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Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data

Year 2020, Volume: 26 Issue: 8, 1360 - 1364, 10.12.2020

Abstract

Land use planning is central for a sustainable development processes and should be structured in harmony with geo-environmental constrains. In this study, land use change detection was determined in Denizli residential area between the years 1984 and 2018. In the analyses, Landsat-5TM and Landsat-8 OLI images were used for 1984 and 2018, respectively. The geometric, radiometric calibration and atmospheric corrections were applied to the satellite images in pre-processing stage. Land use change detection was performed using supervised classification -Spectral Angle Mapper- method. Accuracy of the classifications was evaluated by the kappa index, which was 0.80 for 1984 and 0.87 for 2018 image. According to the results, between 1984 and 2018 there was an increase of 155% and 96% in built up and forest areas, while 52% and 40% decrease were observed in agriculture and bare land, respectively. It was also determined that the majority of the settlement areas increased in regions close to active fault zones. Accordingly, the built up areas within the 500 m buffer zone to the active faults were increased by 240% from 1984 to 2018.

References

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  • [2] Turner BL, Clark WC, Kates RW, Richards JF, Mathews JT, Meyer WB. The earth as transformed by human action: global and regional changes in the biosphere over the past 300 years. Editors: Turner,BL, Massachusetts William C, Massachusetts Robert W, Island, R, Richards, F, William DC, Meyer B. Global and Regional Changes in the Biosphere over the Past 300 Years, Cambridge University, Environment and Society Graduate School of Geography and George Perkins Marsh Institute Press, ISBN-13, 978-0521446303, 1990.
  • [3] Hersperger AM, Oliveira E, Pagliarin S, Palka G, Verburg P, Bolliger J, Grădinaru S. “Urban land-use change: The role of strategic spatial planning”. Global Environmental Change, 51(2018), 32-42, 2018.
  • [4] Uluskan, M. “Osmanlı kaynaklarına göre 1703 ve 1717 denizli depremleri”. Uluslararası Denizli ve Çevresi Tarih ve Kültür Sempozyumu 1, Denizli, Türkiye, 6-8 Eylül 2006.
  • [5] Emre Ö, Duman TY, Özalp S, Elmacı H. “1:250.000 Ölçekli Türkiye Diri Fay Haritası Serisi, Denizli (NJ 35-12) Paftası”. Maden Tetkik ve Arama Genel Müdürlüğü, Ankara, Türkiye, 12, 2011.
  • [6] Kumsar H, Aydan Ö, Şimşek C, D’Andria F. “Historical earthquakes that damaged Hierapolis and Laodikeia antique cities and their implications for earthquake potential of Denizli basin in Western Turkey”. Bulletin of Engineering Geology and the Environment, 75, 519-536, 2016.
  • [7] Pamukkale Üniversitesi. “Denizli Belediyesi Mücavir Alanının Jeolojik, Jeoteknik ve Hidrojeolojik Açıdan İncelenmesi Raporu”. Denizli, Türkiye, 763, 2002.
  • [8] Çelik SB. Denizli il Merkezi Zeminlerinin Jeolojik, Jeoteknik Açıdan İncelenmesi ve Sıvılaşma Duyarlılığının Belirlenmesi. Pamukkale Üniversitesi, Yüksek Lisans Tezi, Denizli, Türkiye, 2003.
  • [9] Kumsar H, Çelik SB, Kaya M. “Denizli il merkezi yerleşim alanının jeolojik, jeoteknik kent bilgi sistemi (JEO-KBS)”. Pamukkale Üniversitesi, Mühendislik Bilimleri Dergisi, 10(4), 25-31, 2004.
  • [10] Kumsar H, Çelik SB, Kaya M, Topaloğlu S. “Geological-geotechnical urban information system for Denizli”. Mühendislik Jeolojisi Bülteni-Bulletin of Engineering Geology, (21), 35-47, 2005.
  • [11] Kumsar, H. Mine Slope Stability Assessment by Using Iner-Slice Force Transmission Theory. PhD Thesis, Nottingham University, Nottingham, United Kingdom of Great Britain and Northern Ireland, 1993.
  • [12] Konak N, Hepşen N, Öztürk EM, Öztürk Z, Çakmakoğlu A, Göktaş F, Sarıkaya H, Armağan F, Çatal E, Serdaroğlu M. “Menderes masifi'nin G-GD'sundaki mesozoyik istiflerin karşılaştırılmalı stratigrafisi ve konumları”. Türkiye Jeoloji Kurultayı, Ankara, Türkiye, 16-20 Şubat 1987.
  • [13] Şenel M, Akdeniz N, Öztürk EM, Özdemir T, Kadınkız G, Yüksel M, Öcal H, Serdaroğlu M, Örçen S. “Fethiye (Muğla) Kalkan (Antalya) ve kuzeyinin jeolojisi”. Maden Tetkik ve Arama Genel Müdürlüğü, Ankara, Türkiye, 9761, 1994. (unpublished).
  • [14] Alçiçek H, Varol B, Özkul M. “Sedimentary facies, depositional environments and palaeogeographic evolution of the neogene Denizli Basin, SW Anatolia Turkey”. Sedimentary Geology, 202(4), 596-637, 2007
  • [15] Özpınar Y, Hançer M, Semiz B. “Clays in Denizli region (Southwestern Anatolia), Turkey”. Geologica Carpathica, 53(2), 109-116, 2002.
  • [16] Konak N, Şenel M. “Geological map of Turkey in 1/500.000 scale: Denizli sheet”. Mineral Research and Exploration Directorate of Turkey (MTA), Ankara, Turkey, 2002.
  • [17] Başarır Baştürk N, Özel NM, Altınok Y, Duman, TY. “Türkiye ve Yakın Çevresi için Geliştirilmiş Tarihsel Dönem (MÖ 2000 – MS 1900) Deprem Katalogu”. Editör: Duman TY. Türkiye Sismotektonik Haritası Açıklama Kitabı, 111-146 MTA Özel Yayınlar Serisi-35, Ankara, Türkiye, 2016.
  • [18] T.C. “Afet Acil Durum Yönetimi Başkanlığı”. https://deprem.afad.gov.tr/ (02.04.2020).
  • [19] Kruse FA, Lefkoff AB, Dietz JB. “Expert system-based mineral mapping in northern Death Valley, California/Nevada using the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)”. Remote Sensing of Environment, 44(2-3), 309-336, 1993.
  • [20] DE Carvalho JO, Meneses P. “Spectral correlation mapper (SCM): An improvement on the spectral angle mapper (SAM)”. Summaries of the 9th JPL Airborne Earth Science Workshop,Chicago, US, 23-25 February, 2000.
  • [21] Cohen J. “A coefficient of agreement for nominal scales”. Educational and Psychological Measurement, 20, 37-46, 1960.
  • [22] Landis JR, Koch GG. “The measurement of observer agreement for categorical data”. International Biometric Society, 33(1), 159-174, 1977.
Year 2020, Volume: 26 Issue: 8, 1360 - 1364, 10.12.2020

Abstract

References

  • [1] Bhatta B. “Analysis of urban growth pattern using remote sensing and GIS: a case study of Kolkata, India”. International Journal of Remote Sensing, 30(18), 4733-4746, 2009.
  • [2] Turner BL, Clark WC, Kates RW, Richards JF, Mathews JT, Meyer WB. The earth as transformed by human action: global and regional changes in the biosphere over the past 300 years. Editors: Turner,BL, Massachusetts William C, Massachusetts Robert W, Island, R, Richards, F, William DC, Meyer B. Global and Regional Changes in the Biosphere over the Past 300 Years, Cambridge University, Environment and Society Graduate School of Geography and George Perkins Marsh Institute Press, ISBN-13, 978-0521446303, 1990.
  • [3] Hersperger AM, Oliveira E, Pagliarin S, Palka G, Verburg P, Bolliger J, Grădinaru S. “Urban land-use change: The role of strategic spatial planning”. Global Environmental Change, 51(2018), 32-42, 2018.
  • [4] Uluskan, M. “Osmanlı kaynaklarına göre 1703 ve 1717 denizli depremleri”. Uluslararası Denizli ve Çevresi Tarih ve Kültür Sempozyumu 1, Denizli, Türkiye, 6-8 Eylül 2006.
  • [5] Emre Ö, Duman TY, Özalp S, Elmacı H. “1:250.000 Ölçekli Türkiye Diri Fay Haritası Serisi, Denizli (NJ 35-12) Paftası”. Maden Tetkik ve Arama Genel Müdürlüğü, Ankara, Türkiye, 12, 2011.
  • [6] Kumsar H, Aydan Ö, Şimşek C, D’Andria F. “Historical earthquakes that damaged Hierapolis and Laodikeia antique cities and their implications for earthquake potential of Denizli basin in Western Turkey”. Bulletin of Engineering Geology and the Environment, 75, 519-536, 2016.
  • [7] Pamukkale Üniversitesi. “Denizli Belediyesi Mücavir Alanının Jeolojik, Jeoteknik ve Hidrojeolojik Açıdan İncelenmesi Raporu”. Denizli, Türkiye, 763, 2002.
  • [8] Çelik SB. Denizli il Merkezi Zeminlerinin Jeolojik, Jeoteknik Açıdan İncelenmesi ve Sıvılaşma Duyarlılığının Belirlenmesi. Pamukkale Üniversitesi, Yüksek Lisans Tezi, Denizli, Türkiye, 2003.
  • [9] Kumsar H, Çelik SB, Kaya M. “Denizli il merkezi yerleşim alanının jeolojik, jeoteknik kent bilgi sistemi (JEO-KBS)”. Pamukkale Üniversitesi, Mühendislik Bilimleri Dergisi, 10(4), 25-31, 2004.
  • [10] Kumsar H, Çelik SB, Kaya M, Topaloğlu S. “Geological-geotechnical urban information system for Denizli”. Mühendislik Jeolojisi Bülteni-Bulletin of Engineering Geology, (21), 35-47, 2005.
  • [11] Kumsar, H. Mine Slope Stability Assessment by Using Iner-Slice Force Transmission Theory. PhD Thesis, Nottingham University, Nottingham, United Kingdom of Great Britain and Northern Ireland, 1993.
  • [12] Konak N, Hepşen N, Öztürk EM, Öztürk Z, Çakmakoğlu A, Göktaş F, Sarıkaya H, Armağan F, Çatal E, Serdaroğlu M. “Menderes masifi'nin G-GD'sundaki mesozoyik istiflerin karşılaştırılmalı stratigrafisi ve konumları”. Türkiye Jeoloji Kurultayı, Ankara, Türkiye, 16-20 Şubat 1987.
  • [13] Şenel M, Akdeniz N, Öztürk EM, Özdemir T, Kadınkız G, Yüksel M, Öcal H, Serdaroğlu M, Örçen S. “Fethiye (Muğla) Kalkan (Antalya) ve kuzeyinin jeolojisi”. Maden Tetkik ve Arama Genel Müdürlüğü, Ankara, Türkiye, 9761, 1994. (unpublished).
  • [14] Alçiçek H, Varol B, Özkul M. “Sedimentary facies, depositional environments and palaeogeographic evolution of the neogene Denizli Basin, SW Anatolia Turkey”. Sedimentary Geology, 202(4), 596-637, 2007
  • [15] Özpınar Y, Hançer M, Semiz B. “Clays in Denizli region (Southwestern Anatolia), Turkey”. Geologica Carpathica, 53(2), 109-116, 2002.
  • [16] Konak N, Şenel M. “Geological map of Turkey in 1/500.000 scale: Denizli sheet”. Mineral Research and Exploration Directorate of Turkey (MTA), Ankara, Turkey, 2002.
  • [17] Başarır Baştürk N, Özel NM, Altınok Y, Duman, TY. “Türkiye ve Yakın Çevresi için Geliştirilmiş Tarihsel Dönem (MÖ 2000 – MS 1900) Deprem Katalogu”. Editör: Duman TY. Türkiye Sismotektonik Haritası Açıklama Kitabı, 111-146 MTA Özel Yayınlar Serisi-35, Ankara, Türkiye, 2016.
  • [18] T.C. “Afet Acil Durum Yönetimi Başkanlığı”. https://deprem.afad.gov.tr/ (02.04.2020).
  • [19] Kruse FA, Lefkoff AB, Dietz JB. “Expert system-based mineral mapping in northern Death Valley, California/Nevada using the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)”. Remote Sensing of Environment, 44(2-3), 309-336, 1993.
  • [20] DE Carvalho JO, Meneses P. “Spectral correlation mapper (SCM): An improvement on the spectral angle mapper (SAM)”. Summaries of the 9th JPL Airborne Earth Science Workshop,Chicago, US, 23-25 February, 2000.
  • [21] Cohen J. “A coefficient of agreement for nominal scales”. Educational and Psychological Measurement, 20, 37-46, 1960.
  • [22] Landis JR, Koch GG. “The measurement of observer agreement for categorical data”. International Biometric Society, 33(1), 159-174, 1977.
There are 22 citations in total.

Details

Primary Language English
Subjects Engineering
Journal Section Özel Sayı
Authors

Tolga Çan This is me

Senem Tekin This is me

Mamadou Traore This is me

Halil Kumsar This is me

Publication Date December 10, 2020
Published in Issue Year 2020 Volume: 26 Issue: 8

Cite

APA Çan, T., Tekin, S., Traore, M., Kumsar, H. (2020). Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, 26(8), 1360-1364.
AMA Çan T, Tekin S, Traore M, Kumsar H. Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. December 2020;26(8):1360-1364.
Chicago Çan, Tolga, Senem Tekin, Mamadou Traore, and Halil Kumsar. “Land Use Change Detection in Denizli City Center Using Spectral Angle Mapper Method and Evaluations in Terms of Some Earth Science Data”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 26, no. 8 (December 2020): 1360-64.
EndNote Çan T, Tekin S, Traore M, Kumsar H (December 1, 2020) Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 26 8 1360–1364.
IEEE T. Çan, S. Tekin, M. Traore, and H. Kumsar, “Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data”, Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 26, no. 8, pp. 1360–1364, 2020.
ISNAD Çan, Tolga et al. “Land Use Change Detection in Denizli City Center Using Spectral Angle Mapper Method and Evaluations in Terms of Some Earth Science Data”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 26/8 (December 2020), 1360-1364.
JAMA Çan T, Tekin S, Traore M, Kumsar H. Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2020;26:1360–1364.
MLA Çan, Tolga et al. “Land Use Change Detection in Denizli City Center Using Spectral Angle Mapper Method and Evaluations in Terms of Some Earth Science Data”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 26, no. 8, 2020, pp. 1360-4.
Vancouver Çan T, Tekin S, Traore M, Kumsar H. Land use change detection in Denizli City Center using spectral angle mapper method and evaluations in terms of some earth science data. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2020;26(8):1360-4.





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