Abstract

Land surface window emissivity is a key parameter for estimating the longwave radiative budget. The combined radiative transfer model (RM) with neural network (NN) algorithm is utilized to directly estimate the window (8–12 um) emissivity from the brightness temperature of the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) with 90 m spatial resolution. Although the estimation accuracy is very high when the broadband emissivity is estimated from AST05 (ASTER Standard Data Product) by using regression method, the accuracy of AST05 is about ± 0.015 for 86 spectra which is determined by the atmosphere correction for ASTER 1B data. The MODTRAN 4 is used to simulate the process of radiance transfer, and the broadband emissivity is directly estimated from the brightness temperature of ASTER 1B data at satellite. The comparison analysis indicates that the RM-NN is more competent to estimate broadband emissivity than other method when the brightness temperatures of band 11, 12, 13, 14 are made as input nodes of dynamic neural network. The estimation average accuracy is about 0.009, and the estimation results are not sensitive to instrument noise. The RM-NN is applied to extract broadband emissivity from an image of ASTER 1B data in China, and the comparison against a classification based multiple bands with 15 m spatial resolution shows that the estimation results from RM-NN are very good.

© 2012 OSA

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    [CrossRef]
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2011 (1)

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

2008 (2)

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

2003 (1)

K. Ogawa, T. Schmugge, and F. Jacob, “Estimation of land surface window (8–12 um) emissivity from multi-spectral thermal infrared remote sensing — A case study in a part of Sahara Desert,” Geophys. Res. Lett.30(2), 1067 (2003), doi:.
[CrossRef]

1998 (2)

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

1997 (1)

W. C. Snyder, Z. Wan, Y. Zhang, and Y. Feng, “Thermal infrared (3– 14mm) bi-directional reflectance measurement of sands and soils,” Remote Sens. Environ.60(1), 101–109 (1997).
[CrossRef]

1994 (1)

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

1992 (1)

J. W. Salisbury and D. M. D’Aria, “Emissivity of terrestrial materials in the 8–14 mm atmospheric window,” Remote Sens. Environ.42(2), 83–106 (1992).
[CrossRef]

1976 (1)

C. Prabhakara and G. Dalu, “Remote sensing of the surface emissivity at 9 um over the globe,” J. Geophys. Res.81(21), 3719–3724 (1976).
[CrossRef]

Boone, A.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Chang, S.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Chen, F.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Chen, K.

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Chen, K. S.

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

Cothern, J. S.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

D’Aria, D. M.

J. W. Salisbury and D. M. D’Aria, “Emissivity of terrestrial materials in the 8–14 mm atmospheric window,” Remote Sens. Environ.42(2), 83–106 (1992).
[CrossRef]

Dai, Y.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Dalu, G.

C. Prabhakara and G. Dalu, “Remote sensing of the surface emissivity at 9 um over the globe,” J. Geophys. Res.81(21), 3719–3724 (1976).
[CrossRef]

Dickinson, R. E.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Duan, Q.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Ek, M.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Feng, Y.

W. C. Snyder, Z. Wan, Y. Zhang, and Y. Feng, “Thermal infrared (3– 14mm) bi-directional reflectance measurement of sands and soils,” Remote Sens. Environ.60(1), 101–109 (1997).
[CrossRef]

Fung, A. K.

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

Gillespie, A.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

Gusev, Y. M.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Habets, F.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Hook, S.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

Irannejad, P.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Jacob, F.

K. Ogawa, T. Schmugge, and F. Jacob, “Estimation of land surface window (8–12 um) emissivity from multi-spectral thermal infrared remote sensing — A case study in a part of Sahara Desert,” Geophys. Res. Lett.30(2), 1067 (2003), doi:.
[CrossRef]

Kahle, A. B.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

Kao, W. L.

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

Koster, R.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Lettenmaier, D. P.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Li, S.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

Li, Z.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Lohmann, D.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Mao, K.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Matsunaga, T.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

Mitchel, K. E.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Nasonova, O. N.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Noilhan, J.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Ogawa, K.

K. Ogawa, T. Schmugge, and F. Jacob, “Estimation of land surface window (8–12 um) emissivity from multi-spectral thermal infrared remote sensing — A case study in a part of Sahara Desert,” Geophys. Res. Lett.30(2), 1067 (2003), doi:.
[CrossRef]

Prabhakara, C.

C. Prabhakara and G. Dalu, “Remote sensing of the surface emissivity at 9 um over the globe,” J. Geophys. Res.81(21), 3719–3724 (1976).
[CrossRef]

Rokugawa, S.

A. Gillespie, S. Rokugawa, T. Matsunaga, J. S. Cothern, S. Hook, and A. B. Kahle, “ A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (ASTER) images,” IEEE Trans. Geosci. Rem. Sens.36(4), 1113–1126 (1998).
[CrossRef]

Salisbury, J. W.

J. W. Salisbury and D. M. D’Aria, “Emissivity of terrestrial materials in the 8–14 mm atmospheric window,” Remote Sens. Environ.42(2), 83–106 (1992).
[CrossRef]

Schaake, J.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Schlosser, A.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Schmugge, T.

K. Ogawa, T. Schmugge, and F. Jacob, “Estimation of land surface window (8–12 um) emissivity from multi-spectral thermal infrared remote sensing — A case study in a part of Sahara Desert,” Geophys. Res. Lett.30(2), 1067 (2003), doi:.
[CrossRef]

Shao, Y.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Shi, J.

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Shmakin, A. B.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Snyder, W. C.

W. C. Snyder, Z. Wan, Y. Zhang, and Y. Feng, “Thermal infrared (3– 14mm) bi-directional reflectance measurement of sands and soils,” Remote Sens. Environ.60(1), 101–109 (1997).
[CrossRef]

Tang, H.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Tzeng, Y. C.

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

Verseghy, D.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Wan, Z.

W. C. Snyder, Z. Wan, Y. Zhang, and Y. Feng, “Thermal infrared (3– 14mm) bi-directional reflectance measurement of sands and soils,” Remote Sens. Environ.60(1), 101–109 (1997).
[CrossRef]

Wang, D.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

Wang, X.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Warrach, K.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Wetzel, P.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Wood, E. F.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Xu, L.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Xue, Y.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Yang, Z. L.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Zeng, Q.

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

Zhang, L.

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

Zhang, Y.

W. C. Snyder, Z. Wan, Y. Zhang, and Y. Feng, “Thermal infrared (3– 14mm) bi-directional reflectance measurement of sands and soils,” Remote Sens. Environ.60(1), 101–109 (1997).
[CrossRef]

Zhou, Q.

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

Geophys. Res. Lett. (1)

K. Ogawa, T. Schmugge, and F. Jacob, “Estimation of land surface window (8–12 um) emissivity from multi-spectral thermal infrared remote sensing — A case study in a part of Sahara Desert,” Geophys. Res. Lett.30(2), 1067 (2003), doi:.
[CrossRef]

Global Planet. Change (1)

E. F. Wood, D. P. Lettenmaier, L. Xu, D. Lohmann, A. Boone, S. Chang, F. Chen, Y. Dai, R. E. Dickinson, Q. Duan, M. Ek, Y. M. Gusev, F. Habets, P. Irannejad, R. Koster, K. E. Mitchel, O. N. Nasonova, J. Noilhan, J. Schaake, A. Schlosser, Y. Shao, A. B. Shmakin, D. Verseghy, K. Warrach, P. Wetzel, Y. Xue, Z. L. Yang, and Q. Zeng, “The project for intercomparison of land-surface parameterization scheme (PILPS) Phase 2(c) Red-Arkansas River basin experiment:1. Experiment description and summary intercomparisons,” Global Planet. Change19, 115–135 (1998).
[CrossRef]

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[CrossRef]

Y. C. Tzeng, K. S. Chen, W. L. Kao, and A. K. Fung, “A dynamic learning neural network for remote sensing applications,” IEEE Trans. Geosci. Rem. Sens.32(5), 1096–1102 (1994).
[CrossRef]

K. Mao, J. Shi, H. Tang, Z. Li, X. Wang, and K. Chen, “A Neural network technique for separating and surface emissivity and temperature from ASTER imagery,” IEEE Trans. Geosci. Rem. Sens.46(1), 200–208 (2008).
[CrossRef]

Int. J. Remote Sens. (2)

K. Mao, H. Tang, X. Wang, Q. Zhou, and D. Wang, “Near-surface air temperature estimation from ASTER data based on neural network algorithm,” Int. J. Remote Sens.29(20), 6021–6028 (2008).
[CrossRef]

K. Mao, S. Li, D. Wang, L. Zhang, H. Tang, X. Wang, and Z. Li, “Retrieval of land surface temperature and emissivity from ASTER1B data using dynamic learning neural Network,” Int. J. Remote Sens.32(19), 5413–5423 (2011).
[CrossRef]

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[CrossRef]

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Figures (3)

Fig. 1
Fig. 1

The comparison between truth emissivity and emissivity estimated by regression method.

Fig. 2
Fig. 2

. The distribution of average error.

Fig. 3
Fig. 3

(a) Classification map (band 1, 2, 3), (b) broadband emissivity.

Tables (3)

Tables Icon

Table 1 The Estimated Error from Brightness Temperatures in Bands 10-14 at Satellite

Tables Icon

Table 2 The Estimated Error from Brightness Temperature in Bands 11-14 at Satellite

Tables Icon

Table 3 The Sensitivity Analysis for Algorithm

Equations (2)

Equations on this page are rendered with MathJax. Learn more.

ε 812 = λ=8 λ=12 ε(λ)B(λ,T)dλ λ=8 λ=12 B(λ,T)dλ ,
ε 812 =0.014 ε 10 +0.145 ε 11 +0.241 ε 12 +0.467 ε 13 +0.004 ε 14 +0.128.

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