Abstract

The radiometric stability of satellite sensors is crucial for generating highly consistent remote sensing measurements and products. We have presented a radiometric responsivity tracking method designed especially for optical sensors without on-board calibration systems. Using a temporally stable desert site with high reflectance, the sensor responsivity was simulated using the Second Simulation of the Satellite Signal in the Solar Spectrum (6S) radiative transfer model (RTM) with information from validated MODIS atmospheric data. Next, radiometric responsivity drifting was identified using a linear regression of the time series bidirectional reflectance distribution function (BRDF) normalized coefficients. The proposed method was applied to Chinese HJ-1A/1B charge-coupled device (CCD) sensors, which have been on-orbit operations for more than 5 years without continuous assessment of their radiometric performance. Results from the Dunhuang desert site between 2008 and 2013 indicated that the CCD sensors degraded at various rates, with the most significant degradation occurring in the blue bands, ranging from 2.8% to 4.2% yr−1. The red bands were more stable, with a degradation rate of 0.7-3.1% yr−1. A cross-sensor comparison revealed the least degradation for the HJ-1A CCD1 (blue: 2.8%; green: 2.8%; red: 0.7%; and NIR: 0.9% yr−1), whereas the degradation of HJ-1B CCD1 was most pronounced (blue: 3.5%; green: 4.1%; red: 2.3%; and NIR: 3.4% yr−1). The uncertainties of the method were evaluated theoretically based on the propagation of uncertainties from all possible sources of the RT simulations. In addition, a cross comparison with matchup ground-based absolute calibration results was conducted. The comparison demonstrated that the method was useful for continuously monitoring the radiometric performance of remote sensors, such as HJ-1A/1B CCD and GaoFen (GF) series (China's latest high-definition Earth observation satellite), and indicated the potential use of the method for high-precision absolute calibration.

© 2015 Optical Society of America

Full Article  |  PDF Article
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References

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2014 (3)

2013 (8)

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

S. Sterckx, S. Livens, and S. Adriaensen, “Rayleigh, deep convective clouds, and cross-sensor desert vicarious calibration validation for the PROBA-V mission,” IEEE Trans. Geosci. Rem. Sens. 51(3), 1437–1452 (2013).
[Crossref]

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
[Crossref]

B. Jiang, S. Liang, J. R. Townshend, and Z. M. Dodson, “Assessment of the Radiometric Performance of Chinese HJ-1 Satellite CCD Instruments,” IEEE J. STARS 6, 840–850 (2013).

C. Gao, X. Jiang, X. Li, and X. Li, “The cross-calibration of CBERS-02B/CCD visible-near infrared channels with Terra/MODIS channels,” Int. J. Remote Sens. 34(9-10), 3688–3698 (2013).
[Crossref]

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
[Crossref]

A. M. Sayer, N. C. Hsu, C. Bettenhausen, and M. J. Jeong, “Validation and uncertainty estimates for MODIS Collection 6 “Deep Blue” aerosol data,” J. Geophys. Res. 118, 7864–7872 (2013).

N. Flood, “Testing the local applicability of MODIS BRDF parameters for correcting Landsat TM imagery,” Romote Sens. Lett. 4(8), 793–802 (2013).
[Crossref]

2012 (7)

X. Li, X. Xia, S. Wang, J. Mao, and Y. Liu, “Validation of MODIS and Deep Blue aerosol optical depth retrievals in an arid/semi-arid region of northwest China,” Particuology 10(1), 132–139 (2012).
[Crossref]

Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, and N. C. Hsu, “Critical evaluation of the MODIS Deep Blue aerosol optical depth product for data assimilation over North Africa,” Atmos. Meas. Tech. 5(5), 7815–7865 (2012).
[Crossref]

L. Sun, X. Hu, M. Guo, and N. Xu, “Multisite Calibration Tracking for FY-3A MERSI Solar Bands,” IEEE Trans. Geosci. Rem. Sens. 50(12), 4929–4942 (2012).
[Crossref]

Y. Li, Y. Xue, X. He, and J. Guang, “High-resolution aerosol remote sensing retrieval over urban areas by synergetic use of HJ-1 CCD and MODIS data,” Atmos. Environ. 46, 173–180 (2012).

Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
[PubMed]

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
[Crossref]

T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
[Crossref]

2011 (2)

L. Chen, L. Tian, F. Qiu, and X. Chen, “Water Color Constituents Remote Sensing in Wuhan Donghu Lake Using HJ-1A/B CCD Imagery,” Geomatics and Information Science of Wuhan University 36, 1280–1283 (2011).

Y. Xie, Y. Zhang, X. Xiong, J. J. Qu, and H. Che, “Validation of MODIS aerosol optical depth product over China using CARSNET measurements,” Atmos. Environ. 45(33), 5970–5978 (2011).
[Crossref]

2010 (10)

G. Chander, X. X. Xiong, T. Y. Choi, and A. Angal, “Monitoring on-orbit calibration stability of the Terra MODIS and Landsat 7 ETM+ sensors using pseudo-invariant test sites,” Remote Sens. Environ. 114(4), 925–939 (2010).
[Crossref]

Q. Wang, C. Wu, Q. Li, and J. Li, “Chinese HJ-1A/B satellites and data characteristics,” Sci. China Earth Sci. 53(S1), 51–57 (2010).
[Crossref]

Z. Sun, W. Shen, B. Wei, X. Liu, W. Su, C. Zhang, and J. Yang, “Object-oriented land cover classification using HJ-1 remote sensing imagery,” Sci. China Earth Sci. 53(S1), 34–44 (2010).
[Crossref]

Z. Guo, H. Chi, and G. Sun, “Estimating forest aboveground biomass using HJ-1 Satellite CCD and ICESat GLAS waveform data,” Sci. China Earth Sci. 53(S1), 16–25 (2010).
[Crossref]

F. Mélin and G. Zibordi, “Vicarious calibration of satellite ocean color sensors at two coastal sites,” Appl. Opt. 49(5), 798–810 (2010).
[Crossref] [PubMed]

G. M. Jiang, “Intercalibration of infrared channels of polar-orbiting IRAS/FY-3A with AIRS/Aqua data,” Opt. Express 18(4), 3358–3363 (2010).
[Crossref] [PubMed]

H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
[PubMed]

C. Cao, L. Ma, S. Uprety, C. Li, and L. Tang, “Spectral characterization of the Dunhuang calibration/validation site using hyperspectral measurements,” Proc. SPIE 7862, 78620J (2010).
[Crossref]

D. L. Helder, B. Basnet, and D. L. Morstad, “Optimized identification of worldwide radiometric pseudo-invariant calibration sites,” Can. J. Rem. Sens. 36(5), 527–539 (2010).
[Crossref]

X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
[Crossref]

2008 (2)

S. M. Vicente-Serrano, F. Pérez-Cabello, and T. Lasanta, “Assessment of radiometric correction techniques in analyzing vegetation variability and change using time series of Landsat images,” Remote Sens. Environ. 112(10), 3916–3934 (2008).
[Crossref]

E. J. Kwiatkowska, B. A. Franz, G. Meister, C. R. McClain, and X. X. Xiong, “Cross calibration of ocean-color bands from Moderate Resolution Imaging Spectroradiometer on Terra platform,” Appl. Opt. 47(36), 6796–6810 (2008).
[PubMed]

2007 (1)

2006 (2)

N. C. Hsu, S. Tsay, M. D. King, and J. R. Herman, “Deep blue retrievals of Asian aerosol properties during ACE-Asia,” IEEE Trans. Geosci. Rem. Sens. 44(11), 3180–3195 (2006).
[Crossref]

S. Y. Kotchenova, E. F. Vermote, R. Matarrese, and F. J. Klemm., “Validation of a vector version of the 6S radiative transfer code for atmospheric correction of satellite data. Part I: path radiance,” Appl. Opt. 45(26), 6762–6774 (2006).
[Crossref] [PubMed]

2004 (4)

D. L. Helder, T. A. Ruggles, J. D. Dewald, and S. Madhavan, “Landsat-5 Thematic Mapper reflective-band radiometric stability,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2730–2746 (2004).
[Crossref]

X. A. Xia, M. X. Wang, and Y. S. Wang, “Automatic and continuous measurement of aerosol properties in Dunhuang, China,” J. Environ. Sci. (China) 16(1), 40–43 (2004).
[PubMed]

Z. Zhang, Y. Qiu, K. Hu, X. Zhang, and J. Li, “Radiometric calibration on orbit for FY-2B meteorological satellite's visible channels with the radiometric calibration site of Dunhuang,” J. Appl. Meteorol. 3, 001 (2004).

B. L. Markham, K. J. Thome, J. A. Barsi, E. Kaita, D. L. Helder, J. L. Barker, and P. L. Scaramuzza, “Landsat-7 ETM+ on-orbit reflective-band radiometric stability and absolute calibration,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2810–2820 (2004).
[Crossref]

2003 (3)

R. A. Barnes and E. F. Zalewski, “Reflectance-based calibration of SeaWiFS. I. Calibration coefficients,” Appl. Opt. 42(9), 1629–1647 (2003).
[Crossref] [PubMed]

B. Gao and Y. J. Kaufman, “Water vapor retrievals using Moderate Resolution Imaging Spectroradiometer (MODIS) near-infrared channels,” J. Geophys. Res. 108(D13), 4389 (2003).
[Crossref]

R. Latifovic, J. Cihlar, and J. Chen, “A comparison of BRDF models for the normalization of satellite optical data to a standard Sun-target-sensor geometry,” IEEE Trans. Geosci. Rem. Sens. 41(8), 1889–1898 (2003).
[Crossref]

2002 (3)

D. L. Smith, C. T. Mutlow, and R. C. Nagaraja, “Calibration monitoring of the visible and near-infrared channels of the Along-Track Scanning Radiometer-2 by use of stable terrestrial sites,” Appl. Opt. 41(3), 515–523 (2002).
[Crossref] [PubMed]

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

2001 (1)

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

1997 (3)

D. Koslowsky, “Signal degradation of the AVHRR shortwave channels of NOAA 11 and NOAA 14 by daily monitoring of desert targets,” Adv. Space Res. 19(9), 1355–1358 (1997).
[Crossref]

J. Cihlar, H. Ly, Z. Li, J. Chen, H. Pokrant, and F. Huang, “Multitemporal, multichannel AVHRR data sets for land biosphere studies—Artifacts and corrections,” Remote Sens. Environ. 60(1), 35–57 (1997).
[Crossref]

E. F. Vermote, D. Tanré, J. L. Deuze, M. Herman, and J.-J. Morcette, “Second simulation of the satellite signal in the solar spectrum, 6S: An overview,” IEEE Trans. Geosci. Rem. Sens. 35(3), 675–686 (1997).
[Crossref]

1992 (1)

J. L. Roujean, M. Leroy, and P. Y. Deschamps, “A bidirectional reflectance model of the Earth's surface for the correction of remote sensing data,” J. Geophys. Res. 97(D18), 20455–20468 (1992).
[Crossref]

Adriaensen, S.

S. Sterckx, S. Livens, and S. Adriaensen, “Rayleigh, deep convective clouds, and cross-sensor desert vicarious calibration validation for the PROBA-V mission,” IEEE Trans. Geosci. Rem. Sens. 51(3), 1437–1452 (2013).
[Crossref]

Ahmed, S.

Angal, A.

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
[Crossref]

G. Chander, X. X. Xiong, T. Y. Choi, and A. Angal, “Monitoring on-orbit calibration stability of the Terra MODIS and Landsat 7 ETM+ sensors using pseudo-invariant test sites,” Remote Sens. Environ. 114(4), 925–939 (2010).
[Crossref]

Arnone, R.

Barker, J. L.

B. L. Markham, K. J. Thome, J. A. Barsi, E. Kaita, D. L. Helder, J. L. Barker, and P. L. Scaramuzza, “Landsat-7 ETM+ on-orbit reflective-band radiometric stability and absolute calibration,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2810–2820 (2004).
[Crossref]

Barnes, R. A.

Barnes, W. L.

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

Barnsley, M.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Barsi, J. A.

B. L. Markham, K. J. Thome, J. A. Barsi, E. Kaita, D. L. Helder, J. L. Barker, and P. L. Scaramuzza, “Landsat-7 ETM+ on-orbit reflective-band radiometric stability and absolute calibration,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2810–2820 (2004).
[Crossref]

Basnet, B.

D. L. Helder, B. Basnet, and D. L. Morstad, “Optimized identification of worldwide radiometric pseudo-invariant calibration sites,” Can. J. Rem. Sens. 36(5), 527–539 (2010).
[Crossref]

Bettenhausen, C.

A. M. Sayer, N. C. Hsu, C. Bettenhausen, and M. J. Jeong, “Validation and uncertainty estimates for MODIS Collection 6 “Deep Blue” aerosol data,” J. Geophys. Res. 118, 7864–7872 (2013).

Bracco, G.

Cao, C.

C. Cao, L. Ma, S. Uprety, C. Li, and L. Tang, “Spectral characterization of the Dunhuang calibration/validation site using hyperspectral measurements,” Proc. SPIE 7862, 78620J (2010).
[Crossref]

Chander, G.

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
[Crossref]

G. Chander, X. X. Xiong, T. Y. Choi, and A. Angal, “Monitoring on-orbit calibration stability of the Terra MODIS and Landsat 7 ETM+ sensors using pseudo-invariant test sites,” Remote Sens. Environ. 114(4), 925–939 (2010).
[Crossref]

Che, H.

Y. Xie, Y. Zhang, X. Xiong, J. J. Qu, and H. Che, “Validation of MODIS aerosol optical depth product over China using CARSNET measurements,” Atmos. Environ. 45(33), 5970–5978 (2011).
[Crossref]

Che, N.

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

Chen, J.

R. Latifovic, J. Cihlar, and J. Chen, “A comparison of BRDF models for the normalization of satellite optical data to a standard Sun-target-sensor geometry,” IEEE Trans. Geosci. Rem. Sens. 41(8), 1889–1898 (2003).
[Crossref]

J. Cihlar, H. Ly, Z. Li, J. Chen, H. Pokrant, and F. Huang, “Multitemporal, multichannel AVHRR data sets for land biosphere studies—Artifacts and corrections,” Remote Sens. Environ. 60(1), 35–57 (1997).
[Crossref]

Chen, L.

L. Chen, L. Tian, F. Qiu, and X. Chen, “Water Color Constituents Remote Sensing in Wuhan Donghu Lake Using HJ-1A/B CCD Imagery,” Geomatics and Information Science of Wuhan University 36, 1280–1283 (2011).

Chen, L. F.

Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
[PubMed]

Chen, X.

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
[Crossref]

L. Chen, L. Tian, F. Qiu, and X. Chen, “Water Color Constituents Remote Sensing in Wuhan Donghu Lake Using HJ-1A/B CCD Imagery,” Geomatics and Information Science of Wuhan University 36, 1280–1283 (2011).

Chi, H.

Z. Guo, H. Chi, and G. Sun, “Estimating forest aboveground biomass using HJ-1 Satellite CCD and ICESat GLAS waveform data,” Sci. China Earth Sci. 53(S1), 16–25 (2010).
[Crossref]

Choi, T.

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
[Crossref]

Choi, T. Y.

G. Chander, X. X. Xiong, T. Y. Choi, and A. Angal, “Monitoring on-orbit calibration stability of the Terra MODIS and Landsat 7 ETM+ sensors using pseudo-invariant test sites,” Remote Sens. Environ. 114(4), 925–939 (2010).
[Crossref]

Cihlar, J.

R. Latifovic, J. Cihlar, and J. Chen, “A comparison of BRDF models for the normalization of satellite optical data to a standard Sun-target-sensor geometry,” IEEE Trans. Geosci. Rem. Sens. 41(8), 1889–1898 (2003).
[Crossref]

J. Cihlar, H. Ly, Z. Li, J. Chen, H. Pokrant, and F. Huang, “Multitemporal, multichannel AVHRR data sets for land biosphere studies—Artifacts and corrections,” Remote Sens. Environ. 60(1), 35–57 (1997).
[Crossref]

Cui, T.

T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
[Crossref]

d’Entremont, R. P.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Deschamps, P. Y.

J. L. Roujean, M. Leroy, and P. Y. Deschamps, “A bidirectional reflectance model of the Earth's surface for the correction of remote sensing data,” J. Geophys. Res. 97(D18), 20455–20468 (1992).
[Crossref]

Deuze, J. L.

E. F. Vermote, D. Tanré, J. L. Deuze, M. Herman, and J.-J. Morcette, “Second simulation of the satellite signal in the solar spectrum, 6S: An overview,” IEEE Trans. Geosci. Rem. Sens. 35(3), 675–686 (1997).
[Crossref]

Dewald, J. D.

D. L. Helder, T. A. Ruggles, J. D. Dewald, and S. Madhavan, “Landsat-5 Thematic Mapper reflective-band radiometric stability,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2730–2746 (2004).
[Crossref]

Disney, M.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Dodson, Z. M.

B. Jiang, S. Liang, J. R. Townshend, and Z. M. Dodson, “Assessment of the Radiometric Performance of Chinese HJ-1 Satellite CCD Instruments,” IEEE J. STARS 6, 840–850 (2013).

Doll, C.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Du, J.

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

Dunderdale, M.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Esposito, J. A.

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

Feng, L.

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
[Crossref]

Feng, X.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
[Crossref]

Flood, N.

N. Flood, “Testing the local applicability of MODIS BRDF parameters for correcting Landsat TM imagery,” Romote Sens. Lett. 4(8), 793–802 (2013).
[Crossref]

Foster, R.

Fougnie, B.

Franz, B. A.

Gao, B.

B. Gao and Y. J. Kaufman, “Water vapor retrievals using Moderate Resolution Imaging Spectroradiometer (MODIS) near-infrared channels,” J. Geophys. Res. 108(D13), 4389 (2003).
[Crossref]

Gao, C.

C. Gao, X. Jiang, X. Li, and X. Li, “The cross-calibration of CBERS-02B/CCD visible-near infrared channels with Terra/MODIS channels,” Int. J. Remote Sens. 34(9-10), 3688–3698 (2013).
[Crossref]

Gao, F.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Gao, H.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
[Crossref]

Gao, H. L.

H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
[PubMed]

Gilerson, A.

Gong, H.

H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
[PubMed]

Gong, J.

W. Xu, J. Gong, and M. Wang, “Development, application, and prospects for Chinese land observation satellites,” Geo-spatial Information Science 17(2), 102–109 (2014).
[Crossref]

Gu, X.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
[Crossref]

X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
[Crossref]

Gu, X. F.

H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
[PubMed]

Guang, J.

Y. Li, Y. Xue, X. He, and J. Guang, “High-resolution aerosol remote sensing retrieval over urban areas by synergetic use of HJ-1 CCD and MODIS data,” Atmos. Environ. 46, 173–180 (2012).

Guenther, B.

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

Guo, M.

L. Sun, X. Hu, M. Guo, and N. Xu, “Multisite Calibration Tracking for FY-3A MERSI Solar Bands,” IEEE Trans. Geosci. Rem. Sens. 50(12), 4929–4942 (2012).
[Crossref]

Guo, Z.

Z. Guo, H. Chi, and G. Sun, “Estimating forest aboveground biomass using HJ-1 Satellite CCD and ICESat GLAS waveform data,” Sci. China Earth Sci. 53(S1), 16–25 (2010).
[Crossref]

Guorui, J.

Hagolle, O.

Hao, L.

He, X.

Y. Li, Y. Xue, X. He, and J. Guang, “High-resolution aerosol remote sensing retrieval over urban areas by synergetic use of HJ-1 CCD and MODIS data,” Atmos. Environ. 46, 173–180 (2012).

Helder, D. L.

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
[Crossref]

D. L. Helder, B. Basnet, and D. L. Morstad, “Optimized identification of worldwide radiometric pseudo-invariant calibration sites,” Can. J. Rem. Sens. 36(5), 527–539 (2010).
[Crossref]

D. L. Helder, T. A. Ruggles, J. D. Dewald, and S. Madhavan, “Landsat-5 Thematic Mapper reflective-band radiometric stability,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2730–2746 (2004).
[Crossref]

B. L. Markham, K. J. Thome, J. A. Barsi, E. Kaita, D. L. Helder, J. L. Barker, and P. L. Scaramuzza, “Landsat-7 ETM+ on-orbit reflective-band radiometric stability and absolute calibration,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2810–2820 (2004).
[Crossref]

Herman, J. R.

N. C. Hsu, S. Tsay, M. D. King, and J. R. Herman, “Deep blue retrievals of Asian aerosol properties during ACE-Asia,” IEEE Trans. Geosci. Rem. Sens. 44(11), 3180–3195 (2006).
[Crossref]

Herman, M.

E. F. Vermote, D. Tanré, J. L. Deuze, M. Herman, and J.-J. Morcette, “Second simulation of the satellite signal in the solar spectrum, 6S: An overview,” IEEE Trans. Geosci. Rem. Sens. 35(3), 675–686 (1997).
[Crossref]

Hlaing, S.

Hobson, P.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Hsu, N. C.

A. M. Sayer, N. C. Hsu, C. Bettenhausen, and M. J. Jeong, “Validation and uncertainty estimates for MODIS Collection 6 “Deep Blue” aerosol data,” J. Geophys. Res. 118, 7864–7872 (2013).

Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, and N. C. Hsu, “Critical evaluation of the MODIS Deep Blue aerosol optical depth product for data assimilation over North Africa,” Atmos. Meas. Tech. 5(5), 7815–7865 (2012).
[Crossref]

N. C. Hsu, S. Tsay, M. D. King, and J. R. Herman, “Deep blue retrievals of Asian aerosol properties during ACE-Asia,” IEEE Trans. Geosci. Rem. Sens. 44(11), 3180–3195 (2006).
[Crossref]

Hu, B.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Hu, K.

Z. Zhang, Y. Qiu, K. Hu, X. Zhang, and J. Li, “Radiometric calibration on orbit for FY-2B meteorological satellite's visible channels with the radiometric calibration site of Dunhuang,” J. Appl. Meteorol. 3, 001 (2004).

Hu, X.

L. Sun, X. Hu, M. Guo, and N. Xu, “Multisite Calibration Tracking for FY-3A MERSI Solar Bands,” IEEE Trans. Geosci. Rem. Sens. 50(12), 4929–4942 (2012).
[Crossref]

X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
[Crossref]

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

Huang, F.

J. Cihlar, H. Ly, Z. Li, J. Chen, H. Pokrant, and F. Huang, “Multitemporal, multichannel AVHRR data sets for land biosphere studies—Artifacts and corrections,” Remote Sens. Environ. 60(1), 35–57 (1997).
[Crossref]

Huang, Y.

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

Huijie, Z.

Hyer, E. J.

Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, and N. C. Hsu, “Critical evaluation of the MODIS Deep Blue aerosol optical depth product for data assimilation over North Africa,” Atmos. Meas. Tech. 5(5), 7815–7865 (2012).
[Crossref]

Jeong, M. J.

A. M. Sayer, N. C. Hsu, C. Bettenhausen, and M. J. Jeong, “Validation and uncertainty estimates for MODIS Collection 6 “Deep Blue” aerosol data,” J. Geophys. Res. 118, 7864–7872 (2013).

Jia, Y.

T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
[Crossref]

Jiang, B.

B. Jiang, S. Liang, J. R. Townshend, and Z. M. Dodson, “Assessment of the Radiometric Performance of Chinese HJ-1 Satellite CCD Instruments,” IEEE J. STARS 6, 840–850 (2013).

Jiang, G. M.

Jiang, W.

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

Jiang, X.

C. Gao, X. Jiang, X. Li, and X. Li, “The cross-calibration of CBERS-02B/CCD visible-near infrared channels with Terra/MODIS channels,” Int. J. Remote Sens. 34(9-10), 3688–3698 (2013).
[Crossref]

Jin, Y.

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
[Crossref]

Kaita, E.

B. L. Markham, K. J. Thome, J. A. Barsi, E. Kaita, D. L. Helder, J. L. Barker, and P. L. Scaramuzza, “Landsat-7 ETM+ on-orbit reflective-band radiometric stability and absolute calibration,” IEEE Trans. Geosci. Rem. Sens. 42(12), 2810–2820 (2004).
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Kaufman, Y. J.

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B. Jiang, S. Liang, J. R. Townshend, and Z. M. Dodson, “Assessment of the Radiometric Performance of Chinese HJ-1 Satellite CCD Instruments,” IEEE J. STARS 6, 840–850 (2013).

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W. Xu, J. Gong, and M. Wang, “Development, application, and prospects for Chinese land observation satellites,” Geo-spatial Information Science 17(2), 102–109 (2014).
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X. A. Xia, M. X. Wang, and Y. S. Wang, “Automatic and continuous measurement of aerosol properties in Dunhuang, China,” J. Environ. Sci. (China) 16(1), 40–43 (2004).
[PubMed]

Wang, Q.

Q. Wang, C. Wu, Q. Li, and J. Li, “Chinese HJ-1A/B satellites and data characteristics,” Sci. China Earth Sci. 53(S1), 51–57 (2010).
[Crossref]

Wang, S.

X. Li, X. Xia, S. Wang, J. Mao, and Y. Liu, “Validation of MODIS and Deep Blue aerosol optical depth retrievals in an arid/semi-arid region of northwest China,” Particuology 10(1), 132–139 (2012).
[Crossref]

Wang, Y.

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

Wang, Y. S.

X. A. Xia, M. X. Wang, and Y. S. Wang, “Automatic and continuous measurement of aerosol properties in Dunhuang, China,” J. Environ. Sci. (China) 16(1), 40–43 (2004).
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Wang, Z.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
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T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
[Crossref]

Wang, Z. F.

Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
[PubMed]

Wang, Z. T.

Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
[PubMed]

Wei, B.

Z. Sun, W. Shen, B. Wei, X. Liu, W. Su, C. Zhang, and J. Yang, “Object-oriented land cover classification using HJ-1 remote sensing imagery,” Sci. China Earth Sci. 53(S1), 34–44 (2010).
[Crossref]

Wu, A.

X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
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Wu, C.

Q. Wang, C. Wu, Q. Li, and J. Li, “Chinese HJ-1A/B satellites and data characteristics,” Sci. China Earth Sci. 53(S1), 51–57 (2010).
[Crossref]

Wu, R.

X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
[Crossref]

Xia, X.

X. Li, X. Xia, S. Wang, J. Mao, and Y. Liu, “Validation of MODIS and Deep Blue aerosol optical depth retrievals in an arid/semi-arid region of northwest China,” Particuology 10(1), 132–139 (2012).
[Crossref]

Xia, X. A.

X. A. Xia, M. X. Wang, and Y. S. Wang, “Automatic and continuous measurement of aerosol properties in Dunhuang, China,” J. Environ. Sci. (China) 16(1), 40–43 (2004).
[PubMed]

Xiao, P.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
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Xie, Y.

Y. Xie, Y. Zhang, X. Xiong, J. J. Qu, and H. Che, “Validation of MODIS aerosol optical depth product over China using CARSNET measurements,” Atmos. Environ. 45(33), 5970–5978 (2011).
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Xiong, X.

A. Angal, X. Xiong, T. Choi, G. Chander, N. Mishra, and D. L. Helder, “Impact of Terra MODIS Collection 6 on long-term trending comparisons with Landsat 7 ETM+ reflective solar bands,” Romote Sens. Lett. 4(9), 873–881 (2013).
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Y. Xie, Y. Zhang, X. Xiong, J. J. Qu, and H. Che, “Validation of MODIS aerosol optical depth product over China using CARSNET measurements,” Atmos. Environ. 45(33), 5970–5978 (2011).
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X. Xiong, A. Wu, J. A. Esposito, J. Sun, N. Che, B. Guenther, and W. L. Barnes, “Trending results of MODIS optics on-obit degradation,” Proc. SPIE 4814, 337–346 (2002).
[Crossref]

Xiong, X. X.

G. Chander, X. X. Xiong, T. Y. Choi, and A. Angal, “Monitoring on-orbit calibration stability of the Terra MODIS and Landsat 7 ETM+ sensors using pseudo-invariant test sites,” Remote Sens. Environ. 114(4), 925–939 (2010).
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E. J. Kwiatkowska, B. A. Franz, G. Meister, C. R. McClain, and X. X. Xiong, “Cross calibration of ocean-color bands from Moderate Resolution Imaging Spectroradiometer on Terra platform,” Appl. Opt. 47(36), 6796–6810 (2008).
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Xu, N.

L. Sun, X. Hu, M. Guo, and N. Xu, “Multisite Calibration Tracking for FY-3A MERSI Solar Bands,” IEEE Trans. Geosci. Rem. Sens. 50(12), 4929–4942 (2012).
[Crossref]

Xu, W.

W. Xu, J. Gong, and M. Wang, “Development, application, and prospects for Chinese land observation satellites,” Geo-spatial Information Science 17(2), 102–109 (2014).
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Xue, Y.

Y. Li, Y. Xue, X. He, and J. Guang, “High-resolution aerosol remote sensing retrieval over urban areas by synergetic use of HJ-1 CCD and MODIS data,” Atmos. Environ. 46, 173–180 (2012).

Yang, J.

Z. Sun, W. Shen, B. Wei, X. Liu, W. Su, C. Zhang, and J. Yang, “Object-oriented land cover classification using HJ-1 remote sensing imagery,” Sci. China Earth Sci. 53(S1), 34–44 (2010).
[Crossref]

Yang, S.

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

Yu, T.

H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
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Yu, Z.

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
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Yuan, X.

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
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Zhang, C.

Z. Sun, W. Shen, B. Wei, X. Liu, W. Su, C. Zhang, and J. Yang, “Object-oriented land cover classification using HJ-1 remote sensing imagery,” Sci. China Earth Sci. 53(S1), 34–44 (2010).
[Crossref]

Zhang, G.

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

Zhang, J.

Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, and N. C. Hsu, “Critical evaluation of the MODIS Deep Blue aerosol optical depth product for data assimilation over North Africa,” Atmos. Meas. Tech. 5(5), 7815–7865 (2012).
[Crossref]

T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
[Crossref]

Zhang, L.

X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
[Crossref]

Zhang, L. J.

Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
[PubMed]

Zhang, R.

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

Zhang, T.

R. Zhang, R. Sun, J. Du, T. Zhang, Y. Tang, H. Xu, S. Yang, and W. Jiang, “Estimations of net primary productivity and evapotranspiration based on HJ-1A/B data in Jinggangshan city, China,” J. Mt, Sci-Engl. 10, 777–789 (2013).

Zhang, X.

Z. Wang, P. Xiao, X. Gu, X. Feng, X. Li, H. Gao, H. Li, J. Lin, and X. Zhang, “Uncertainty analysis of cross-calibration for HJ-1 CCD camera,” Sci. China Technol. Sci. 56(3), 713–723 (2013).
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Z. Zhang, Y. Qiu, K. Hu, X. Zhang, and J. Li, “Radiometric calibration on orbit for FY-2B meteorological satellite's visible channels with the radiometric calibration site of Dunhuang,” J. Appl. Meteorol. 3, 001 (2004).

C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J.-P. Muller, P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d’Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ. 83(1-2), 135–148 (2002).
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Zhang, Y.

Y. Xie, Y. Zhang, X. Xiong, J. J. Qu, and H. Che, “Validation of MODIS aerosol optical depth product over China using CARSNET measurements,” Atmos. Environ. 45(33), 5970–5978 (2011).
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X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
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X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

Zhang, Z.

Z. Zhang, Y. Qiu, K. Hu, X. Zhang, and J. Li, “Radiometric calibration on orbit for FY-2B meteorological satellite's visible channels with the radiometric calibration site of Dunhuang,” J. Appl. Meteorol. 3, 001 (2004).

Zhao, W.

T. Cui, J. Zhang, L. E. Sun, Y. Jia, W. Zhao, Z. Wang, and J. Meng, “Satellite monitoring of massive green macroalgae bloom (GMB): imaging ability comparison of multi-source data and drifting velocity estimation,” Int. J. Remote Sens. 33(17), 5513–5527 (2012).
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X. Hu, J. Liu, L. Sun, Z. Rong, Y. Li, Y. Zhang, Z. Zheng, R. Wu, L. Zhang, and X. Gu, “Characterization of CRCS Dunhuang test site and vicarious calibration utilization for Fengyun (FY) series sensors,” Can. J. Rem. Sens. 36(5), 566–582 (2010).
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Zhou, B.

Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
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Z. T. Wang, Q. Li, S. S. Li, L. F. Chen, C. Y. Zhou, Z. F. Wang, and L. J. Zhang, “The Monitoring of Haze from HJ-1],” Guang Pu Xue Yu Guang Pu Fen Xi 32(3), 775–780 (2012).
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H. L. Gao, X. F. Gu, T. Yu, X. Y. Li, H. Gong, J. G. Li, and G. H. Zhu, “HJ1A/HSI radiometric calibration and spectrum response function sensitivity analysis,” Spectrosc. Spect. Aanl. 30(11), 3149–3155 (2010).
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Y. Li, Y. Xue, X. He, and J. Guang, “High-resolution aerosol remote sensing retrieval over urban areas by synergetic use of HJ-1 CCD and MODIS data,” Atmos. Environ. 46, 173–180 (2012).

Atmos. Meas. Tech. (1)

Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, and N. C. Hsu, “Critical evaluation of the MODIS Deep Blue aerosol optical depth product for data assimilation over North Africa,” Atmos. Meas. Tech. 5(5), 7815–7865 (2012).
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Z. Yu, X. Chen, B. Zhou, L. Tian, X. Yuan, and L. Feng, “Assessment of total suspended sediment concentrations in Poyang Lake using HJ-1A/1B CCD imagery,” Chin. J. Oceanology Limnol. 30(2), 295–304 (2012).
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W. Xu, J. Gong, and M. Wang, “Development, application, and prospects for Chinese land observation satellites,” Geo-spatial Information Science 17(2), 102–109 (2014).
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L. Chen, L. Tian, F. Qiu, and X. Chen, “Water Color Constituents Remote Sensing in Wuhan Donghu Lake Using HJ-1A/B CCD Imagery,” Geomatics and Information Science of Wuhan University 36, 1280–1283 (2011).

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Z. Zhang, Y. Qiu, K. Hu, X. Zhang, and J. Li, “Radiometric calibration on orbit for FY-2B meteorological satellite's visible channels with the radiometric calibration site of Dunhuang,” J. Appl. Meteorol. 3, 001 (2004).

X. Hu, Y. Zhang, G. Zhang, Y. Huang, and Y. Wang, “Measurements and Study of Aerosol Optical Characteristics in China Radiometric Calibration Sites,” J. Appl. Meteorol. 03, 257–266 (2001).

J. Environ. Sci. (China) (1)

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Opt. Express (3)

Particuology (1)

X. Li, X. Xia, S. Wang, J. Mao, and Y. Liu, “Validation of MODIS and Deep Blue aerosol optical depth retrievals in an arid/semi-arid region of northwest China,” Particuology 10(1), 132–139 (2012).
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Q. Wang, C. Wu, Q. Li, and J. Li, “Chinese HJ-1A/B satellites and data characteristics,” Sci. China Earth Sci. 53(S1), 51–57 (2010).
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Z. Sun, W. Shen, B. Wei, X. Liu, W. Su, C. Zhang, and J. Yang, “Object-oriented land cover classification using HJ-1 remote sensing imagery,” Sci. China Earth Sci. 53(S1), 34–44 (2010).
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Spectrosc. Spect. Aanl. (1)

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H. Jiang, Q. Qin, J. Li, S. Zhao, H. Dong, W. Yuan, and R. Cui, “Validation for the absolute radiometric calibration of the HJ-1B CCD sensors of China,” in Geoscience and Remote Sensing Symposium (IGARSS), (IEEE International, 2010), 2876–2879.
[Crossref]

G. Chen, Z. Chen, L. Ma, and H. Zhang, “Monitoring and assessment on radiometric stability of HJ-1A CCD using MODIS data,” in Eighth International Symposium on Multispectral Image Processing and Pattern Recognition, (International Society for Optics and Photonics, 2013), 89211I.

Z. Chen, B. Zhang, H. Zhang, W. Zhang, and Y. Zhang, “HJ-1A multispectral imagers radiometric performance in the first year,” in Geoscience and Remote Sensing Symposium (IGARSS), (IEEE International, 2010), 4264–4267.
[Crossref]

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Figures (8)

Fig. 1
Fig. 1 Flowchart for tracking the radiometric responsivity trends of the HJ-1A/1B CCD sensors.
Fig. 2
Fig. 2 (a) Trends of the MODIS reflectance product, MCD43A4, over the Dunhuang site from 2009 to 2013 and (b) Field measurements of the spectral reflectance for the Dunhuang site.
Fig. 3
Fig. 3 Comparison between the reflectance-based absolute calibrations and the results of this study.
Fig. 4
Fig. 4 Radiometric responsivity trending of HJ-1A CCD1, HJ-1A CCD2, HJ-1B CCD1, HJ-1B CCD2 over the Dunhuang site before BDRF normalization.
Fig. 5
Fig. 5 Radiometric calibration trending of HJ-1A CCD1, HJ-1A CCD2, HJ-1B CCD1, HJ-1B CCD2 over the Dunhuang site after BDRF normalization.
Fig. 6
Fig. 6 Validation of the MODIS DB products with AERONET AOD at the Dunhuang site.
Fig. 7
Fig. 7 Analysis of AOD uncertainties (radiance: solid lines, relative differences: dashed lines).
Fig. 8
Fig. 8 Residual of BRDF normalization.

Tables (3)

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Table 1 Relative differences (%) between the vicarious field calibration and the results of this study

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Table 2 Summary of the HJ-1A/1B CCD sensor response trends

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Table 3 Uncertainty budget of the TOA simulation for HJ-1A CCD1

Equations (6)

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ρ TOA ( θ s , θ v ,ψ)= ρ path ( θ s , θ v ,ψ)+ ρ target T( θ s )T( θ v )/(1 ρ target S)
L TOA = ρ TOA * E 0 *cos( θ s )/π* d 2
R(λ)=D N ave /( L TOA (λ) L dark (λ))
R (λ) i modeled ( θ s , θ v , ϕ) = α 0 + α 1 ƒ 1 ( θ s , θ v , ϕ)+ α 2 ƒ 2 ( θ s , θ v , ϕ)
min= ([R (λ) i measured R (λ) i modeled ] ) 2
R (λ) i modeled =slope*Days(i)+intercept

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