One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships

The scaling of displacement as a function of length is important for a variety of applications which depend on the mechanical and hydraulic properties of faults and fractures. Recently it has been suggested that the power-law exponent nu which has been found to characterise this relationship may cha...

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Main Authors: Main, IG, Leonard, T, Papasouliotis, O, Hatton, CG, Meredith, PG
Format: Article in Journal/Newspaper
Language:English
Published: AMER GEOPHYSICAL UNION 1999
Subjects:
Online Access:https://discovery.ucl.ac.uk/id/eprint/125624/1/1999GL005372.pdf
https://discovery.ucl.ac.uk/id/eprint/125624/
id ftucl:oai:eprints.ucl.ac.uk.OAI2:125624
record_format openpolar
spelling ftucl:oai:eprints.ucl.ac.uk.OAI2:125624 2023-12-24T10:17:53+01:00 One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships Main, IG Leonard, T Papasouliotis, O Hatton, CG Meredith, PG 1999-09-15 application/pdf https://discovery.ucl.ac.uk/id/eprint/125624/1/1999GL005372.pdf https://discovery.ucl.ac.uk/id/eprint/125624/ eng eng AMER GEOPHYSICAL UNION https://discovery.ucl.ac.uk/id/eprint/125624/1/1999GL005372.pdf https://discovery.ucl.ac.uk/id/eprint/125624/ open Geophysical Research Letters , 26 (18) 2801 - 2804. (1999) Length Article 1999 ftucl 2023-11-27T13:07:31Z The scaling of displacement as a function of length is important for a variety of applications which depend on the mechanical and hydraulic properties of faults and fractures. Recently it has been suggested that the power-law exponent nu which has been found to characterise this relationship may change significantly at a characteristic length for a variety of reasons, for example when cracks begin to interact, or when faults grow to a length comparable to a characteristic size in the brittle layer. Such a break of slope requires a second straight line, requiring two extra model parameters. Here we present a new method for analysing such data, which penalises the extra parameters using a modified form of Schwarz's Information Criterion, and a Bayesian approach which represents uncertainty in the unknown parameters. We apply the method to data from the Krafla fissure zone in the north of Iceland, and find a significant break of slope, from nu approximate to 3/2 to nu approximate to 2/3, at a characteristic length of 12 m. Article in Journal/Newspaper Iceland University College London: UCL Discovery Krafla ENVELOPE(-16.747,-16.747,65.713,65.713)
institution Open Polar
collection University College London: UCL Discovery
op_collection_id ftucl
language English
topic Length
spellingShingle Length
Main, IG
Leonard, T
Papasouliotis, O
Hatton, CG
Meredith, PG
One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
topic_facet Length
description The scaling of displacement as a function of length is important for a variety of applications which depend on the mechanical and hydraulic properties of faults and fractures. Recently it has been suggested that the power-law exponent nu which has been found to characterise this relationship may change significantly at a characteristic length for a variety of reasons, for example when cracks begin to interact, or when faults grow to a length comparable to a characteristic size in the brittle layer. Such a break of slope requires a second straight line, requiring two extra model parameters. Here we present a new method for analysing such data, which penalises the extra parameters using a modified form of Schwarz's Information Criterion, and a Bayesian approach which represents uncertainty in the unknown parameters. We apply the method to data from the Krafla fissure zone in the north of Iceland, and find a significant break of slope, from nu approximate to 3/2 to nu approximate to 2/3, at a characteristic length of 12 m.
format Article in Journal/Newspaper
author Main, IG
Leonard, T
Papasouliotis, O
Hatton, CG
Meredith, PG
author_facet Main, IG
Leonard, T
Papasouliotis, O
Hatton, CG
Meredith, PG
author_sort Main, IG
title One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
title_short One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
title_full One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
title_fullStr One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
title_full_unstemmed One slope or two? Detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
title_sort one slope or two? detecting statistically significant breaks of slope in geophysical data, with application to fracture scaling relationships
publisher AMER GEOPHYSICAL UNION
publishDate 1999
url https://discovery.ucl.ac.uk/id/eprint/125624/1/1999GL005372.pdf
https://discovery.ucl.ac.uk/id/eprint/125624/
long_lat ENVELOPE(-16.747,-16.747,65.713,65.713)
geographic Krafla
geographic_facet Krafla
genre Iceland
genre_facet Iceland
op_source Geophysical Research Letters , 26 (18) 2801 - 2804. (1999)
op_relation https://discovery.ucl.ac.uk/id/eprint/125624/1/1999GL005372.pdf
https://discovery.ucl.ac.uk/id/eprint/125624/
op_rights open
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