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To reconstruct the target shape distribution in the distance, full waveform analysis algorithm is utilized by extracting and analyzing the number of the peaks, the time of the peak maximum and other parameters. A novel fast full waveform analysis algorithm (simulated tempering Markov chain Monte Carlo algorithm, STMCMC) is proposed, which is able to process the waveform data automatically. For the different types of the parameters, simulated tempering strategy and the Metropolis strategy are presented. In simulated tempering strategy, due to the demand of speed or accuracy, active intervention tempering is used to control the process of solving the vector parameters. On the other hand, the Metropolis strategy is adopted for non-vector parameters to reduce computation amount. Both the strategies are based on Markov chain algorithm, and meanwhile can hold the convergence of the Markov chain, which makes the STMCMC algorithm robust.
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Keywords:
- full waveform analysis /
- simulated tempering Markov chain Monte Carlo method /
- active intervention tempering /
- Metropolis strategy
[1] Li Y H, Wu Z S, Gong Y J, Zhang G, Wang M J 2010 Acta Phys. Sin. 59 6988 (in Chinese) [李艳辉, 吴振森, 宫彦军, 张耿, 王明军 2010 物理学报 59 6988]
[2] Guo G J, Shao Y 2004 Acta Phys. Sin. 53 2089 (in Chinese) [郭冠军, 邵芸 2004 物理学报 53 2089]
[3] Hofton M A, Minster J B, Blair J B 2000 IEEE Trans. Geosci. Remote Sens. 38 1989
[4] Clauve A, Mallet C, Bretar F, Durrieu S, Deseilligny M P, Puech W 2007 ISPRS Workshop on Laser Scanning and Silvi Laser (Epsoo: ISPRS Working Groups) p101
[5] Dempster A P, Laird N M, Rubin D B 1977 J. Roy. Stat. Soc. B: Stat. Methodol. 39 1
[6] Biernacki C, Celeux G, Govaert G 2003 Comput. Stat. Data Anal. 41 561
[7] Pernkopf F, Bouchaffra D 2005 IEEE Trans. Pattern Anal. 27 1344
[8] Sergio H M, Wallace A M, Gibson G J 2005 IAPR Conference on Machine Vision Applications (Tsukuba: MVA Conference Committee) p193
[9] Zheng Z G 2003 Stoch. Proc. Appl. 104 131
[10] Hernández-Marín S, Wallace A M, Gibson G J 2007 IEEE Trans. Pattern Anal. 29 2170
[11] Marinari E, Parisi G 1992 Europhys. Lett. 19 451
[12] Pellegrini S, Buller G S, Smith J M, Wallace A M, Cova S 2000 Meas. Sci. Technol. 11 712
[13] Sheng Z 2013 Chin. Phys. B 22 029302
[14] Diaconis P, SaloG-Coste L 1998 J. Comput. Syst. Sci. 57 20
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[1] Li Y H, Wu Z S, Gong Y J, Zhang G, Wang M J 2010 Acta Phys. Sin. 59 6988 (in Chinese) [李艳辉, 吴振森, 宫彦军, 张耿, 王明军 2010 物理学报 59 6988]
[2] Guo G J, Shao Y 2004 Acta Phys. Sin. 53 2089 (in Chinese) [郭冠军, 邵芸 2004 物理学报 53 2089]
[3] Hofton M A, Minster J B, Blair J B 2000 IEEE Trans. Geosci. Remote Sens. 38 1989
[4] Clauve A, Mallet C, Bretar F, Durrieu S, Deseilligny M P, Puech W 2007 ISPRS Workshop on Laser Scanning and Silvi Laser (Epsoo: ISPRS Working Groups) p101
[5] Dempster A P, Laird N M, Rubin D B 1977 J. Roy. Stat. Soc. B: Stat. Methodol. 39 1
[6] Biernacki C, Celeux G, Govaert G 2003 Comput. Stat. Data Anal. 41 561
[7] Pernkopf F, Bouchaffra D 2005 IEEE Trans. Pattern Anal. 27 1344
[8] Sergio H M, Wallace A M, Gibson G J 2005 IAPR Conference on Machine Vision Applications (Tsukuba: MVA Conference Committee) p193
[9] Zheng Z G 2003 Stoch. Proc. Appl. 104 131
[10] Hernández-Marín S, Wallace A M, Gibson G J 2007 IEEE Trans. Pattern Anal. 29 2170
[11] Marinari E, Parisi G 1992 Europhys. Lett. 19 451
[12] Pellegrini S, Buller G S, Smith J M, Wallace A M, Cova S 2000 Meas. Sci. Technol. 11 712
[13] Sheng Z 2013 Chin. Phys. B 22 029302
[14] Diaconis P, SaloG-Coste L 1998 J. Comput. Syst. Sci. 57 20
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