Exponential analysis in physical phenomena

Many physical phenomena are described by first-order differential equations whose solution is an exponential decay. Determining the time constants and amplitudes of exponential decays from the experimental data is a common task in semiconductor physics (deep level transient spectroscopy), biophysics (fluorescence decay analysis), nuclear physics and chemistry (radioactive decays, nuclear magnetic resonance), chemistry and electrochemistry (reaction kinetics) and medical imaging. This review article discusses the fundamental mathematical limitations of exponential analysis, outlines the critical aspects of acquisition of exponential transients for subsequent analysis, and gives a comprehensive overview of numerical algorithms used in exponential analysis. In the first part of the article the resolution of exponential analysis as a function of noise in input decays is discussed. It is shown that two exponential decays can be resolved in a transient only if the ratio of their time constants is greater than t...

[1]  H. Nyquist,et al.  Certain factors affecting telegraph speed , 1924, Journal of the A.I.E.E..

[2]  Harry Nyquist Certain Topics in Telegraph Transmission Theory , 1928 .

[3]  D. V. Widder,et al.  An application of Laguerre polynomials , 1935 .

[4]  H. Bateman Two systems of polynomials for the solution of Laplace’s integral equation , 1936 .

[5]  J. Shohat,et al.  Laguerre polynomials and the Laplace transform , 1940 .

[6]  LXI. Inversion formulæ for the Laplace transformation , 1943 .

[7]  Kenneth Levenberg A METHOD FOR THE SOLUTION OF CERTAIN NON – LINEAR PROBLEMS IN LEAST SQUARES , 1944 .

[8]  W. R. Bennett,et al.  Spectra of quantized signals , 1948, Bell Syst. Tech. J..

[9]  Claude E. Shannon,et al.  The mathematical theory of communication , 1950 .

[10]  G. Doetsch Handbuch der Laplace-Transformation , 1950 .

[11]  Z. Bay,et al.  Calculation of Decay Times from Coincidence Experiments , 1950 .

[12]  D. Haar,et al.  An easy approximate method of determining the relaxation spectrum of a viscoelastic materials , 1951 .

[13]  Philip M. Woodward,et al.  Probability and Information Theory with Applications to Radar , 1954 .

[14]  H. Chernoff,et al.  Gradient methods of maximization. , 1955 .

[15]  J. W. Head,et al.  Approximation to transients by means of Laguerre series , 1956 .

[16]  E. Jaynes Information Theory and Statistical Mechanics , 1957 .

[17]  A. Papoulis A new method of inversion of the Laplace transform , 1957 .

[18]  S. S. Brody Instrument to Measure Fluorescence Lifetimes in the Millimicrosecond Region , 1957 .

[19]  F. Oberhettinger Tabellen zur Fourier Transformation , 1957 .

[20]  H. Armstrong,et al.  On finding an orthonormal basis for representing transients , 1957 .

[21]  H. Armstrong,et al.  On the Representation of Transients by Series of Orthogonal Functions , 1959 .

[22]  W. Wayne Meinke,et al.  Method for the Analysis of Multicomponent Exponential Decay Curves , 1959 .

[23]  Philip Wolfe,et al.  The Secant method for simultaneous nonlinear equations , 1959, CACM.

[24]  P. Mangelsdorf Convenient Plot for Exponential Functions with Unknown Asymptotes , 1959 .

[25]  H. H. Rosenbrock,et al.  An Automatic Method for Finding the Greatest or Least Value of a Function , 1960, Comput. J..

[26]  W. Perl,et al.  A method for curve-fitting by exponential functions☆ , 1960 .

[27]  C. Lanczos Applied Analysis , 1961 .

[28]  H. Hartley The Modified Gauss-Newton Method for the Fitting of Non-Linear Regression Functions by Least Squares , 1961 .

[29]  H. Spang A Review of Minimization Techniques for Nonlinear Functions , 1962 .

[30]  Richard W. Hamming,et al.  Numerical Methods for Scientists and Engineers , 1963 .

[31]  David L. Phillips,et al.  A Technique for the Numerical Solution of Certain Integral Equations of the First Kind , 1962, JACM.

[32]  Hugh D. Van Liew,et al.  Semilogarithmic Plots of Data Which Reflect a Continuum of Exponential Processes. , 1962 .

[33]  Beatrice H. Worsley,et al.  Selection of a numerical technique for analyzing experimental data of the decay type with special reference to the use of tracers in biological systems. , 1962, Biochimica et biophysica acta.

[34]  M. Berman,et al.  The routine fitting of kinetic data to models: a mathematical formalism for digital computers. , 1962, Biophysical journal.

[35]  R. G. Cornell,et al.  A Method for Fitting Linear Combinations of Exponentials , 1962 .

[36]  G. R. Hext,et al.  Sequential Application of Simplex Designs in Optimisation and Evolutionary Operation , 1962 .

[37]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[38]  Roger Fletcher,et al.  A Rapidly Convergent Descent Method for Minimization , 1963, Comput. J..

[39]  Die Methode der kleinsten Quadrate bei einem dreiparametrigen Exponentialansatz , 1963 .

[40]  R. Bellman,et al.  A NUMERICAL INVERSION OF THE LAPLACE TRANSFORM , 1963 .

[41]  D. Gardner RESOLUTION OF MULTI‐COMPONENT EXPONENTIAL DECAY CURVES USING FOURIER TRANSFORMS , 1963, Annals of the New York Academy of Sciences.

[42]  M. J. D. Powell,et al.  An efficient method for finding the minimum of a function of several variables without calculating derivatives , 1964, Comput. J..

[43]  I. M. Longman On the Numerical Inversion of the Laplace Transform of a Discontinuous Original , 1968 .

[44]  Y. Luke APPROXIMATE INVERSION OF A CLASS OF LAPLACE TRANSFORMS APPLICABLE TO SUPERSONIC FLOW PROBLEMS , 1964 .

[45]  C. M. Reeves,et al.  Function minimization by conjugate gradients , 1964, Comput. J..

[46]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[47]  J. Tukey,et al.  An algorithm for the machine calculation of complex Fourier series , 1965 .

[48]  R. Fletcher,et al.  Function Minimization Without Evaluating Derivatives - a Review , 1965, Comput. J..

[49]  J. Loeb,et al.  More about process identification , 1965 .

[50]  Joseph Meiron,et al.  Damped Least-Squares Method for Automatic Lens Design , 1965 .

[51]  J MYHILL,et al.  INVESTIGATION OF AN OPERATOR METHOD IN THE ANALYSIS OF BIOLOGICAL TRACER DATA. , 1965, Biophysical journal.

[52]  C. G. Broyden A Class of Methods for Solving Nonlinear Simultaneous Equations , 1965 .

[53]  John Grover Barnes,et al.  An Algorithm for Solving Non-Linear Equations Based on the Secant Method , 1965, Comput. J..

[54]  D. P. Gaver,et al.  Observing Stochastic Processes, and Approximate Transform Inversion , 1966, Oper. Res..

[55]  V. K. Ivanov,et al.  On numerical differentiation , 1966 .

[56]  William T. Weeks,et al.  Numerical Inversion of Laplace Transforms Using Laguerre Functions , 1966, JACM.

[57]  S. Goldfeld,et al.  Maximization by Quadratic Hill-Climbing , 1966 .

[58]  Max K. Miller,et al.  Numerical Inversion of the Laplace Transform by Use of Jacobi Polynomials , 1966 .

[59]  Irene A. Stegun,et al.  Handbook of Mathematical Functions. , 1966 .

[60]  V. Ivanov,et al.  The approximate solution of operator equations of the first kind , 1966 .

[61]  R. A. Spinelli Numerical Inversion of a Laplace Transform , 1966 .

[62]  J. Pitha,et al.  A COMPARISON OF OPTIMIZATION METHODS FOR FITTING CURVES TO INFRARED BAND ENVELOPES , 1966 .

[63]  M. J. Box A Comparison of Several Current Optimization Methods, and the use of Transformations in Constrained Problems , 1966, Comput. J..

[64]  Hugh D. Van Liew,et al.  Graphic analysis of aggregates of linear and exponential processes , 1967 .

[65]  D. C. Handscomb Methods of Numerical Approximation , 1967 .

[66]  G. J. Makinson Algorithm 296: Generalized least squares fit by orthogonal polynomials , 1967, CACM.

[67]  C. G. Broyden Quasi-Newton methods and their application to function minimisation , 1967 .

[68]  J. Greenstadt On the relative efficiencies of gradient methods , 1967 .

[69]  J. Cooley,et al.  Application of the fast Fourier transform to computation of Fourier integrals, Fourier series, and convolution integrals , 1967, IEEE Transactions on Audio and Electroacoustics.

[70]  William C. Davidon,et al.  Variance Algorithm for Minimization , 1968, Comput. J..

[71]  The Inversion of the Laplace Transform With Applications to the Vibrations of Continuous Elastic Bodies , 1968 .

[72]  On Rational Approximations to the Inverse Laplace Transform , 1969 .

[73]  V. Zakian Numerical inversion of Laplace transform , 1969 .

[74]  R. D. Dyson,et al.  The analysis of fluorescence decay by a method of moments. , 1969, Biophysical journal.

[75]  J. Daniel On the approximate minimization of functionals , 1969 .

[76]  A note on fitting multiexponential functions of time to experimental data , 1969 .

[77]  The Application of Continued Fractions to Wave Propagation in a Semi-Infinite Elastic Cylindrical Membrane , 1969 .

[78]  A Numerical Investigation of Several One-Dimensional Search Procedures in Nonlinear Regression Problems , 1969 .

[79]  P. R. Bevington,et al.  Data Reduction and Error Analysis for the Physical Sciences , 1969 .

[80]  Y. Luke,et al.  Padé approximations to the operator exponential , 1970 .

[81]  H. Stehfest Algorithm 368: Numerical inversion of Laplace transforms [D5] , 1970, CACM.

[82]  P Mancini,et al.  A computer program for multiexponential fitting by the peeling method. , 1970, Computers and biomedical research, an international journal.

[83]  S. Laiken,et al.  Kinetic class analysis of hydrogen-exchange data. , 1970, Biochemistry.

[84]  Yonathan Bard,et al.  Comparison of Gradient Methods for the Solution of Nonlinear Parameter Estimation Problems , 1970 .

[85]  V. Zakian,et al.  Optimisation of numerical inversion of Laplace transforms , 1970 .

[86]  R. D. Dyson,et al.  Analysis of exponential curves by a method of moments, with special attention to sedimentation equilibrium and fluorescence decay. , 1971, Biochemistry.

[87]  I. M. Longman Computation of the padé table , 1972 .

[88]  R. Piessens A new numerical method for the inversion of the Laplace transform , 1972 .

[89]  I.M Longman Numerical Laplace transform inversion of a function arising in viscoelasticity , 1972 .

[90]  R. S. Julius,et al.  The sensitivity of exponentials and other curves to their parameters. , 1972, Computers and biomedical research, an international journal.

[91]  J. Schlesinger,et al.  Fit to experimental data with exponential functions using the fast fourier transform , 1973 .

[92]  R. D. Dyson,et al.  Studies on the analysis of fluorescence decay data by the method of moments. , 1973, Biophysical journal.

[93]  M. Ekstrom A spectral characterization of the ill-conditioning in numerical deconvolution , 1973, IEEE Transactions on Audio and Electroacoustics.

[94]  Bernard Valeur,et al.  Analyse des courbes de décroissance multiexponentielles par la méthode des fonctions modulatrices-application à la fluorescence , 1973 .

[95]  Harvey F. Silverman,et al.  On deconvolution using the discrete Fourier transform , 1973 .

[97]  I. Isenberg On the theory of fluorescence decay experiments. I. Nonrandom distortions , 1973 .

[98]  I. M. Longman On the Generation of Rational Function Approximations for Laplace Transform Inversion with an Application to Viscoelasticity , 1973 .

[99]  A Grinvald,et al.  On the analysis of fluorescence decay kinetics by the method of least-squares. , 1974, Analytical biochemistry.

[100]  S. Cohn-Sfetcu,et al.  Comment on fit to experimental data with exponential functions using the fast fourier transform , 1974 .

[101]  D. V. Lang,et al.  Fast capacitance transient appartus: Application to ZnO and O centers in GaP p‐n junctions , 1974 .

[102]  John W. Clark,et al.  Analysis of exponential decay curves: a three-step scheme for computing exponents , 1974 .

[103]  A new method for the analysis of sums of exponential decay curves , 1974 .

[104]  The analysis of noisy exponential decays , 1975 .

[105]  I. M. Longman Application of best rational function approximation for Laplace transform inversion , 1975 .

[106]  L. Delves,et al.  Numerical solution of integral equations , 1975 .

[107]  M R Smith,et al.  On the design and use of digital filters in certain experimental situations , 1975 .

[108]  A. Grinvald The use of standards in the analysis of fluorescence decay data. , 1976, Analytical biochemistry.

[109]  S. Provencher,et al.  An eigenfunction expansion method for the analysis of exponential decay curves , 1976 .

[110]  On nonrandom errors in fluorescence decay experiments , 1976 .

[111]  M. R. Smith,et al.  Decomposition of Multicomponent Exponential Decays by Spectral Analytic Techniques , 1976 .

[112]  S. Provencher A Fourier method for the analysis of exponential decay curves. , 1976, Biophysical journal.

[113]  D. V. Lang,et al.  Capacitance Transient Spectroscopy , 1977 .

[114]  A. G. Szabo,et al.  The deconvolution of photoluminescence data , 1977 .

[115]  A. Mircea,et al.  Electron traps in bulk and epitaxial GaAs crystals , 1977 .

[116]  E. Small,et al.  On moment index displacement , 1977 .

[117]  G. Wahba Practical Approximate Solutions to Linear Operator Equations When the Data are Noisy , 1977 .

[118]  A. J. Jerri The Shannon sampling theorem—Its various extensions and applications: A tutorial review , 1977, Proceedings of the IEEE.

[119]  A. N. Tikhonov,et al.  Solutions of ill-posed problems , 1977 .

[120]  J. Holt,et al.  Determining the number of terms in a Prony algorithm exponential fit , 1977 .

[121]  R. W. Daniels An introduction to numerical methods and optimization techniques , 1978 .

[122]  E. Pike,et al.  On the numerical inversion of the Laplace transform and similar Fredholm integral equations of the first kind , 1978 .

[123]  J. Dennis,et al.  Techniques for nonlinear least squares and robust regression , 1978 .

[124]  H. Stöckmann A new method to analyse composite exponential decay curves , 1978 .

[125]  B. Valeur Analysis of time-dependent fluorescence experiments by the method of modulating functions with special attention to pulse fluorometry , 1978 .

[126]  T. Awaya A new method for curve fitting to the data with low statistics not using the χ2-method , 1979 .

[127]  I. Good,et al.  The Maximum Entropy Formalism. , 1979 .

[128]  P. Bräunlich,et al.  Thermally stimulated relaxation in solids , 1979 .

[129]  Michael A. Golberg,et al.  Solution methods for integral equations : theory and applications , 1979 .

[130]  B. Davies,et al.  Numerical Inversion of the Laplace Transform: A Survey and Comparison of Methods , 1979 .

[131]  William R. Ware,et al.  Deconvolution of fluorescence decay curves. A critical comparison of techniques , 1979 .

[132]  Takashi Awaya,et al.  Application of a new method to the analysis of radioactive decays , 1980 .

[133]  Gardner analysis of decay components with strong fluctuations , 1980 .

[134]  Hideyo Okushi,et al.  Isothermal Capacitance Transient Spectroscopy for Determination of Deep Level Parameters , 1980 .

[135]  Mario Bertero,et al.  Inverse scattering problems in optics , 1980 .

[136]  Peter Hall,et al.  Better estimates of exponential decay parameters , 1981 .

[137]  C. D. Wang,et al.  Deep‐level transient spectroscopy system using a spectrum analyzer , 1981 .

[138]  Lester F. Eastman,et al.  The analysis of exponential and nonexponential transients in deep‐level transient spectroscopy , 1981 .

[139]  L. C. Chow,et al.  Inverse Heat Conduction by Direct Inverse Laplace Transform , 1981 .

[140]  S. Yamasaki,et al.  Determination of the Density of State Distribution of a-Si:H by Isothermal Capacitance Transient Spectroscopy , 1981 .

[141]  J. Varah Pitfalls in the Numerical Solution of Linear Ill-Posed Problems , 1981 .

[142]  Didier Sornette,et al.  Exponential Sampling Method for Light Scattering Polydispersity Analysis , 1981 .

[143]  A non-iterative method for fitting decay curves with background , 1982 .

[144]  Mario Bertero,et al.  On the recovery and resolution of exponential relaxation rates from experimental data: a singular-value analysis of the Laplace transform inversion in the presence of noise , 1982, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[145]  Deep Level Fourier Spectroscopy for Determination of Deep Level Parameters , 1982 .

[146]  E. Small,et al.  Exponential depression as a test of estimated decay parameters , 1982 .

[147]  S. Provencher A constrained regularization method for inverting data represented by linear algebraic or integral equations , 1982 .

[148]  R. Narayan,et al.  Maximum entropy image reconstruction-a practical non-information-theoretic approach , 1982 .

[149]  T. L. Hayden,et al.  Fourier-transform analysis of radiopharmaceutical data , 1983 .

[150]  I. Isenberg Robust estimation in pulse fluorometry. A study of the method of moments and least squares. , 1983, Biophysical journal.

[151]  E. T. Jaynes,et al.  Papers on probability, statistics and statistical physics , 1983 .

[152]  G. Bromage A QUANTIFICATION OF THE HAZARDS OF FITTING SUMS OF EXPONENTIALS TO NOISY DATA , 1983 .

[153]  Masanori Okuyama,et al.  Fourier-transformation analysis of deep level transient signals in semiconductors , 1983 .

[154]  M. R. Smith,et al.  Improved resolution in the analysis of multicomponent exponential signals , 1983 .

[155]  Matthew Lybanon,et al.  A better least‐squares method when both variables have uncertainties , 1984 .

[156]  S. Provencher CONTIN: A general purpose constrained regularization program for inverting noisy linear algebraic and integral equations , 1984 .

[157]  Fabio Pasian,et al.  Restoration of signals degraded by impulse noise by means of a low-distortion non-linear filter , 1984 .

[158]  David Adler,et al.  The use of linear predictive modeling for the analysis of transients from experiments on semiconductor defects , 1984 .

[159]  L. Scharf,et al.  A Prony method for noisy data: Choosing the signal components and selecting the order in exponential signal models , 1984, Proceedings of the IEEE.

[160]  V. A. Morozov,et al.  Methods for Solving Incorrectly Posed Problems , 1984 .

[161]  Te Riele A program for solving first kind Fredholm integral equations by means of regularization , 1985 .

[162]  Mario Bertero,et al.  On the recovery and resolution of exponential relaxation rates from experimental data II. The optimum choice of experimental sampling points for Laplace transform inversion , 1984, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[163]  Mario Bertero,et al.  On the recovery and resolution of exponential relaxation rates from experimental data. - III. The effect of sampling and truncation of data on the Laplace transform inversion , 1985, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[164]  G. Rayfield Temperature dependence of photovoltages generated by bacteriorhodopsin. , 1985, Biophysical journal.

[165]  R. Richert Analysis of non-exponential first-order reactions , 1985 .

[166]  A borehole corrected pulsed neutron well logging system , 1985 .

[167]  Mario Bertero,et al.  Linear inverse problems with discrete data. I. General formulation and singular system analysis , 1985 .

[168]  A new method (The three-point method) of determining transient time constants and its application to dlts , 1985 .

[169]  H. Okushi Gap states in phosphorus-doped amorphous silicon studied by isothermal capacitance transient spectroscopy , 1985 .

[170]  H. Tomokage,et al.  A Modified Method of Isothermal Capacitance Transient Spectroscopy , 1985 .

[171]  Matthew Lybanon A simple generalized least-squares algorithm , 1985 .

[172]  J. M. Meese,et al.  Frequency‐scanned deep‐level transient spectroscopy , 1985 .

[173]  Fourier analysis for the isothermal capacitance transient spectroscopy signal , 1985 .

[174]  Mario Bertero,et al.  On the recovery and resolution of exponential relaxational rates from experimental data: Laplace transform inversions in weighted spaces , 1985 .

[175]  W. M. Carey,et al.  Digital spectral analysis: with applications , 1986 .

[176]  B. Barisas,et al.  Protein rotational motion in solution measured by polarized fluorescence depletion. , 1986, Biophysical journal.

[177]  T. Pavelka,et al.  Isothermal frequency scan DLTS , 1986 .

[178]  A. R. Davies,et al.  Optimisation in the regularisation ill-posed problems , 1986, The Journal of the Australian Mathematical Society. Series B. Applied Mathematics.

[179]  J. Morimoto,et al.  Multi-exponential analysis of DLTS , 1986 .

[180]  V. A. Gusev,et al.  Isothermal DLTS method using sampling time scanning , 1986 .

[181]  Spectral properties of a differential operator related to the inversion of the finite Laplace transform , 1986 .

[182]  Jun Morimoto,et al.  Spectral Analysis of Deep Level Transient Spectroscopy (SADLTS) , 1987 .

[183]  A. Holzwarth,et al.  State transitions in the green alga scenedesmus obliquus probed by time-resolved chlorophyll fluorescence spectroscopy and global data analysis. , 1987, Biophysical journal.

[184]  S. Naritsuka,et al.  Electron traps in AlGaAs grown by molecular‐beam epitaxy , 1987 .

[185]  P. Claverie,et al.  Analysis of multiexponential functions without a hypothesis as to the number of components , 1987, Nature.

[186]  J. Ledbetter,et al.  Mathematical separation of multi-component exponential signals from the u.v. laser excitation of glycogen phosphorylase b. , 1987, Computers in biology and medicine.

[187]  Yrjö Neuvo,et al.  A New Class of Detail-Preserving Filters for Image Processing , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[188]  K. Roenker,et al.  Refinements in the method of moments for analysis of multiexponential capacitance transients in deep‐level transient spectroscopy , 1987 .

[189]  Patrick Levoir,et al.  Direct analysis of chemical relaxation signals by a method based on the combination of Laplace transform and Padé approximants , 1987, Comput. Chem..

[190]  The human body’s response to glucose and three physical models , 1987 .

[191]  Paul Marshall,et al.  Method for analyzing exponential decays , 1987, Comput. Chem..

[192]  Spectral Analysis of Deep Level Transient Spectroscopy (SADLTS) of DX-centers in AlxGa1-xAs:Sn , 1988 .

[193]  D. Nolte,et al.  Erratum: ‘‘Optimization of the energy resolution of deep level transient spectroscopy’’ [J. Appl. Phys. 62, 900 (1987)] , 1988 .

[194]  R. Kassing,et al.  Deep Level Transient Fourier Spectroscopy (DLTFS)—A technique for the analysis of deep level properties , 1988 .

[195]  P. Munson,et al.  EXPFIT: a program for simultaneous analysis of families of exponential decay curves. , 1988, Computer methods and programs in biomedicine.

[196]  L. Delves,et al.  On the numerical inversion of the Laplace transform , 1988 .

[197]  M. Bertero,et al.  Linear inverse problems with discrete data: II. Stability and regularisation , 1988 .

[198]  S. Akita,et al.  Depletion-Discharge Transient Spectroscopy: Direct Determination of the Density of Deep Emission States in Amorphous Semiconductors , 1988 .

[199]  T. Schlesinger,et al.  Digital deep level transient spectroscopy considered for discrimination of traps closely spaced in emission coefficients in semiconductors , 1988 .

[200]  R. Migneron,et al.  Numerical inversion of Mellin moments and Laplace transforms , 1988 .

[201]  Distribution of Deep Level Parameters in Spectral Analysis of DLTS (SADLTS) , 1988 .

[202]  Spectral Analysis of Deep Level Transient Spectroscopy (SADLTS) of Deep Centers in CdTe Single Crystals , 1988 .

[203]  H. Engl,et al.  Convergence rates for Tikhonov regularisation of non-linear ill-posed problems , 1989 .

[204]  R. Kress Linear Integral Equations , 1989 .

[205]  G. Baldini,et al.  Dynamic light scattering from DNA plasmids: Diffusional internal motion , 1989 .

[206]  J. Morimoto,et al.  Multiexponential Analysis of Deep Level Transient Spectroscopy (C2-MEDLTS) , 1989 .

[207]  Gene H. Golub,et al.  Some History of the Conjugate Gradient and Lanczos Algorithms: 1948-1976 , 1989, SIAM Rev..

[208]  A. Khan,et al.  Application of the divisor method to multiple peak DLTS spectra , 1989 .

[209]  John Skilling,et al.  Maximum Entropy and Bayesian Methods , 1989 .

[210]  A. Khan,et al.  An efficient technique for analyzing deep level transient spectroscopy data , 1989 .

[211]  H. Rasmussen,et al.  Numerical inversion of moments , 1989 .

[212]  Andreas Neubauer,et al.  Tikhonov regularisation for non-linear ill-posed problems: optimal convergence rates and finite-dimensional approximation , 1989 .

[213]  H. Nakashima,et al.  Multiexponential and Spectral Analysis of Carrier Emission Processes from Co-Related Deep Levels in p-Silicon , 1990 .

[214]  Salvatore Patanè,et al.  Error-affected experimental data analysis: application to fitting procedures , 1990 .

[215]  R. Gray Entropy and Information Theory , 1990, Springer New York.

[216]  Error analysis for parameters determined in nonlinear least‐squares fits , 1990 .

[217]  J. Weese,et al.  Tikhonovs regularization method for ill-posed problems , 1990 .

[218]  Per Christian Hansen,et al.  Truncated Singular Value Decomposition Solutions to Discrete Ill-Posed Problems with Ill-Determined Numerical Rank , 1990, SIAM J. Sci. Comput..

[219]  V Sathiaseelan,et al.  Evaluation of an ingestible telemetric temperature sensor for deep hyperthermia applications. , 1991, International journal of radiation oncology, biology, physics.

[220]  I. Bernstein,et al.  Modeling of corrosion fatigue crack initiation under passive electrochemical conditions , 1991 .

[221]  M. Bertero,et al.  Exponential-sampling method for Laplace and other dilationally invariant transforms: II. Examples in photon correlation spectroscopy and Fraunhofer diffraction , 1991 .

[222]  Anthony C. Grove An Introduction to the Laplace Transform and the Z Transform , 1991 .

[223]  L. J. Dowell,et al.  Errors caused by baseline offset and noise in the estimation of exponential lifetimes , 1991 .

[224]  J. Swarte Precision of solutions in nonlinear least-squares model fitting , 1991 .

[225]  Gonzalo R. Arce,et al.  Multistage order statistic filters for image sequence processing , 1991, IEEE Trans. Signal Process..

[226]  Umberto Amato,et al.  Maximum entropy regularization of Fredholm integral equations of the first kind , 1991 .

[227]  On the Analysis of Digital DLTS Data , 1992 .

[228]  J. Weese A reliable and fast method for the solution of Fredhol integral equations of the first kind based on Tikhonov regularization , 1992 .

[229]  Pade–Laplace analysis in the fitting of multi-exponential nuclear magnetic resonance relaxation decay curves , 1992 .

[230]  Per Christian Hansen,et al.  Analysis of Discrete Ill-Posed Problems by Means of the L-Curve , 1992, SIAM Rev..

[231]  Jean Aubard,et al.  Spectral Analysis of Quadrupolar NMR Signals by the Padé-Laplace Method , 1992, Comput. Chem..

[232]  C. W. Wang,et al.  A novel technique of analyzing multiexponential transients for DLTS spectra , 1992 .

[233]  G. Rocchini, Corrosion rate monitoring using the exponential form , 1992 .

[234]  John S. Bowers,et al.  An Assessment of the Padé-Laplace Method for Transient Electric Birefringence Decay Analysis , 1992, Comput. Chem..

[235]  William H. Press,et al.  The Art of Scientific Computing Second Edition , 1998 .

[236]  A. Rohatgi,et al.  A novel computer based pseudo‐logarithmic capacitance/conductance DLTS system specifically designed for transient analysis , 1992 .

[237]  Dobaczewski,et al.  Evidence for substitutional-interstitial defect motion leading to DX behavior by donors in AlxGa1-xAs. , 1992, Physical review letters.

[238]  P. Hansen Numerical tools for analysis and solution of Fredholm integral equations of the first kind , 1992 .

[239]  Otmar Scherzer,et al.  Convergence rates of iterated Tikhonov regularized solutions of nonlinear III — posed problems , 1993 .

[240]  A. Bloa,et al.  FTDLTS: a novel isothermal DLTS method using Fourier transforms , 1993 .

[241]  K. Tittelbach-Helmrich An integration method for the analysis of multiexponential transient signals , 1993 .

[242]  Dianne P. O'Leary,et al.  The Use of the L-Curve in the Regularization of Discrete Ill-Posed Problems , 1993, SIAM J. Sci. Comput..

[243]  Z. Bajzer,et al.  A model for multiexponential tryptophan fluorescence intensity decay in proteins. , 1993, Biophysical journal.

[244]  L. Harmatha,et al.  Determination of deep-level parameters by isothermal deep-level transient spectroscopy with optical excitation , 1993 .

[245]  J. Weese A regularization method for nonlinear ill-posed problems , 1993 .

[246]  Inverse problem for the nonexponential deep level transient spectroscopy analysis in semiconductor materials with strong disorder : theoretical and computational aspects , 1993 .

[247]  K. Kunisch,et al.  Convergence of Tikhonov regularization for constrained ill-posed inverse problems , 1994 .

[248]  A. Rohatgi,et al.  A new figure of merit and methodology for quantitatively determining defect resolution capabilities in deep level transient spectroscopy analysis , 1994 .

[249]  Deep Impurity Centers in CdS Single Crystals Studied by Spectral Analysis of Deep Level Transient Spectroscopy , 1994 .

[250]  Fast Maximum Entropy Algorithm For Ill-Posed Problems , 1994 .

[251]  A. Peaker,et al.  Laplace transform deep‐level transient spectroscopic studies of defects in semiconductors , 1994 .

[252]  A. Rohatgi,et al.  Comparison of covariance linear predictive modeling to the modulation function method for use in deep level transient spectroscopy , 1994 .

[253]  A. Szabo,et al.  Probing alpha-helical secondary structure at a specific site in model peptides via restriction of tryptophan side-chain rotamer conformation. , 1994, Biophysical journal.

[254]  S. D. Böhmig,et al.  Enhancement of STM images and estimation of atomic positions based on maximum entropy deconvolution , 1994 .

[255]  Mario Bertero,et al.  Regularization methods in image restoration: An application to HST images , 1995, Int. J. Imaging Syst. Technol..

[256]  A C Kokaram,et al.  Restoration of images from the scanning-tunneling microscope. , 1995, Applied optics.

[257]  Henryk Gzyl,et al.  The Method of Maximum Entropy , 1995, Series on Advances in Mathematics for Applied Sciences.

[258]  M. Missous,et al.  Structure of the DX state formed by donors in (Al,Ga)As and Ga(As,P) , 1995 .

[259]  M. Iqbal On a numerical technique regarding inversion of the Laplace transform , 1995 .

[260]  D. Batovski,et al.  TWO-DIMENSIONAL APPROACH FOR SOLVING THE INVERSE PROBLEM FOR DEEP LEVEL TRANSIENT SPECTROSCOPY , 1995 .

[261]  M. Iqbal,et al.  On comparison of spline regularization with exponential sampling method for Laplace transform inversion , 1995 .

[262]  J. Weese,et al.  High resolution method for the analysis of admittance spectroscopy data , 1995 .

[263]  Deep Electron Traps in CdTe:In Films Grown by Molecular Beam Epitaxy , 1995 .

[264]  Midori Watanabe,et al.  Power Spectral Densities of Temporal Variations of Blood Pressures , 1996 .

[265]  P. Steinbach Two-dimensional distributions of activation enthalpy and entropy from kinetics by the maximum entropy method. , 1996, Biophysical journal.

[266]  Mario Bertero,et al.  Regularized deconvolution of multiple images of the same object , 1996 .

[267]  S. Kennedy,et al.  Detection of Cl- binding to band 3 by double-quantum-filtered 35Cl nuclear magnetic resonance. , 1996, Biophysical journal.

[268]  V. Apanasovich,et al.  The method of fluorescence decays simultaneous analysis , 1996 .

[269]  Martin Hanke,et al.  A General Heuristic for Choosing the Regularization Parameter in Ill-Posed Problems , 1996, SIAM J. Sci. Comput..

[270]  Kenneth T. V. Grattan,et al.  Prony’s method for exponential lifetime estimations in fluorescence‐based thermometers , 1996 .

[271]  L. Bulhões,et al.  Experimental and simulated transmittance versus potential curves for poly(o-methoxyaniline) films , 1996 .

[272]  Robert S. Anderssen,et al.  Non-negative differentially constrained entropy-like regularization , 1996 .

[273]  Hiroyuki Abe,et al.  Subcritical Crack Growth in Silica Optical Fibers in Wide Range of Crack Velocities , 1996 .

[274]  Teresa Reginska,et al.  A Regularization Parameter in Discrete Ill-Posed Problems , 1996, SIAM J. Sci. Comput..

[275]  K. Vanselow,et al.  Measurement of water flow velocity by analysis of short temperature steps , 1996 .

[276]  Rainer Erdmann,et al.  Fast fitting of multi-exponential decay curves , 1997 .

[277]  On the inversion of the Laplace transform by the use of a regularized displacement operator , 1997 .

[278]  Qinian Jin,et al.  On the choice of the regularization parameter for ordinary and iterated Tikhonov regularization of nonlinear ill-posed problems , 1997 .

[279]  Kenneth T. V. Grattan,et al.  Analysis of double exponential fluorescence decay behavior for optical temperature sensing , 1997 .

[280]  P. Yager,et al.  Diffusion-based extraction in a microfabricated device , 1997 .

[281]  A. A. Istratov New correlation procedure for the improvement of resolution of deep level transient spectroscopy of semiconductors , 1997 .

[282]  A. A. Istratov The resolution limit of traditional correlation functions for deep level transient spectroscopy , 1997 .

[283]  Man -Cheol Kim,et al.  Determination of the natural frequencies and mode shapes for large structures by accelerated Newton-Raphson method , 1997 .

[284]  S. F. Langer Efficient exponential regression with exact fiducial limits to fit cardiac pressure data. , 1997, Computer methods and programs in biomedicine.

[285]  Allan Pinkus,et al.  Fourier Series and Integral Transforms: Fourier Series , 1997 .

[286]  Andres F. Oberhauser,et al.  The molecular elasticity of the extracellular matrix protein tenascin , 1998, Nature.

[287]  S. Saddow,et al.  Application of the singular valve decomposition-Prony method for analyzing deep-level transient spectroscopy capacitance transients , 1998 .

[288]  Kenneth T. V. Grattan,et al.  Quasidistributed fluorescence-based optical fiber temperature sensor system , 1998 .

[289]  A Comerón,et al.  Assessment of lidar inversion errors for homogeneous atmospheres. , 1998, Applied optics.

[290]  M. Deen,et al.  Averaging and recording of digital deep-level transient spectroscopy transient signals , 1998 .

[291]  Two-exponential correlation functions near the critical point of a micellar system , 1998 .

[292]  O. Vyvenko,et al.  Critical analysis of weighting functions for the deep level transient spectroscopy of semiconductors , 1998 .

[293]  A. Al-Shuaibi,et al.  THE RIEMANN ZETA FUNCTION USED IN THE INVERSION OF THE LAPLACE TRANSFORM , 1998 .