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Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods

Year 2024, Volume: 28 Issue: 4, 884 - 898
https://doi.org/10.16984/saufenbilder.1351756

Abstract

Cyprus is an island country located in the eastern Mediterranean, to the south of Türkiye and the western of Syria and Lebanon, and is a popular tourist destination. Due to being surrounded by seas on all four sides, meticulous planning of rescue, assistance, and evacuation plans is necessary in the face of disasters such as earthquakes and tsunamis. Tectonically, the southern part of the island is controlled by the Cyprus Arc, while the northern part is dominated by the Kyrenia Range. The demand for raw materials for construction and industry is met through controlled quarry blasting operations carried out by open-pit quarry companies in the districts of Kyrenia and Nicosia. As a result, both natural and artificial seismic events occur in the region, and these quakes are documented in seismic catalogs by seismology centers. However, due to the low energy content of micro-seismic events and the inadequacy of seismic stations on the island, the source types of these seismic events can be misidentified in the catalogs. In this context, the study focuses on 122 seismic events with magnitudes between 0.9≤Ml≤2.7 that occurred in Northern Cyprus during the January 2018 - December 2021 period (4 years). The seismic events recorded by the station LFK, operated by Boğaziçi University Kandilli Observatory and Earthquake Research Institute Regional Earthquake-Tsunami Monitoring Center (KOERI-RETMC), were classified using Linear and Quadratic Discriminant Functions based on complexity and corner frequency methods. According to the results obtained, 10 of the 122 seismic events were identified as natural, and 96 were determined to be artificial, resulting in a general success rate of 86.89%. However, classification results for 16 seismic events were inconclusive with the methods used. As a result, more detailed secondary analyses should be conducted to accurately determine the source types of micro-seismic events, and the seismic catalogs should be updated accordingly.

References

  • E. J. Kelly, “A Study of Two-short-period Discriminants,” MIT Lincoln Laboratory, pp. 60, 1968.
  • R. Blandford, “Discrimination between earthquakes and underground explosions,” Annual Review of Earth and Planetary Science, vol. 5, no. 1, pp. 111-122, 1977.
  • T. J. Bennett J. R. Murphy, “Analysis of seismic discrimination capabilities using regional data from western United States events,” Bulletin of the Seismological Society of America, vol. 76, no. 4, pp. 1069-1086, 1986.
  • S. R. Taylor, N. W. Sherman, M. D. Denny, “Spectral discrimination between NTS explosions and western United States earthquakes at regional distances,” Bulletin of the Seismological Society of America, vol. 78, no. 4, pp. 1563-1579, 1988.
  • Y. Gitterman, A. Shapira, “Spectral discrimination of underwater explosions,” Israel Journal of Earth Sciences, vol. 42, pp. 37-44, 1993.
  • N. Arai, Y. Yosida, “Discrimination by short-period seismograms,” International Institute of Seismology and Earthquake Engineering, Building Research Institute (IISEE). Lecture Note, Global Course, Tsukuba, Japan, p. 10, 2004.
  • G. Horasan, A. B. Güney, A. Küsmezer, F. Bekler, Z. Öğütçü, N. Musaoğlu, “Contamination of seismicity catalogs by quarry blasts: An example from Istanbul and its vicinity, northwestern Turkey,” Journal of Asian Earth Sciences, vol. 34, pp. 90-99, 2009.
  • Ş. Yılmaz, Y. Bayrak, H. Çınar, “Discrimination of earthquakes and quarry blasts in the eastern Black Sea region of Turkey,” Journal of Seismology, vol. 17, pp. 721-734, 2013.
  • E. Budakoğlu, G. Horasan, “Classification of seismic events using linear discriminant function (LDF) in the Sakarya region, Turkey,” Acta Geophysica, vol. 66, no. 1, pp. 895-906, 2018.
  • E. Yavuz, F. Sertçelik, H. Livaoğlu, H. Woith, B. G. Lühr, “Discrimination of quarry blasts from tectonic events in the Armutlu Peninsula, Turkey,” Journal of Seismology, vol. 23, pp. 59-76, 2019.
  • E. Yavuz, H. Livaoğlu, T. S. Irmak, F. Sertçelik, “Gaziantep-Kahramanmaraş Bölgesinde Meydana Gelen Deprem ve Taş Ocağı Patlatmalarının Zaman ve Frekans Ortamı Yöntemleri ile Sınıflandırılması,” Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, vol. 8, no. 2, pp. 642-651, 2019.
  • A. Tan, G. Horasan, D. Kalafat, A. Gülbağ, “Discrimination of earthquakes and quarries in the Edirne district (Turkey) and its vicinity by using a linear discriminate function method and artificial neural networks,” Acta Geophysica, vol. 69, no. 1, pp. 17-27, 2021.
  • W. Y. Kim, D. W. Simpson, P. G. Richards, “Discrimination of earthquakes and explosions in the eastern United States using regional high‐frequency data” Geophysical Research Letters, vol. 20, no. 14, pp. 1507-1510, 1993.
  • M. Kiszely, B. Süle, P. Mónus, I. Bondár, “Discrimination between local earthquakes and quarry blasts in the Vértes Mountains, Hungary,” Acta Geodaetica et Geophysica, vol. 56, no. 3, pp. 523-537, 2021.
  • A. Badawy, M. Gamal, W. Farid, M. S. Soliman, “Decontamination of earthquake catalog from quarry blast events in northern Egypt,” Journal of Seismology, vol. 23, no. 6, pp. 1357-1372, 2019.
  • I. M. Korrat, A. Lethy, M. N. ElGabry, H. M. Hussein, A. S. Othman, “Discrimination Between Small Earthquakes and Quarry Blasts in Egypt Using Spectral Source Characteristics,” Pure and Applied Geophysics, vol. 179, no. 2, pp. 599-618, 2022.
  • G. Ataeva, Y. Gitterma, A. Shapira, “The ratio between corner frequencies of source spectra of P-and S-waves—a new discriminant between earthquakes and quarry blasts,” Journal of Seismology, vol. 21, pp. 209-220, 2017.
  • R. Wang, B. Schmandt, E. Kiser, “Seismic discrimination of controlled explosions and earthquakes near Mount St. Helens using P/S ratios” Journal of Geophysical Research: Solid Earth, vol. 125, no. 10, e2020JB020338, 2020.
  • R. Wang, B. Schmand, M. Holt, K. Koper, “Advancing Local Distance Discrimination of Explosions and Earthquakes With Joint P/S and ML‐MC Classification,” Geophysical Research Letters, vol. 48, no. 23, e2021GL095721, 2021.
  • E. Yavuz, M. C. Iban, E. Arpaz, “Identifying the source types of the seismic events using discriminant functions and tree-based machine learning algorithms at Soma Region, Turkey,” Environmental Earth Sciences, vol. 82, no. 11, pp. 1-15, 2023.
  • Q. Kong, R. Wang, W. R. Walter, M. Pyle, K. Koper, B. Schmandt, “Combining Deep Learning With Physics Based Features in Explosion‐Earthquake Discrimination,” Geophysical Research Letters, vol. 49, no. 13, e2022GL098645, 2022.
  • A. Lethy, A. Othman, M. ElGabry, H. Hussein, G. El-Qady, “Discrimination between Small Earthquakes and Local Quarry Blasts Using Committee Machine”, ResearchSquare, 2021.
  • H. Saadalla, H. E. Abdelhafiez, T. Hayashida, “Discrimination between earthquakes and quarry blasts in the Aswan region, southern Egypt, using P-wave source spectra,” Journal of Seismology, vol. 27, no. 2, pp. 279-289, 2023.
  • I. M. Korrat, M. N. Elgabry, A. Lethy, H. M. Hussein, E. Yavuz, A. S. Othman, “Discrimination of quarry blasts from earthquakes in Northern and Central Egypt using linear and quadratic discriminant functions,” Journal of Seismology, vol. 27, no. 4, pp. 609-626, 2023.
  • CGSD (Cyprus Geological Survey Department), 1995. Geological Map of Cyprus, Scale 1/250.000, Nicosia, Cyprus.
  • F. R. S. Henson, R. V. Browne, J. McGinty, “A synopsis of the stratigraphy and geological history of Cyprus,” The Quarterly Journal of the Geological Society of London, vol. 105, pp. 1-41, 1949.
  • C. Ducloz, “Notes on the geology of the Kyrenia Range,” Cyprus Geological survey Dept., Annual Report for 1963, pp. 57-67, 1964.
  • İ. Ketin, “A comparison between the tectonic uits of Cyprus and the Southern Taurus - Amanos Mountains” METU Journal of Pure and Applied Sciences, vol. 21/1-3, pp. 169-182, 1988.
  • H. Y. Hakyemez, “Kuzey Kıbrıs’ın Temel Jeolojik Özellikleri,” TPJD Bülteni, vol. 26, no. 2, pp. 7-46, 2014.
  • S. McClusky, R. Reilinger, S. Mahmoud, D. Ben Sari, A. Tealeb, “GPS constraints on Africa (Nubia) and Arabia plate motions,” Geophysical Journal Int., vol. 155, no.1, pp. 126-138, 2003.
  • R. Reilinger, S. McClusky, P. Vernant, S. Lawrence, S. Ergintav, R. Cakmak, ... G. Karam, “GPS constraints on continental deformation in the Africa‐Arabia‐Eurasia continental collision zone and implications for the dynamics of plate interactions,” Journal of Geophysical Research: Solid Earth, vol. 111(B5), 2006.
  • S. Yolsal, T. Taymaz, A. C. Yalçiner, “Understanding tsunamis, potential source regions and tsunami-prone mechanisms in the Eastern Mediterranean,” Geological Society, London, Special Publications, vol. 29, no. 1, pp. 201-230, 2007.
  • S. Yolsal-Çevikbilen, T. Taymaz, “Earthquake source parameters along the Hellenic subduction zone and numerical simulations of historical tsunamis in the Eastern Mediterranean,” Tectonophysics, vol. 536, pp. 61-100, 2012.
  • G. Seyitoğlu, E. Tunçel, B. Kaypak, E. Korhan, E. Gökkaya, “The Anatolian Diagonal: a broad left-lateral shear zone between the North Anatolian Fault Zone and the Aegean/Cyprus arcs,” Türkiye Jeoloji Bülteni, vol. 65, no. 2, pp. 93-116, 2022.
  • M. A. Hedlin, J. B. Minster, J. A. Orcutt, “The time-frequency characteristics of quarry blasts and calibration explosions recorded in Kazakhstan, USSR,” Geophysical Journal International, vol. 99, no. 1, 109-121, 1989.
  • P. Bormann, “New manual of seismological observatory practice,” 2002.
  • P. M. Shearer, B. P. Allmann, “Spectral studies of shallow earthquakes and explosions in Southern California,” Proceedings of the 29th Monitoring Research Review: Ground-Based Nuclear Explosion Monitoring Technologies, pp. 656-662, 2007.
  • B. P. Allmann, P. M. Shearer, E. Hauksson, “Spectral discrimination between quarry blasts and earthquakes in southern California,” Bulletin of the Seismological Society of America, vol. 98, no. 4, pp. 2073-2079, 2008.
  • T. C. Hanks, D. M. Boore, “Moment‐magnitude relations in theory and practice,” Journal of Geophysical Research: Solid Earth, vol. 89(B7), pp. 6229-6235, 1984.
  • T. S. Irmak, E. Yavuz, H. Livaoğlu, E. Şentürk, E. Y. Sahin, “Source parameters for small-moderate earthquakes in Marmara Region (Turkey),” Geosciences Journal, vol. 24, pp. 541-555, 2020.
  • R. A. Fisher, “The use of multiple measurements in taxonomic problems” Annals of Eugenics, vol.7, no. 2, pp. 179-188, 1936.
  • G. A. F. Seber, “Multivariate Observations,” Hoboken, John Wiley & Sons Inc., 1984.
  • W. J. Krzanowski, “Principles of multivariate analysis: a user’s perspective,” Clarendon, 1988.
  • V. Franc, V. Hlavác, “Statistical pattern recognition toolbox for Matlab,” Prague, Czech: Center for Machine Perception, Czech Technical University, 2004.
  • H. S. Kuyuk, E. Yildirim, E. Dogan, G. Horasan, “Clustering seismic activities using linear and nonlinear discriminant analysis,” Journal of Earth Science, vol. 25, pp. 140-145, 2014.
Year 2024, Volume: 28 Issue: 4, 884 - 898
https://doi.org/10.16984/saufenbilder.1351756

Abstract

References

  • E. J. Kelly, “A Study of Two-short-period Discriminants,” MIT Lincoln Laboratory, pp. 60, 1968.
  • R. Blandford, “Discrimination between earthquakes and underground explosions,” Annual Review of Earth and Planetary Science, vol. 5, no. 1, pp. 111-122, 1977.
  • T. J. Bennett J. R. Murphy, “Analysis of seismic discrimination capabilities using regional data from western United States events,” Bulletin of the Seismological Society of America, vol. 76, no. 4, pp. 1069-1086, 1986.
  • S. R. Taylor, N. W. Sherman, M. D. Denny, “Spectral discrimination between NTS explosions and western United States earthquakes at regional distances,” Bulletin of the Seismological Society of America, vol. 78, no. 4, pp. 1563-1579, 1988.
  • Y. Gitterman, A. Shapira, “Spectral discrimination of underwater explosions,” Israel Journal of Earth Sciences, vol. 42, pp. 37-44, 1993.
  • N. Arai, Y. Yosida, “Discrimination by short-period seismograms,” International Institute of Seismology and Earthquake Engineering, Building Research Institute (IISEE). Lecture Note, Global Course, Tsukuba, Japan, p. 10, 2004.
  • G. Horasan, A. B. Güney, A. Küsmezer, F. Bekler, Z. Öğütçü, N. Musaoğlu, “Contamination of seismicity catalogs by quarry blasts: An example from Istanbul and its vicinity, northwestern Turkey,” Journal of Asian Earth Sciences, vol. 34, pp. 90-99, 2009.
  • Ş. Yılmaz, Y. Bayrak, H. Çınar, “Discrimination of earthquakes and quarry blasts in the eastern Black Sea region of Turkey,” Journal of Seismology, vol. 17, pp. 721-734, 2013.
  • E. Budakoğlu, G. Horasan, “Classification of seismic events using linear discriminant function (LDF) in the Sakarya region, Turkey,” Acta Geophysica, vol. 66, no. 1, pp. 895-906, 2018.
  • E. Yavuz, F. Sertçelik, H. Livaoğlu, H. Woith, B. G. Lühr, “Discrimination of quarry blasts from tectonic events in the Armutlu Peninsula, Turkey,” Journal of Seismology, vol. 23, pp. 59-76, 2019.
  • E. Yavuz, H. Livaoğlu, T. S. Irmak, F. Sertçelik, “Gaziantep-Kahramanmaraş Bölgesinde Meydana Gelen Deprem ve Taş Ocağı Patlatmalarının Zaman ve Frekans Ortamı Yöntemleri ile Sınıflandırılması,” Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, vol. 8, no. 2, pp. 642-651, 2019.
  • A. Tan, G. Horasan, D. Kalafat, A. Gülbağ, “Discrimination of earthquakes and quarries in the Edirne district (Turkey) and its vicinity by using a linear discriminate function method and artificial neural networks,” Acta Geophysica, vol. 69, no. 1, pp. 17-27, 2021.
  • W. Y. Kim, D. W. Simpson, P. G. Richards, “Discrimination of earthquakes and explosions in the eastern United States using regional high‐frequency data” Geophysical Research Letters, vol. 20, no. 14, pp. 1507-1510, 1993.
  • M. Kiszely, B. Süle, P. Mónus, I. Bondár, “Discrimination between local earthquakes and quarry blasts in the Vértes Mountains, Hungary,” Acta Geodaetica et Geophysica, vol. 56, no. 3, pp. 523-537, 2021.
  • A. Badawy, M. Gamal, W. Farid, M. S. Soliman, “Decontamination of earthquake catalog from quarry blast events in northern Egypt,” Journal of Seismology, vol. 23, no. 6, pp. 1357-1372, 2019.
  • I. M. Korrat, A. Lethy, M. N. ElGabry, H. M. Hussein, A. S. Othman, “Discrimination Between Small Earthquakes and Quarry Blasts in Egypt Using Spectral Source Characteristics,” Pure and Applied Geophysics, vol. 179, no. 2, pp. 599-618, 2022.
  • G. Ataeva, Y. Gitterma, A. Shapira, “The ratio between corner frequencies of source spectra of P-and S-waves—a new discriminant between earthquakes and quarry blasts,” Journal of Seismology, vol. 21, pp. 209-220, 2017.
  • R. Wang, B. Schmandt, E. Kiser, “Seismic discrimination of controlled explosions and earthquakes near Mount St. Helens using P/S ratios” Journal of Geophysical Research: Solid Earth, vol. 125, no. 10, e2020JB020338, 2020.
  • R. Wang, B. Schmand, M. Holt, K. Koper, “Advancing Local Distance Discrimination of Explosions and Earthquakes With Joint P/S and ML‐MC Classification,” Geophysical Research Letters, vol. 48, no. 23, e2021GL095721, 2021.
  • E. Yavuz, M. C. Iban, E. Arpaz, “Identifying the source types of the seismic events using discriminant functions and tree-based machine learning algorithms at Soma Region, Turkey,” Environmental Earth Sciences, vol. 82, no. 11, pp. 1-15, 2023.
  • Q. Kong, R. Wang, W. R. Walter, M. Pyle, K. Koper, B. Schmandt, “Combining Deep Learning With Physics Based Features in Explosion‐Earthquake Discrimination,” Geophysical Research Letters, vol. 49, no. 13, e2022GL098645, 2022.
  • A. Lethy, A. Othman, M. ElGabry, H. Hussein, G. El-Qady, “Discrimination between Small Earthquakes and Local Quarry Blasts Using Committee Machine”, ResearchSquare, 2021.
  • H. Saadalla, H. E. Abdelhafiez, T. Hayashida, “Discrimination between earthquakes and quarry blasts in the Aswan region, southern Egypt, using P-wave source spectra,” Journal of Seismology, vol. 27, no. 2, pp. 279-289, 2023.
  • I. M. Korrat, M. N. Elgabry, A. Lethy, H. M. Hussein, E. Yavuz, A. S. Othman, “Discrimination of quarry blasts from earthquakes in Northern and Central Egypt using linear and quadratic discriminant functions,” Journal of Seismology, vol. 27, no. 4, pp. 609-626, 2023.
  • CGSD (Cyprus Geological Survey Department), 1995. Geological Map of Cyprus, Scale 1/250.000, Nicosia, Cyprus.
  • F. R. S. Henson, R. V. Browne, J. McGinty, “A synopsis of the stratigraphy and geological history of Cyprus,” The Quarterly Journal of the Geological Society of London, vol. 105, pp. 1-41, 1949.
  • C. Ducloz, “Notes on the geology of the Kyrenia Range,” Cyprus Geological survey Dept., Annual Report for 1963, pp. 57-67, 1964.
  • İ. Ketin, “A comparison between the tectonic uits of Cyprus and the Southern Taurus - Amanos Mountains” METU Journal of Pure and Applied Sciences, vol. 21/1-3, pp. 169-182, 1988.
  • H. Y. Hakyemez, “Kuzey Kıbrıs’ın Temel Jeolojik Özellikleri,” TPJD Bülteni, vol. 26, no. 2, pp. 7-46, 2014.
  • S. McClusky, R. Reilinger, S. Mahmoud, D. Ben Sari, A. Tealeb, “GPS constraints on Africa (Nubia) and Arabia plate motions,” Geophysical Journal Int., vol. 155, no.1, pp. 126-138, 2003.
  • R. Reilinger, S. McClusky, P. Vernant, S. Lawrence, S. Ergintav, R. Cakmak, ... G. Karam, “GPS constraints on continental deformation in the Africa‐Arabia‐Eurasia continental collision zone and implications for the dynamics of plate interactions,” Journal of Geophysical Research: Solid Earth, vol. 111(B5), 2006.
  • S. Yolsal, T. Taymaz, A. C. Yalçiner, “Understanding tsunamis, potential source regions and tsunami-prone mechanisms in the Eastern Mediterranean,” Geological Society, London, Special Publications, vol. 29, no. 1, pp. 201-230, 2007.
  • S. Yolsal-Çevikbilen, T. Taymaz, “Earthquake source parameters along the Hellenic subduction zone and numerical simulations of historical tsunamis in the Eastern Mediterranean,” Tectonophysics, vol. 536, pp. 61-100, 2012.
  • G. Seyitoğlu, E. Tunçel, B. Kaypak, E. Korhan, E. Gökkaya, “The Anatolian Diagonal: a broad left-lateral shear zone between the North Anatolian Fault Zone and the Aegean/Cyprus arcs,” Türkiye Jeoloji Bülteni, vol. 65, no. 2, pp. 93-116, 2022.
  • M. A. Hedlin, J. B. Minster, J. A. Orcutt, “The time-frequency characteristics of quarry blasts and calibration explosions recorded in Kazakhstan, USSR,” Geophysical Journal International, vol. 99, no. 1, 109-121, 1989.
  • P. Bormann, “New manual of seismological observatory practice,” 2002.
  • P. M. Shearer, B. P. Allmann, “Spectral studies of shallow earthquakes and explosions in Southern California,” Proceedings of the 29th Monitoring Research Review: Ground-Based Nuclear Explosion Monitoring Technologies, pp. 656-662, 2007.
  • B. P. Allmann, P. M. Shearer, E. Hauksson, “Spectral discrimination between quarry blasts and earthquakes in southern California,” Bulletin of the Seismological Society of America, vol. 98, no. 4, pp. 2073-2079, 2008.
  • T. C. Hanks, D. M. Boore, “Moment‐magnitude relations in theory and practice,” Journal of Geophysical Research: Solid Earth, vol. 89(B7), pp. 6229-6235, 1984.
  • T. S. Irmak, E. Yavuz, H. Livaoğlu, E. Şentürk, E. Y. Sahin, “Source parameters for small-moderate earthquakes in Marmara Region (Turkey),” Geosciences Journal, vol. 24, pp. 541-555, 2020.
  • R. A. Fisher, “The use of multiple measurements in taxonomic problems” Annals of Eugenics, vol.7, no. 2, pp. 179-188, 1936.
  • G. A. F. Seber, “Multivariate Observations,” Hoboken, John Wiley & Sons Inc., 1984.
  • W. J. Krzanowski, “Principles of multivariate analysis: a user’s perspective,” Clarendon, 1988.
  • V. Franc, V. Hlavác, “Statistical pattern recognition toolbox for Matlab,” Prague, Czech: Center for Machine Perception, Czech Technical University, 2004.
  • H. S. Kuyuk, E. Yildirim, E. Dogan, G. Horasan, “Clustering seismic activities using linear and nonlinear discriminant analysis,” Journal of Earth Science, vol. 25, pp. 140-145, 2014.
There are 45 citations in total.

Details

Primary Language English
Subjects Geological Sciences and Engineering (Other)
Journal Section Research Articles
Authors

Evrim Yavuz 0000-0002-9175-8962

Early Pub Date August 6, 2024
Publication Date
Submission Date August 29, 2023
Acceptance Date July 30, 2024
Published in Issue Year 2024 Volume: 28 Issue: 4

Cite

APA Yavuz, E. (2024). Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods. Sakarya University Journal of Science, 28(4), 884-898. https://doi.org/10.16984/saufenbilder.1351756
AMA Yavuz E. Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods. SAUJS. August 2024;28(4):884-898. doi:10.16984/saufenbilder.1351756
Chicago Yavuz, Evrim. “Characterization of Micro-Seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods”. Sakarya University Journal of Science 28, no. 4 (August 2024): 884-98. https://doi.org/10.16984/saufenbilder.1351756.
EndNote Yavuz E (August 1, 2024) Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods. Sakarya University Journal of Science 28 4 884–898.
IEEE E. Yavuz, “Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods”, SAUJS, vol. 28, no. 4, pp. 884–898, 2024, doi: 10.16984/saufenbilder.1351756.
ISNAD Yavuz, Evrim. “Characterization of Micro-Seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods”. Sakarya University Journal of Science 28/4 (August 2024), 884-898. https://doi.org/10.16984/saufenbilder.1351756.
JAMA Yavuz E. Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods. SAUJS. 2024;28:884–898.
MLA Yavuz, Evrim. “Characterization of Micro-Seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods”. Sakarya University Journal of Science, vol. 28, no. 4, 2024, pp. 884-98, doi:10.16984/saufenbilder.1351756.
Vancouver Yavuz E. Characterization of Micro-seismic Activity in Northern Cyprus Using Complexity and Corner Frequency Methods. SAUJS. 2024;28(4):884-98.