Selection of regularization parameters using an atmospheric retrievable index in a retrieval of atmospheric profile

He Ming-Yuan; Du Hua-Dong; Long Zhi-Yong; Huang Si-Xun

doi:10.7498/aps.61.024205

Abstract

Using an atmospheric retrievable index and The Nelder-Mead simplex method, a dynamic regularization parameter selection method for the retrieval of atmospheric profile with remote sensing data. And a series of test is carried out with four typical regional profiles. The results show that the ranges of the optimal regularization parameter for different profiles are small. And to improve computational efficiency in the actual retrieval process, the regularization parameter can be approximately taken as a constant. The results provide a valuable method of selecting the regularization parameters in the retrieval of atmospheric profiles using the remote sensing data.

Keywords:

Authors and contacts

1.
Institute of Meteorology, Chinese People’s Liberation Army University of Science and Technology, Nanjing 211101, China
Funds: Project supported by the National Natural Science Foundation of China (Grant Nos. 41175025, 41105012), and the Advanced Research Foundation fort National major Utility Technology of China (Grant No. GYH200806029).

References

[1]	Zeng Q C 1974 Principle of atmospheric infrared remote sensing( Beijing: Science Press) p174 (in Chinese) [曾庆存 1974 大气红外遥测原理(北京: 科学出版社) p174]
[2]	Zhou X J 1982 Atmospheric microwave radiation and principle of remote sensing(Beijing: Science Press) P178(in Chinese) [周秀骥 1982 大气微波辐射及遥感原理, (北京: 科学出版社)P178]
[3]	Rodgers C D 1998 Adv. Space Res. 21 361
[4]	Wang Z H, Li L 1993 J. Nanjing Inst. Meteo. 16 80(in Chinese) [王振会, 李兰 1993 南京气象学院学报 16 80]
[5]	Twomey S 1963 J. Assoc Comp Math 10 79
[6]	Susskind J, Rosenfield J, Reuter D 1984 J. Geophs. Res. 89 4677
[7]	Smith W L 1968 Mon. Wea. Rev. 96 387
[8]	Hayden C M 1988 J. Appl. Met. 27 705
[9]	Li J, Huag S X 2001 Sci. in China (D) 31 70 (in Chinese) [李俊, 黄思训 2001 中国科学D 31 70]
[10]	Adrian D, Franz S, Siegfried H 2005 Comp. Phys. Commu. 165 1
[11]	Li J,WolfW, MenzelWP, ZhangW2000 J. Appl. Metol. 39 1248
[12]	Du H D, Huang S X 2008 Acta Phys. Sin. 58 7685 (in Chinese) [杜华栋, 黄思训 2008 物理学报 57 7685]
[13]	Lagarias J C, Reeds J A, Wright M H 1998 SIAM J. of Optimization 9 112
[14]	Cao X Q, Huang S X, Du H D 2009 Acta. Phys. Sin. 58 659 (in Chinese) [曹小群, 黄思训, 杜华栋 2008 物理学报 58 659]
[15]	Huang S X, Cai Q F, Xiang J, Zhang M 2008 Acta. Phys. Sin. 57 3022 (in Chinese) [黄思训, 蔡其发, 项杰, 张铭 2008 物理学报 57 3022]
[16]	Huang S X, Sheng Z 2006 Acta. Phys. Sin. 56 514 (in Chinese) [黄思训, 盛峥 2006 物理学报 56 514]

Cited By

[1]	Zeng Q C 1974 Principle of atmospheric infrared remote sensing( Beijing: Science Press) p174 (in Chinese) [曾庆存 1974 大气红外遥测原理(北京: 科学出版社) p174]
[2]	Zhou X J 1982 Atmospheric microwave radiation and principle of remote sensing(Beijing: Science Press) P178(in Chinese) [周秀骥 1982 大气微波辐射及遥感原理, (北京: 科学出版社)P178]
[3]	Rodgers C D 1998 Adv. Space Res. 21 361
[4]	Wang Z H, Li L 1993 J. Nanjing Inst. Meteo. 16 80(in Chinese) [王振会, 李兰 1993 南京气象学院学报 16 80]
[5]	Twomey S 1963 J. Assoc Comp Math 10 79
[6]	Susskind J, Rosenfield J, Reuter D 1984 J. Geophs. Res. 89 4677
[7]	Smith W L 1968 Mon. Wea. Rev. 96 387
[8]	Hayden C M 1988 J. Appl. Met. 27 705
[9]	Li J, Huag S X 2001 Sci. in China (D) 31 70 (in Chinese) [李俊, 黄思训 2001 中国科学D 31 70]
[10]	Adrian D, Franz S, Siegfried H 2005 Comp. Phys. Commu. 165 1
[11]	Li J,WolfW, MenzelWP, ZhangW2000 J. Appl. Metol. 39 1248
[12]	Du H D, Huang S X 2008 Acta Phys. Sin. 58 7685 (in Chinese) [杜华栋, 黄思训 2008 物理学报 57 7685]
[13]	Lagarias J C, Reeds J A, Wright M H 1998 SIAM J. of Optimization 9 112
[14]	Cao X Q, Huang S X, Du H D 2009 Acta. Phys. Sin. 58 659 (in Chinese) [曹小群, 黄思训, 杜华栋 2008 物理学报 58 659]
[15]	Huang S X, Cai Q F, Xiang J, Zhang M 2008 Acta. Phys. Sin. 57 3022 (in Chinese) [黄思训, 蔡其发, 项杰, 张铭 2008 物理学报 57 3022]
[16]	Huang S X, Sheng Z 2006 Acta. Phys. Sin. 56 514 (in Chinese) [黄思训, 盛峥 2006 物理学报 56 514]

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