, J.S. (2023). Changes in Tropospheric Nitrogen Dioxide Vertical Column Densities over Japan and Korea during the COVID-19 Using Pandora and MAX-DOAS. Aerosol Air Qual. Res. 23, 220145. link

    3. Choi, Y., Kanaya, Y., Takashima, H., Irie, H., Park, K., Chong, J. (2021). Long-term variation in the tropospheric nitrogen dioxide vertical column density over Korea and Japan from the MAX-DOAS network, 2007-2017. Remote Sens. 13, 1937. link

    4. Zhang, Y., Lin, J., Kim, J., Lee, H., Park, J., Hong, H., Van Roozendael, M., Hendrick, F., Wang, T., Wang, P., He, Q., Qin, K., Choi, Y., Kanaya, Y., Xu, J., Xie, P., Tian, X., Zhang, S., Wang, S., Cheng, S., Cheng, X., Ma, J., Wagner, T., Spurr, R., Chen, L., Kong, H., and Liu, M.: A research product for tropospheric NO2 columns from Geostationary Environment Monitoring Spectrometer based on Peking University OMI NO2 algorithm, Atmos. Meas. Tech., 16, 4643-4665, 2023. link

    5. Chan, K. L., Valks, P., Heue, K.-P., Lutz, R., Hedelt, P., Loyola, D., Pinardi, G., Van Roozendael, M., Hendrick, F., Wagner, T., Kumar, V., Bais, A., Piters, A., Irie, H., Takashima, H., Kanaya, Y., Choi, Y., Park, K., Chong, J., Cede, A., Friess, U., Richter, A., Ma, J., Benavent, N., Holla, R., Postylyakov, O., Rivera Cardenas, C., and Wenig, M.: Global Ozone Monitoring Experiment-2 (GOME-2) daily and monthly level-3 products of atmospheric trace gas columns, Earth Syst. Sci. Data, 15, 1831-1870, 2023. link

    6. Takashima, H., Kanaya, Y., Kato, S., Friedrich, M. M., Van Roozendael, M., Taketani, F., Miyakawa, T., Komazaki, Y., Cuevas, C. A., Saiz-Lopez, A., and Sekiya, T.: Full latitudinal marine atmospheric measurements of iodine monoxide, Atmos. Chem. Phys., 22, 4005?4018, 2022.link

    7. Verhoelst, T., Compernolle, S., Pinardi, G., Lambert, J.-C., Eskes, H. J., Eichmann, K.-U., Fjaraa, A. M., Granville, J., Niemeijer, S., Cede, A., Tiefengraber, M., Hendrick, F., Pazmino, A., Bais, A., Bazureau, A., Boersma, K. F., Bognar, K., Dehn, A., Donner, S., Elokhov, A., Gebetsberger, M., Goutail, F., Grutter de la Mora, M., Gruzdev, A., Gratsea, M., Hansen, G. H., Irie, H., Jepsen, N., Kanaya, Y., Karagkiozidis, D., Kivi, R., Kreher, K., Levelt, P. F., Liu, C., Muller, M., Navarro Comas, M., Piters, A. J. M., Pommereau, J.-P., Portafaix, T., Prados-Roman, C., Puentedura, O., Querel, R., Remmers, J., Richter, A., Rimmer, J., Rivera Cardenas, C., Saavedra de Miguel, L., Sinyakov, V. P., Stremme, W., Strong, K., Van Roozendael, M., Veefkind, J. P., Wagner, T., Wittrock, F., Yela Gonzalez, M., and Zehner, C.: Ground-based validation of the Copernicus Sentinel-5P TROPOMI NO2 measurements with the NDACC ZSL-DOAS, MAX-DOAS and Pandonia global networks, Atmos. Meas. Tech., 14, 481-510, 2021.link

    8. Pinardi, G., Van Roozendael, M., Hendrick, F., Theys, N., Abuhassan, N., Bais, A., Boersma, F., Cede, A., Chong, J., Donner, S., Drosoglou, T., Dzhola, A., Eskes, H., Fries, U., Granville, J., Herman, J. R., Holla, R., Hovila, J., Irie, H., Kanaya, Y., Karagkiozidis, D., Kouremeti, N., Lambert, J.-C., Ma, J., Peters, E., Piters, A., Postylyakov, O., Richter, A., Remmers, J., Takashima, H., Tiefengraber, M., Valks, P., Vlemmix, T., Wagner, T., and Wittrock, F.: Validation of tropospheric NO2 column measurements of GOME-2A and OMI using MAX-DOAS and direct sun network observations, Atmos. Meas. Tech., 13, 6141?6174, 2020.link

    9. Kim, J., U. Jeong, M.-H. Ahn, J. H. Kim, R. J. Park, H. Lee, C. H. Song, Y.-S. Choi, K.-H. Lee, J.-M. Yoo, M.-J. Jeong, S. K. Park, K.-M. Lee, C.-K. Song, S.-W. Kim, Y. J. Kim, S.-W. Kim, M. Kim, S. Go, X. Liu, K. Chance, C. C. Miller, J. Al-Saadi, B. Veihelmann, P. K. Bhartia, O. Torres, G. Gonzalez Abad, D. P. Haffner, D. H. Ko, S. H. Lee, J.-H. Woo, H. Chong, S. S. Park, D. Nicks, W. J. Choi, K.-J. Moon, A. Cho, J. Yoon, S.-K. Kim, H. Hong, K. Lee, H. Lee, S. Lee, M. Choi, P. Veefkind, P. Levelt, D. P. Edwards, M. Kang, M. Eo, J. Bak, K. Baek, H.-A. Kwon, J. Yang, J. Park, K. M. Han, B.-R. Kim, H.-W. Shin, H. Choi, E. Lee, J. Chong, Y. Cha, J.-H. Koo, H. Irie, S. Hayashida, Y. Kasai, Y. Kanaya, C. Liu, J. Lin, J. H. Crawford, G. R. Carmichael, M. J. Newchurch, B. L. Lefer, J. R. Herman, R. J. Swap, A. K. H. Lau, T. P. Kurosu, G. Jaross, B. Ahlers, M. Dobber, C. T. McElroy, and Y. Choi: New Era of Air Quality Monitoring from Space: Geostationary Environment Monitoring Spectrometer (GEMS), Bull. Amer. Meteorol. Soc., 101, E1-E22, 2020.link

    10. Peters, E., Pinardi, G., Seyler, A., Richter, A., Wittrock, F., Boesch, T., Van Roozendael, M., Hendrick, F., Drosoglou, T., Bais, A. F., Kanaya, Y., Zhao, X., Strong, K., Lampel, J., Volkamer, R., Koenig, T., Ortega, I., Puentedura, O., Navarro-Comas, M., Gomez, L., Yela Gonzalez, M., Piters, A., Remmers, J., Wang, Y., Wagner, T., Wang, S., Saiz-Lopez, A., Garcia-Nieto, D., Cuevas, C. A., Benavent, N., Querel, R., Johnston, P., Postylyakov, O., Borovski, A., Elokhov, A., Bruchkouski, I., Liu, H., Liu, C., Hong, Q., Rivera, C., Grutter, M., Stremme, W., Khokhar, M. F., Khayyam, J., and Burrows, J. P.: Investigating differences in DOAS retrieval codes using MAD-CAT campaign data, Atmos. Meas. Tech., 10, 955-978, 2017.

    11. Takashima, H., Kanaya, Y., and F. Taketani, Downsizing of a ship-borne MAX-DOAS instrument, JAMSTEC Rep. Res. Dev., 23, 34-40, 2016. (Japanese with English abstract)link

    12. Takashima, H., Y. Kanaya, and H. Irie, Spatiotemporal inhomogeneity in NO2 over Fukuoka observed by ground-based MAX-DOAS, Atmos. Environ., 100, 117-123, 2015.

    13. Borovski, A., A. Dzhola, A. Elokhov, O. Postylyakov, and Y. Kanaya, First measurements of formaldehyde integral content in atmosphere using MAX-DOAS in Moscow Region, Int. J. Remote Sens., 35, 5609-5627, 2014.

    14. Piters, A. J. M., Boersma, K. F., Kroon, M., Hains, J. C., Van Roozendael, M., Wittrock, F., Abuhassan, N., Adams, C., Akrami, M., Allaart, M. A. F., Apituley, A., Beirle, S., Bergwerff, J. B., Berkhout, A. J. C., Brunner, D., Cede, A., Chong, J., Clemer, K., Fayt, C., Friess, U., Gast, L. F. L., Gil-Ojeda, M., Goutail, F., Graves, R., Griesfeller, A., Grossmann, K., Hemerijckx, G., Hendrick, F., Henzing, B., Herman, J., Hermans, C., Hoexum, M., van der Hoff, G. R., Irie, H., Johnston, P. V., Kanaya, Y., Kim, Y. J., Klein Baltink, H., Kreher, K., de Leeuw, G., Leigh, R., Merlaud, A., Moerman, M. M., Monks, P. S., Mount, G. H., Navarro-Comas, M., Oetjen, H., Pazmino, A., Perez-Camacho, M., Peters, E., du Piesanie, A., Pinardi, G., Puentadura, O., Richter, A., Roscoe, H. K., Schoenhardt, A., Schwarzenbach, B., Shaiganfar, R., Sluis, W., Spinei, E., Stolk, A. P., Strong, K., Swart, D. P. J., Takashima, H., Vlemmix, T., Vrekoussis, M., Wagner, T., Whyte, C., Wilson, K. M., Yela, M., Yilmaz, S., Zieger, P., and Zhou, Y.: The Cabauw Intercomparison campaign for Nitrogen Dioxide measuring Instruments (CINDI): design, execution, and early results, Atmos. Meas. Tech., 5, 457-485, 2012.

    15. Takashima, H., Irie, H., Kanaya, Y., and Syamsudin, F.: NO2 observations over the western Pacific and Indian Ocean by MAX-DOAS on Kaiyo, a Japanese research vessel, Atmos. Meas. Tech., 5, 2351-2360, doi:10.5194/amt-5-2351-2012, 2012.

    16. Takashima, H., H. Irie, Y. Kanaya, H. Akimoto, gEnhanced NO2 at Okinawa Island, Japan caused by rapid air mass transport from China as observed by MAX-DOASh, Atmos. Environ., 45(15), 2593-2597, 2011.

    17. Irie, H., Takashima, H., Kanaya, Y., Boersma, K. F., Gast, L., Wittrock, F., Brunner, D., Zhou, Y., and Van Roozendael, M.: Eight-component retrievals from ground-based MAX-DOAS observations, Atmos. Meas. Tech., 4, 1027-1044, 2011.

    18. Roscoe, H. K.., Van Roozendael, C. Fayt, A. du Piesanie, N. Abuhassan, C. Adams, M. Akrami, A. Cede, J. Chong, K. Clemer, U. Friess, M. Gil Ojeda, F. Goutail, R. Graves, A. Griesfeller, K. Grossmann, G. Hemerijckx, F. Hendrick, J. Herman, C. Hermans, H. Irie, P. V. Johnston, Y. Kanaya, K. Kreher, R. Leigh, A. Merlaud, G. H. Mount, M. Navarro, H. Oetjen, A. Pazmino, M. Perez-Camacho, E. Peters, G. Pinardi, O. Puentedura, A. Richter, A. Schonhardt, R. Shaiganfar, E. Spinei, K. Strong, H. Takashima, T. Vlemmix, M. Vrekoussis, T. Wagner, F. Wittrock, M. Yela, S. Yilmaz, F. Boersma, J. Hains, M. Kroon, and A. Piters, Intercomparison of slant column measurements of NO2 and O4 by MAX-DOAS and zenith-sky UV and visible spectrometers, Atmos. Meas. Tech., 3, 1629-1646, 2010.

    19. Lee, H., H. Irie, J. Ryu, Y. Kanaya, Y. Noh, Y. J. Kim, S. Kwon, M. Trail, A. G. Russell, gLower tropospheric aerosol measurements by MAX-DOAS during severe Asian dust periodh, Aerosol Sci. Tech., 43 (12), 1208-1217 (2009).

    20. Irie, H., Y. Kanaya, H. Takashima, J. F. Gleason, and Z. Wang, gCharacterization of OMI tropospheric NO2 measurements in East Asia based on a robust validation comparisonh, SOLA, 5, 117-120 (2009).

    21. Takashima, H., H. Irie, Y. Kanaya, A. Shimizu, K. Aoki, and H. Akimoto, Atmospheric aerosol variations at Okinawa Island in Japan observed by MAX-DOAS using a new cloud-screening method, J. Geophys. Res., 114, D18213, doi:10.1029/2009JD011939. (2009). Irie, H., Y. Kanaya, H. Akimoto, H. Iwabuchi, A. Shimizu, and K. Aoki, gDual-wavelength aerosol vertical profile measurements by MAX-DOAS at Tsukuba, Japanh, Atmos. Chem. Phys. 9, 2741-2749 (2009).

    22. Irie, H., Y. Kanaya, H. Akimoto, H. Tanimoto, Z. Wang, J. F. Gleason, and E. J. Bucsela, gValidation of OMI tropospheric NO2 column data using MAX-DOAS measurements deep inside the North China Plain in June 2006h, Atmos. Chem. Phys, 8, 6577-6586 (2008).

    23. Inomata, S., H. Tanimoto, S. Kameyama, U. Tsunogai, H. Irie, Y. Kanaya, and Z. Wang, gTechnical Note: Determination of formaldehyde mixing ratios in air with PTR-MS: Laboratory experiments and field measurementsh, Atmos. Chem. Phys., 8, 273-284 (2008)

    24. Irie, H., Y. Kanaya, H. Akimoto, H. Iwabuchi, A. Shimizu, and K. Aoki, gFirst retrieval of tropospheric aerosol profiles using MAX-DOAS and comparison with lidar and sky radiometer measurementsh, Atmos. Chem. Phys., 8, 341-350 (2008)

    25. Wagner, T., J. P. Burrows, T. Deutschmann, B. Dix, C. von Friedeburg, U. Fries, F. Hendrick, K.-P. Heue, H. Irie, H. Iwabuchi, Y. Kanaya, J. Keller, C. A. McLinden, H. Oetjen, E. Palazzi, A. Petritoli, U. Platt, O. Postylyakov, J. Pukite, A. Richter, M. van Roozendael, A. Rozanov, V. Rozanov, R. Sinreich, S. Sanghavi, and F. Wittrock, gComparison of box-air-mass-factors and radiances for multiple-axis differential optical absorption spectroscopy (MAX-DOAS) geometries calculated from different UV/visible radiative transfer modelsh, Atmos. Chem. Phys., 7, 1809-1833 (2007).


    Links
  • JAMSTEC Earth Surface System Research Center
  • NIES@GOSAT-GW project
  • Korea NIER GEMS satellite
  • ESA TROPOMI (Sentinel-5p) NO2 validation summary