Analysis and synthesis of East Himalayan earthquakes using a hybrid wavelet synchrosqueezed transform
The work presented in paper is focussed on the development of an accurate time-frequency representation of accelerograms, representing the seismic activity of the Himalayalan regions. The Himalayas have a long history of high levels of seismicity due to the movement of tectonic plates in the region....
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Veröffentlicht in: | Arabian journal of geosciences 2023, Vol.16 (12), Article 637 |
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description | The work presented in paper is focussed on the development of an accurate time-frequency representation of accelerograms, representing the seismic activity of the Himalayalan regions. The Himalayas have a long history of high levels of seismicity due to the movement of tectonic plates in the region. The effectiveness of the advanced time-frequency analysis (TFA) method known as Wavelet Synchro-Squeezed Transforms (WSST) has been exploited for processing accelerograms of the regions. Obtaining simultaneous time and frequency localizations with high levels of resolution is always challenging for non-stationary signals such as accelerograms. To have better time and frequency localization, the first part of the paper proposes an advanced TFA technique using WSST. The second part of work is then focused on devising a technique for accurate synthesis of the accelerograms to represent the actual and limited seismic records. A WSST based denoising is further proposed to remove the unwanted noise from the signals. Using the available actual recorded data from the region, respective synthetic accelerograms and response spectra have been developed for different magnitude and distance ranges using the WSST technique. The synthetic signals are then authenticated with the actual signal data using different Joint-TFA (JTFA) approaches. The effectiveness of the proposed WSST based synthesis method is further confirmed by higher structural similarity metric (SSIM) scores when compared with the time-frequency representations of the reference ground truth accelerograms. |
doi_str_mv | 10.1007/s12517-023-11673-x |
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The Himalayas have a long history of high levels of seismicity due to the movement of tectonic plates in the region. The effectiveness of the advanced time-frequency analysis (TFA) method known as Wavelet Synchro-Squeezed Transforms (WSST) has been exploited for processing accelerograms of the regions. Obtaining simultaneous time and frequency localizations with high levels of resolution is always challenging for non-stationary signals such as accelerograms. To have better time and frequency localization, the first part of the paper proposes an advanced TFA technique using WSST. The second part of work is then focused on devising a technique for accurate synthesis of the accelerograms to represent the actual and limited seismic records. A WSST based denoising is further proposed to remove the unwanted noise from the signals. Using the available actual recorded data from the region, respective synthetic accelerograms and response spectra have been developed for different magnitude and distance ranges using the WSST technique. The synthetic signals are then authenticated with the actual signal data using different Joint-TFA (JTFA) approaches. The effectiveness of the proposed WSST based synthesis method is further confirmed by higher structural similarity metric (SSIM) scores when compared with the time-frequency representations of the reference ground truth accelerograms.</description><identifier>ISSN: 1866-7511</identifier><identifier>EISSN: 1866-7538</identifier><identifier>DOI: 10.1007/s12517-023-11673-x</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Earth and Environmental Science ; Earth science ; Earth Sciences ; Earthquake accelerograms ; Earthquakes ; Effectiveness ; Frequency analysis ; Frequency dependence ; Localization ; Original Paper ; Plate tectonics ; Plates (tectonics) ; Representations ; Response spectra ; Seismic activity ; Seismicity ; Seismograms ; Synthesis ; Time-frequency analysis</subject><ispartof>Arabian journal of geosciences, 2023, Vol.16 (12), Article 637</ispartof><rights>Saudi Society for Geosciences and Springer Nature Switzerland AG 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c115x-46d8d9ba5a33283055664d36596cc5dde5ce059f3e2f4ef0b1a3d8ab1821f2a73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s12517-023-11673-x$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s12517-023-11673-x$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids></links><search><creatorcontrib>Krishnan, Adarsh</creatorcontrib><creatorcontrib>Ramabhadran, Ramkrishnan</creatorcontrib><creatorcontrib>Divakaran, Govind</creatorcontrib><creatorcontrib>Muraleedharan, Kavya</creatorcontrib><title>Analysis and synthesis of East Himalayan earthquakes using a hybrid wavelet synchrosqueezed transform</title><title>Arabian journal of geosciences</title><addtitle>Arab J Geosci</addtitle><description>The work presented in paper is focussed on the development of an accurate time-frequency representation of accelerograms, representing the seismic activity of the Himalayalan regions. The Himalayas have a long history of high levels of seismicity due to the movement of tectonic plates in the region. The effectiveness of the advanced time-frequency analysis (TFA) method known as Wavelet Synchro-Squeezed Transforms (WSST) has been exploited for processing accelerograms of the regions. Obtaining simultaneous time and frequency localizations with high levels of resolution is always challenging for non-stationary signals such as accelerograms. To have better time and frequency localization, the first part of the paper proposes an advanced TFA technique using WSST. The second part of work is then focused on devising a technique for accurate synthesis of the accelerograms to represent the actual and limited seismic records. A WSST based denoising is further proposed to remove the unwanted noise from the signals. Using the available actual recorded data from the region, respective synthetic accelerograms and response spectra have been developed for different magnitude and distance ranges using the WSST technique. The synthetic signals are then authenticated with the actual signal data using different Joint-TFA (JTFA) approaches. The effectiveness of the proposed WSST based synthesis method is further confirmed by higher structural similarity metric (SSIM) scores when compared with the time-frequency representations of the reference ground truth accelerograms.</description><subject>Earth and Environmental Science</subject><subject>Earth science</subject><subject>Earth Sciences</subject><subject>Earthquake accelerograms</subject><subject>Earthquakes</subject><subject>Effectiveness</subject><subject>Frequency analysis</subject><subject>Frequency dependence</subject><subject>Localization</subject><subject>Original Paper</subject><subject>Plate tectonics</subject><subject>Plates (tectonics)</subject><subject>Representations</subject><subject>Response spectra</subject><subject>Seismic activity</subject><subject>Seismicity</subject><subject>Seismograms</subject><subject>Synthesis</subject><subject>Time-frequency analysis</subject><issn>1866-7511</issn><issn>1866-7538</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp9kEtPwzAQhC0EEuXxBzhZ4hzwo3acY1UVilSJC5ytTWw3KWnS2gk0_HpcguDGaXelmdHOh9ANJXeUkPQ-UCZomhDGE0plypPDCZpQJWWSCq5Of3dKz9FFCBtCpCKpmiA7a6AeQhUwNAaHoelKe7xahxcQOrystlDDAA224Lty38ObDbgPVbPGgMsh95XBH_Bua9sd7UXp27Dvrf20BncemuBav71CZw7qYK9_5iV6fVi8zJfJ6vnxaT5bJQWl4pBMpVEmy0EA50xxIoSUU8OlyGRRCGOsKCwRmeOWual1JKfAjYKcKkYdg5Rfotsxd-fb-ETo9KbtfWwYNFORACcZ4VHFRlURfw3eOr3zsaYfNCX6iFOPOHXEqb9x6kM08dEUorhZW_8X_Y_rCzf-etI</recordid><startdate>2023</startdate><enddate>2023</enddate><creator>Krishnan, Adarsh</creator><creator>Ramabhadran, Ramkrishnan</creator><creator>Divakaran, Govind</creator><creator>Muraleedharan, Kavya</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7UA</scope><scope>C1K</scope><scope>F1W</scope><scope>H96</scope><scope>L.G</scope></search><sort><creationdate>2023</creationdate><title>Analysis and synthesis of East Himalayan earthquakes using a hybrid wavelet synchrosqueezed transform</title><author>Krishnan, Adarsh ; Ramabhadran, Ramkrishnan ; Divakaran, Govind ; Muraleedharan, Kavya</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c115x-46d8d9ba5a33283055664d36596cc5dde5ce059f3e2f4ef0b1a3d8ab1821f2a73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Earth and Environmental Science</topic><topic>Earth science</topic><topic>Earth Sciences</topic><topic>Earthquake accelerograms</topic><topic>Earthquakes</topic><topic>Effectiveness</topic><topic>Frequency analysis</topic><topic>Frequency dependence</topic><topic>Localization</topic><topic>Original Paper</topic><topic>Plate tectonics</topic><topic>Plates (tectonics)</topic><topic>Representations</topic><topic>Response spectra</topic><topic>Seismic activity</topic><topic>Seismicity</topic><topic>Seismograms</topic><topic>Synthesis</topic><topic>Time-frequency analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Krishnan, Adarsh</creatorcontrib><creatorcontrib>Ramabhadran, Ramkrishnan</creatorcontrib><creatorcontrib>Divakaran, Govind</creatorcontrib><creatorcontrib>Muraleedharan, Kavya</creatorcontrib><collection>CrossRef</collection><collection>Water Resources Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><jtitle>Arabian journal of geosciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Krishnan, Adarsh</au><au>Ramabhadran, Ramkrishnan</au><au>Divakaran, Govind</au><au>Muraleedharan, Kavya</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Analysis and synthesis of East Himalayan earthquakes using a hybrid wavelet synchrosqueezed transform</atitle><jtitle>Arabian journal of geosciences</jtitle><stitle>Arab J Geosci</stitle><date>2023</date><risdate>2023</risdate><volume>16</volume><issue>12</issue><artnum>637</artnum><issn>1866-7511</issn><eissn>1866-7538</eissn><abstract>The work presented in paper is focussed on the development of an accurate time-frequency representation of accelerograms, representing the seismic activity of the Himalayalan regions. The Himalayas have a long history of high levels of seismicity due to the movement of tectonic plates in the region. The effectiveness of the advanced time-frequency analysis (TFA) method known as Wavelet Synchro-Squeezed Transforms (WSST) has been exploited for processing accelerograms of the regions. Obtaining simultaneous time and frequency localizations with high levels of resolution is always challenging for non-stationary signals such as accelerograms. To have better time and frequency localization, the first part of the paper proposes an advanced TFA technique using WSST. The second part of work is then focused on devising a technique for accurate synthesis of the accelerograms to represent the actual and limited seismic records. A WSST based denoising is further proposed to remove the unwanted noise from the signals. Using the available actual recorded data from the region, respective synthetic accelerograms and response spectra have been developed for different magnitude and distance ranges using the WSST technique. The synthetic signals are then authenticated with the actual signal data using different Joint-TFA (JTFA) approaches. The effectiveness of the proposed WSST based synthesis method is further confirmed by higher structural similarity metric (SSIM) scores when compared with the time-frequency representations of the reference ground truth accelerograms.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><doi>10.1007/s12517-023-11673-x</doi></addata></record> |
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subjects | Earth and Environmental Science Earth science Earth Sciences Earthquake accelerograms Earthquakes Effectiveness Frequency analysis Frequency dependence Localization Original Paper Plate tectonics Plates (tectonics) Representations Response spectra Seismic activity Seismicity Seismograms Synthesis Time-frequency analysis |
title | Analysis and synthesis of East Himalayan earthquakes using a hybrid wavelet synchrosqueezed transform |
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