A Survey of Approaches to Solving Inverse Problems for Lossless Layered Media Systems

Abstract In this paper we survey approaches to solving inverse problems for lossless layered systems. Such systems can be modeled in two different ways, by non-parametr1c or parametric models. We review both models, but concentrate our attention on inverse and estimation procedures for parametric models. Algebraic inverse procedures are described for determining the reflection coefficient parameters when measurements are noise-free. An extension of the se procedures to the case of noisy data is also discussed; but,resulting reflection coefficient values are sub-optimal. Finally, we describe two procedures for estimating reflection coefficients from noisy data. One of these, which is very promising, is a maximum- likelihood procedure, which is not only able to provide estimates of reflection coefficients, but is also able to provide estimates of another set of parameters, layer travel times. These maximum-likelihood estimates are optimal.

[1]  J M Mendel,et al.  State space models of lossless layered media , 1977 .

[2]  E. Robinson PREDICTIVE DECOMPOSITION OF SEISMIC TRACES , 1957 .

[3]  E. A. Robinson,et al.  DYNAMIC PREDICTIVE DECONVOLUTION , 1975 .

[4]  J. P. Burg,et al.  Maximum entropy spectral analysis. , 1967 .

[5]  Jon F. Claerbout,et al.  Synthesis of a layered medium from its acoustic transmission response , 1968 .

[6]  John A. Stuller,et al.  Generalized likelihood signal resolution , 1975, IEEE Trans. Inf. Theory.

[7]  M. J. R. Healy,et al.  Multichannel Time Series Analysis with Digital Computer Programs. , 1978 .

[8]  E. Robinson,et al.  SEISMIC WAVE PROPAGATION IN LAYERED MEDIA IN TERMS OF COMMUNICATION THEORY , 1966 .

[9]  E. A. Robinson,et al.  THE SPECTRAL FUNCTION OF A LAYERED SYSTEM AND THE DETERMINATION OF THE WAVEFORMS AT DEPTH , 1977 .

[10]  Jerry Mendel Identification of reflection coefficients from noisy data by means of extended minimum variance estimators: A critical examination , 1978, 1978 IEEE Conference on Decision and Control including the 17th Symposium on Adaptive Processes.

[11]  Vijay K. Arya,et al.  Deconvolution of Seismic Data - An Overview , 1978 .

[12]  Jerry M. Mendel,et al.  Recursive derivation of reflection coefficients from noisy seismic data , 1978, ICASSP.

[13]  Jerry M. Mendel Bremmer Series Decomposition of Solutions to the Lossless Wave Equation in Layered Media , 1978 .

[14]  E. Robinson Predictive decomposition of time series with application to seismic exploration , 1967 .

[15]  N. Crump Techniques for the deconvolution of seismic signals , 1975, 1975 IEEE Conference on Decision and Control including the 14th Symposium on Adaptive Processes.

[16]  J. Mendel,et al.  Minimum-variance state estimation for uniform causal functional equations , 1978, 1978 IEEE Conference on Decision and Control including the 17th Symposium on Adaptive Processes.

[17]  Pierre L. Goupillaud,et al.  AN APPROACH TO INVERSE FILTERING OF NEAR-SURFACE LAYER EFFECTS FROM SEISMIC RECORDS* , 1961 .

[18]  S. Treitel PREDICTIVE DECONVOLUTION: THEORY AND PRACTICE , 1969 .

[19]  J. Mendel,et al.  Non-Normal Incidence State Space Model. , 1978 .