RAPID-DETERMINATION OF THE CRITICAL-TEMPERATURE IN SIMULATED ANNEALING INVERSION

被引:104
作者
BASU, A [1 ]
FRAZER, LN [1 ]
机构
[1] UNIV HAWAII MANOA,HAWAII INST GEOPHYS,HONOLULU,HI 96822
关键词
D O I
10.1126/science.249.4975.1409
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Knowledge of the critical temperature, T*, the temperature at which a phase change occurs, greatly improves the efficiency of simulated annealing when used for optimization or inversion. A numerical method of accurately determining T* in a relatively short computation time has been developed. This method is used to recover the seismic soundspeed profile from wavefield data, a problem in which cycle skipping causes many local minima of the energy function and the averaging of the medium by finite length waves results in many states with similar energies. Computations indicate that it is cost-effective to spend about 80 percent of the computing budget looking for T* instead of annealing, and that in the course of finding T* many states with energies near the global minimum will also be found. The a posteriori probability distribution of the solution has been constructed from trial solutions generated at T*.
引用
收藏
页码:1409 / 1412
页数:4
相关论文
共 17 条
[1]  
[Anonymous], 1987, INVERSE PROBLEM THEO
[2]   ACCOMMODATING LATERAL VELOCITY CHANGES IN KIRCHHOFF MIGRATION BY MEANS OF FERMATS PRINCIPLE [J].
CARTER, JA ;
FRAZER, LN .
GEOPHYSICS, 1984, 49 (01) :46-53
[4]   MONTE-CARLO STUDY OF QUANTIZED SU(2) GAUGE-THEORY [J].
CREUTZ, M .
PHYSICAL REVIEW D, 1980, 21 (08) :2308-2315
[5]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[6]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[7]  
KIRKPATRICK S, 1982, IBM RC9355 RES REP
[8]  
Laarhoven Van PJM, 1987, SIMULATED ANNEALING
[9]   RAPID COMPUTATION OF MULTIOFFSET VERTICAL SEISMIC PROFILE SYNTHETIC SEISMOGRAMS FOR LAYERED MEDIA [J].
MALLICK, S ;
FRAZER, LN .
GEOPHYSICS, 1988, 53 (04) :479-491
[10]   OPTIMAL SIMULATED-ANNEALING METHOD BASED ON STOCHASTIC-DYNAMIC PROGRAMMING [J].
MATSUBA, I .
PHYSICAL REVIEW A, 1989, 39 (05) :2635-2642