Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)

The seismic network set up in the Hyblean Plateau (Southeastern Sicily) in the framework of the POSEIDON project is aimed at the seismic surveillance of the zone, and in particular the identification of faults with enhanced activity. The seismic activity as inferred from the records of the years 199...

Full description

Bibliographic Details
Main Authors: G. Di Grazia, L. Scarfì, H. Langer, A. Ursino, S. Gresta
Format: Article
Language:English
Published: Istituto Nazionale di Geofisica e Vulcanologia (INGV) 2001-06-01
Series:Annals of Geophysics
Subjects:
Online Access:http://www.annalsofgeophysics.eu/index.php/annals/article/view/3569
_version_ 1818564919603232768
author G. Di Grazia
L. Scarfì
H. Langer
A. Ursino
S. Gresta
author_facet G. Di Grazia
L. Scarfì
H. Langer
A. Ursino
S. Gresta
author_sort G. Di Grazia
collection DOAJ
description The seismic network set up in the Hyblean Plateau (Southeastern Sicily) in the framework of the POSEIDON project is aimed at the seismic surveillance of the zone, and in particular the identification of faults with enhanced activity. The seismic activity as inferred from the records of the years 1994-1998 showed an apparent concentration of events in the zone between Augusta and Syracuse where important petrochemical facilities are present, with a resulting elevated secondary seismic risk. However, the heterogeneity in the distribution of events with respect to the time of day made us suspect that these seismicity maps are severely biased by artificial events, such as quarry explosions. We distinguished between tectonic earthquakes and quarry blasts by the inspection of waveforms of certain key stations, and by spectral analysis. As a general rule we found that the local tectonic microearthquakes are richer in high frequencies than the quarry blasts. All events which were identified as quarry blasts occurred during the daytime between 08:00 a.m. and 03:00 p.m. GMT and on weekdays from Monday to Friday. The aforementioned concentration of seismicity between Augusta and Syracuse disappeared when filtering out these events. Automatic discrimination was carried out in a straightforward way using Artificial Neural Networks (ANN) in a supervised classification. The application of the ANN to various test data sets gave a success of about 95%. This showed that our results obtained with a visual discrimination are mathematically reproducible and not arbitrary.
first_indexed 2024-12-14T01:34:43Z
format Article
id doaj.art-823db0f40c0c4752a48b3e3b34123836
institution Directory Open Access Journal
issn 1593-5213
2037-416X
language English
last_indexed 2024-12-14T01:34:43Z
publishDate 2001-06-01
publisher Istituto Nazionale di Geofisica e Vulcanologia (INGV)
record_format Article
series Annals of Geophysics
spelling doaj.art-823db0f40c0c4752a48b3e3b341238362022-12-21T23:21:55ZengIstituto Nazionale di Geofisica e Vulcanologia (INGV)Annals of Geophysics1593-52132037-416X2001-06-0144410.4401/ag-3569Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)G. Di GraziaL. ScarfìH. LangerA. UrsinoS. GrestaThe seismic network set up in the Hyblean Plateau (Southeastern Sicily) in the framework of the POSEIDON project is aimed at the seismic surveillance of the zone, and in particular the identification of faults with enhanced activity. The seismic activity as inferred from the records of the years 1994-1998 showed an apparent concentration of events in the zone between Augusta and Syracuse where important petrochemical facilities are present, with a resulting elevated secondary seismic risk. However, the heterogeneity in the distribution of events with respect to the time of day made us suspect that these seismicity maps are severely biased by artificial events, such as quarry explosions. We distinguished between tectonic earthquakes and quarry blasts by the inspection of waveforms of certain key stations, and by spectral analysis. As a general rule we found that the local tectonic microearthquakes are richer in high frequencies than the quarry blasts. All events which were identified as quarry blasts occurred during the daytime between 08:00 a.m. and 03:00 p.m. GMT and on weekdays from Monday to Friday. The aforementioned concentration of seismicity between Augusta and Syracuse disappeared when filtering out these events. Automatic discrimination was carried out in a straightforward way using Artificial Neural Networks (ANN) in a supervised classification. The application of the ANN to various test data sets gave a success of about 95%. This showed that our results obtained with a visual discrimination are mathematically reproducible and not arbitrary.http://www.annalsofgeophysics.eu/index.php/annals/article/view/3569Hyblean plateauquarry blaststectonic microearthquakesdiscriminationsartificial neural network
spellingShingle G. Di Grazia
L. Scarfì
H. Langer
A. Ursino
S. Gresta
Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
Annals of Geophysics
Hyblean plateau
quarry blasts
tectonic microearthquakes
discriminations
artificial neural network
title Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
title_full Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
title_fullStr Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
title_full_unstemmed Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
title_short Discrimination of quarry blasts from tectonic microearthquakes in the Hyblean Plateau (Southeastern Sicily)
title_sort discrimination of quarry blasts from tectonic microearthquakes in the hyblean plateau southeastern sicily
topic Hyblean plateau
quarry blasts
tectonic microearthquakes
discriminations
artificial neural network
url http://www.annalsofgeophysics.eu/index.php/annals/article/view/3569
work_keys_str_mv AT gdigrazia discriminationofquarryblastsfromtectonicmicroearthquakesinthehybleanplateausoutheasternsicily
AT lscarfi discriminationofquarryblastsfromtectonicmicroearthquakesinthehybleanplateausoutheasternsicily
AT hlanger discriminationofquarryblastsfromtectonicmicroearthquakesinthehybleanplateausoutheasternsicily
AT aursino discriminationofquarryblastsfromtectonicmicroearthquakesinthehybleanplateausoutheasternsicily
AT sgresta discriminationofquarryblastsfromtectonicmicroearthquakesinthehybleanplateausoutheasternsicily