Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia)
Statistical analyses of calcimetric data from boreholes BV-1 (north of PodpeČ) and BV-2 (south of ^rna vas) on Ljubljansko barje in central Slovenia are given. The original data are represented as unevenly spaced time series that are translated into evenly spaced time series. To calculate the interp...
Main Author: | |
---|---|
Format: | Article |
Language: | English |
Published: |
Geological Survey of Slovenia
2009-12-01
|
Series: | Geologija |
Subjects: | |
Online Access: | http://www.geologija-revija.si/dokument.aspx?id=1062 |
_version_ | 1797945433290440704 |
---|---|
author | Mihael Brenčič |
author_facet | Mihael Brenčič |
author_sort | Mihael Brenčič |
collection | DOAJ |
description | Statistical analyses of calcimetric data from boreholes BV-1 (north of PodpeČ) and BV-2 (south of ^rna vas) on Ljubljansko barje in central Slovenia are given. The original data are represented as unevenly spaced time series that are translated into evenly spaced time series. To calculate the interpolation weighted influence function,amodel based on the power correlated influence is defined.Parameters electionisper formed basedon the maximum entropy principle. In the reconstructed time series, autocorrelation and Fourier power spectrum analyses are performed. In both time series, a transition from white noise to red noise was detected. Such behaviour can be describedby a Lorentz process. Red noise is the result of a stochastic process with long-term memory. This effect can be seen predominantly in the autocorrelation function of borehole BV-1. In the calcimetric time series of borehole BV-2, periodicity with a period between 10.0 m and 12.5 m was also detected. We suppose that this period reflects climatic fluctuations during the Quaternary Period. |
first_indexed | 2024-04-10T20:55:02Z |
format | Article |
id | doaj.art-e1389ca169f248b6a3f80bccceb502e4 |
institution | Directory Open Access Journal |
issn | 0016-7789 1854-620X |
language | English |
last_indexed | 2024-04-10T20:55:02Z |
publishDate | 2009-12-01 |
publisher | Geological Survey of Slovenia |
record_format | Article |
series | Geologija |
spelling | doaj.art-e1389ca169f248b6a3f80bccceb502e42023-01-23T08:10:13ZengGeological Survey of SloveniaGeologija0016-77891854-620X2009-12-01522165174Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia)Mihael BrenčičStatistical analyses of calcimetric data from boreholes BV-1 (north of PodpeČ) and BV-2 (south of ^rna vas) on Ljubljansko barje in central Slovenia are given. The original data are represented as unevenly spaced time series that are translated into evenly spaced time series. To calculate the interpolation weighted influence function,amodel based on the power correlated influence is defined.Parameters electionisper formed basedon the maximum entropy principle. In the reconstructed time series, autocorrelation and Fourier power spectrum analyses are performed. In both time series, a transition from white noise to red noise was detected. Such behaviour can be describedby a Lorentz process. Red noise is the result of a stochastic process with long-term memory. This effect can be seen predominantly in the autocorrelation function of borehole BV-1. In the calcimetric time series of borehole BV-2, periodicity with a period between 10.0 m and 12.5 m was also detected. We suppose that this period reflects climatic fluctuations during the Quaternary Period.http://www.geologija-revija.si/dokument.aspx?id=1062unevenly spaced time seriesinterpolationweighted influencefunctionautocorrelationpower spectrumtrum maximum entropycalcimetrysedimentationQuaternaryLjubljansko barjeSlovenia |
spellingShingle | Mihael Brenčič Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) Geologija unevenly spaced time series interpolation weighted influencefunction autocorrelation power spectrum trum maximum entropy calcimetry sedimentation Quaternary Ljubljansko barje Slovenia |
title | Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) |
title_full | Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) |
title_fullStr | Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) |
title_full_unstemmed | Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) |
title_short | Unevenly spaced time series analysis: Case study using calcimetry data from BV-1 and BV-2 boreholesin Ljubljansko barje (central Slovenia) |
title_sort | unevenly spaced time series analysis case study using calcimetry data from bv 1 and bv 2 boreholesin ljubljansko barje central slovenia |
topic | unevenly spaced time series interpolation weighted influencefunction autocorrelation power spectrum trum maximum entropy calcimetry sedimentation Quaternary Ljubljansko barje Slovenia |
url | http://www.geologija-revija.si/dokument.aspx?id=1062 |
work_keys_str_mv | AT mihaelbrencic unevenlyspacedtimeseriesanalysiscasestudyusingcalcimetrydatafrombv1andbv2boreholesinljubljanskobarjecentralslovenia |