OPTIMAL PIECEWISE REGRESSION-ANALYSIS AND ITS APPLICATION TO GEOMAGNETIC TIME-SERIES

被引:9
作者
STEWART, DN [1 ]
WHALER, KA [1 ]
机构
[1] UNIV CALIF SAN DIEGO,SCRIPPS INST OCEANOG,INST GEOPHYS & PLANETARY PHYS,LA JOLLA,CA 92093
关键词
GEOMAGNETIC; IMPULSE; OPTIMAL; REGRESSION;
D O I
10.1111/j.1365-246X.1995.tb06433.x
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The geomagnetic secular variation of declination at many observatories in Europe is approximately two straight lines, with a sudden and marked change in slope at around 1969, Different components of the field at other observatories show a similar change at around the same time, and there are suggestions of the same phenomenon, commonly referred to as a geomagnetic impulse, having occurred at other epochs. Modelling of geomagnetic observatory records has usually assumed that an impulse occurred, and specified its date, making the analysis somewhat subjective. Here we present a new algorithm, using regression, which tests the hypothesis of quadratic time dependence of the field over all possible time intervals, ranking them such that the data series are modelled by the fewest such quadratics (i.e. the smallest number of parameters) that provide an adequate fit to the data. In this way, the dates of any impulses are determined objectively, rather than imposed a priori, and the adequacy of quadratic time dependence is assessed, The method is tested on synthetic data, and then applied to a total of 5766 vector annual means of geomagnetic data from 119 observatories.
引用
收藏
页码:710 / 724
页数:15
相关论文
共 19 条
  • [1] A DISCUSSION OF IMPULSES AND JERKS IN THE GEOMAGNETIC-FIELD
    ALLDREDGE, LR
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH, 1984, 89 (NB6): : 4403 - 4412
  • [2] [Anonymous], 2005, USERS GUIDE PRINCIPA
  • [3] COMPARING THE JERK WITH OTHER GLOBAL-MODELS OF THE GEOMAGNETIC-FIELD FROM 1960 TO 1978
    BACKUS, GE
    ESTES, RH
    CHINN, D
    LANGEL, RA
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH AND PLANETS, 1987, 92 (B5): : 3615 - 3622
  • [4] BACKUS GE, 1983, GEOPHYS J ROY ASTR S, V74, P713
  • [5] GEOMAGNETIC-FIELD MODELING INCORPORATING CONSTRAINTS FROM FROZEN-FLUX ELECTROMAGNETISM
    BENTON, ER
    ESTES, RH
    LANGEL, RA
    [J]. PHYSICS OF THE EARTH AND PLANETARY INTERIORS, 1987, 48 (3-4) : 241 - 264
  • [6] GEOMAGNETIC SECULAR VARIATION
    BLOXHAM, J
    GUBBINS, D
    JACKSON, A
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1989, 329 (1606): : 415 - 502
  • [7] COURTILLOT V, 1978, CR ACAD SCI D NAT, V287, P1095
  • [8] HALD A, 1952, STATISTICAL THEORY E
  • [9] KENDALL MG, 1961, ADV THEORY STATISTIC, V2
  • [10] LINEAR AND PLANAR STRUCTURE IN ORDERED MULTIVARIATE DATA AS APPLIED TO PROGRESSIVE DEMAGNETIZATION OF PALEOMAGNETIC REMANENCE
    KENT, JT
    BRIDEN, JC
    MARDIA, KV
    [J]. GEOPHYSICAL JOURNAL OF THE ROYAL ASTRONOMICAL SOCIETY, 1983, 75 (03): : 593 - 621