The Asymptotic Distribution of the Range and Other Functions of Partial Sums of Stationary Processes

Let ℰn, n = 1, 2, ⋯ , be the net input in a reservoir during the nth period of time, and set S0 = 0, Sn = ℰ1 + … + ℰ n, = 1, 2, ⋯ . Many quantities of interest, such as range, first-passage times, and duration of deficit period, are functions of the partial sums Sn. In this paper it is pointed out that the functional central limit theorem, which has been previously used to obtain asymptotic results for independent and identically distributed ℰn, can be applied to a class of stationary sequences as well. To this class belong m-dependent, Markov, autoregressive, and autoregressive-moving average types of stationary processes.

[1]  ON THE MOMENTS OF THE MAXIMUM OF PARTIAL SUMS OF A FINITE NUMBER OF INDEPENDENT NORMAL VARIATES , 1956 .

[2]  E. H. Lloyd Stochastic Reservoir Theory , 1967 .

[3]  J. R. Wallis,et al.  Some long‐run properties of geophysical records , 1969 .

[4]  J. Doob Heuristic Approach to the Kolmogorov-Smirnov Theorems , 1949 .

[5]  E. H. Lloyd,et al.  The expected value of the adjusted rescaled Hurst range of independent normal summands , 1976 .

[6]  J. Doob Stochastic processes , 1953 .

[7]  ON THE RANGE OF PARTIAL SUMS OF A FINITE NUMBER OF INDEPENDENT NORMAL VARIATES , 1953 .

[8]  W. Feller The Asymptotic Distribution of the Range of Sums of Independent Random Variables , 1951 .

[9]  J. R. Wallis,et al.  Small Sample Properties of H and K—Estimators of the Hurst Coefficient h , 1970 .

[10]  P. Billingsley,et al.  Convergence of Probability Measures , 1970, The Mathematical Gazette.

[11]  U. Grenander,et al.  Statistical analysis of stationary time series , 1957 .

[12]  H. E. Hurst,et al.  Long-Term Storage Capacity of Reservoirs , 1951 .

[13]  J. R. Wallis,et al.  Computer Experiments With Fractional Gaussian Noises: Part 1, Averages and Variances , 1969 .

[14]  I. Ibragimov,et al.  Some Limit Theorems for Stationary Processes , 1962 .

[15]  J. R. Wallis,et al.  Noah, Joseph, and Operational Hydrology , 1968 .

[16]  THE MEAN AND VARIANCE OF THE MAXIMUM OF THE ADJUSTED PARTIAL SUMS OF A FINITE NUMBER OF INDEPENDENT NORMAL VARIATES , 1957 .