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Mapping of the Yeşilova Ophiolitic Rocks with ASTER Multispectral Data in the Western Taurides, Southwest Türkiye

Yıl 2023, Cilt: 58 Sayı: 1, 40 - 74, 31.12.2023

Öz

The multispectral ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer) satellite data is widely used remote sensing data sources for lithological and mineralogical mapping. In this study, we aimed to identify and map the lithological units of the Yeşilova ophiolite and ophiolitic mélange (Western Taurides) with the multispectral ASTER L1T satellite data. For the identification of lithological units of the Yeşilova ophiolite, band ratioing and Principal Component Analysis (PCA) methods were applied to the spectral bands in the visible near-infrared (VNIR) and shortwave infrared (SWIR) regions of the ASTER dataset. The band ratios of VNIR-SWIR spectral bands (B1/B2, B3/B4, B4/B5, B4/B8, B5/B3, and (B6+B9)/(B7+B8)) indicate the formation of the main lithological units in the study area and were used for the mapping of the ophiolitic rocks. Similarly, the selected principal components of the PCA method and false-color composite images derived from the principal components (PC3, PC2, PC1, and PC5, PC4, PC2) yielded effective results in the identification of ophiolitic rocks. The application of mafic rock, calcite, and quartz indices to the thermal infrared (TIR) bands of ASTER has yielded successful results in the regional-scale identification of mafic-ultramafic lithologies of the Yeşilova ophiolite. The validation of the resultant images was carried out through fieldwork, and the results were highly consistent with the field data. In this context, the presented remote sensing techniques here provide evidence that they are an effective and useful approach in mapping lithological units of ophiolites and ophiolitic mélanges in the study area. As a result, it shows that the ASTER dataset is one of the effective tools for lithological mapping studies in geologically complex regions such as the Taurides.

Kaynakça

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Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması

Yıl 2023, Cilt: 58 Sayı: 1, 40 - 74, 31.12.2023

Öz

Multispektral ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer) uydu verileri, litolojik ve mineralojik haritaların oluşturulmasında yaygın olarak kullanılan uzaktan algılama veri kaynaklarındandır. Bu çalışmada, multispektral ASTER L1T uydu verileriyle Yeşilova ofiyoliti ve ofiyolitik melanjına (Batı Toroslar) ait litolojik birimlerinin tanımlanması ve haritalanması hedeflenmiştir. Yeşilova ofiyolitine ait litolojik birimlerin belirlenmesi için ASTER veri setinin yakın kızılötesi (VNIR) ve kısa dalga kızılötesi (SWIR) bölümlerindeki spektral bantlarına, bant oranlama ve Temel Bileşen Analizi (PCA) yöntemleri uygulanmıştır. VNIR-SWIR spektral bantlarında uygulanan bant oranları (B1/B2, B3/B4, B4/B5, B4/B8, B5/B3 ve (B6+B9)/(B7+B8)), çalışma alanındaki ana litolojik birimlerin oluşumunu göstermiş ve ofiyolitik kayaçların haritasını üretmek için kullanılmıştır. Benzer şekilde, PCA yönteminin seçili temel bileşenleri ve bu temel bileşenlerinin (PC3, PC2, PC1, ve PC5, PC4, PC2) aldatıcı renkli kompozit görüntüleri ofiyolitik kayaçların tanımlanmasında etkili sonuçlar sağlamıştır. ASTER’in kızılötesi termal (TIR) bantlarına uygulanan mafik kayaç indeksi, kalsit indeksi ve kuvars indeksi gibi indekslerinin, Yeşilova ofiyolitine ait mafik-ultramafik litolojilerinin bölgesel ölçekte belirlenmesinde başarılı sonuçlar sunduğu görülmüştür. Sonuç görüntülerinin doğrulanması saha çalışmalarıyla gerçekleştirilmiş olup sonuçlar saha verileriyle tutarlı olduğu tespit edilmiştir. Bu bağlamda, burada sunulan uzaktan algılama tekniklerin çalışma alanındaki ofiyolit ve ofiyolitik melanjlara ait litolojik birimlerin haritalanmasında etkili ve yararlı bir yaklaşım olduğuna dair kanıtlar sunmaktadır. Sonuç olarak ASTER veri setinin, Toroslar gibi karmaşık bir jeolojik yapıya sahip bölgelerde, litolojik haritalama çalışmaları için etkili araçlardan biri olduğu değerlendirilmiştir.

Kaynakça

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  • Green, A.A., Berman, M., Switzer, P., Craig, M.D., 1988. A transformation for ordering multispectral data in terms of image quality with implications for noise removal. IEEE Transactions on geoscience and remote sensing, 26(1), 65-74.
  • Guha, A., Kumar, V., 2016. New ASTER derived thermal indices to delineate mineralogy of different granitoids of an Archaean Craton and analysis of their potentials with reference to Ninomiya's indices for delineating quartz and mafic minerals of granitoids—An analysis in Dharwar Craton, India. Ore Geology Reviews, 74, 76-87.
  • Gürbüz, E., 2019. Multispectral mapping of evaporite minerals using ASTER data: A methodological comparison from central Turkey. Remote Sensing Applications: Society and Environment, 15, 100240.
  • Gürbüz, A., Gürbüz, E., 2022. Remote sensing approaches for mapping Quaternary deposits: A synthesis. Physics and Chemistry of the Earth, Parts A/B/C, 126, 103128.
  • Gürsoy, Ö., 2019. Hybrid band combination for discriminating lithology of dunite in ultramafic rocks. Journal of the Indian Society of Remote Sensing, 47(6), 1041-1049.
  • Gürsoy, Ö., Kaya, Ş., 2017. Detecting of lithological units by using terrestrial spectral data and remote sensing image. Journal of the Indian Society of Remote Sensing, 45, 259-269.
  • Hewson, R.D., Cudahy, T.J., Mizuhiko, S., Ueda, K., Mauger, A.J., 2005. Seamless geological map generation using ASTER in the Broken Hill-Curnamona province of Australia. Remote Sensing of Environment, 99(1-2), 159-172.
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  • Kavak, K.S., Tatar, O., Piper, J., Kocbulut, F., Levent Mesci, B., 2009. Determination of neotectonic features of the Karasu Basin (SE Turkey) and their relationship with Quaternary volcanic activity using Landsat ETM+ imagery. International Journal of Remote Sensing, 30(17), 4507-4524.
  • Khan, S.D., Mahmood, K., Casey, J.F. 2007. Mapping of Muslim Bagh ophiolite complex (Pakistan) using new remote sensing, and field data. Journal of Asian Earth Sciences, 30(2), 333-343.
  • Koralay, T., 2000. Niyazlar köyü (Yeşilova-Burdur) ile tefenni yaylası (Tefenni-Burdur) ofiyolitlerinin jeolojik, petrografik ve petrokimyasal incelemesi (Doktora Tezi, Pamukkale Üniversitesi).
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  • Langford, R.L., 2015. Temporal merging of remote sensing data to enhance spectral regolith, lithological and alteration patterns for regional mineral exploration. Ore Geology Reviews, 68, 14-29.
  • Manap, H.S., San, B.T., 2022. Data Integration for Lithological Mapping Using Machine Learning Algorithms. Earth Science Informatics, 15(3), 1841-1859.
  • Mars, J.C., Rowan, L.C., 2010. Spectral assessment of new ASTER SWIR surface reflectance data products for spectroscopic mapping of rocks and minerals. Remote Sensing of Environment, 114(9), 2011-2025.
  • Mars, J.C., Rowan, L.C., 2011. ASTER spectral analysis and lithologic mapping of the Khanneshin carbonatite volcano, Afghanistan. Geosphere, 7(1), 276-289.
  • Monod, O., 1977. Re´cherches ge´ologique dans les Taurus occidental au sud de Beys¸ehir (Turquie). PhD thesis, Universite´ de Paris-Sud, Orsay
  • Nair, A., Mathew, G., 2012. Lithological discrimination of the phenaimata felsic–mafic complex, Gujarat, India, using the advanced spaceborne thermal emission and reflection radiometer (ASTER). International Journal of Remote Sensing, 33(1), 198-219.
  • Ninomiya, Y., 2002. Mapping quartz, carbonate minerals, and mafic-ultramafic rocks using remotely sensed multispectral thermal infrared ASTER data. In Thermosense XXIV (Vol. 4710, pp. 191-202). SPIE.
  • Ninomiya, Y., Fu, B., Cudahy, T.J., 2005. Detecting lithology with Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) multispectral thermal infrared “radiance-at-sensor” data. Remote Sensing of Environment, 99(1-2), 127-139.
  • Ninomiya, Y., Fu, B., 2010. Regional scale lithologic mapping in western Tibet using ASTER thermal infrared multispectral data. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Science, 38, 454-458.
  • Ninomiya, Y., Fu, B., 2016. Regional lithological mapping using ASTER-TIR data: Case study for the Tibetan Plateau and the surrounding area. Geosciences, 6(3), 39.
  • Ninomiya, Y., Fu, B., 2019. Thermal infrared multispectral remote sensing of lithology and mineralogy based on spectral properties of materials. Ore Geology Reviews, 108, 54-72.
  • Özgül, N., 1976. Toroslar'm bazı temel jeoloji özellikleri. Bulletin of the Geological Society of Turkey, 19, 65-78.
  • Özkan, M., Çelik, Ö.F., Özyavaş, A., 2018. Lithological discrimination of accretionary complex (Sivas, northern Turkey) using novel hybrid color composites and field data. Journal of African Earth Sciences, 138, 75-85.
  • Öztan, S.N., Lütfi Süzen, M., 2011. Mapping evaporate minerals by ASTER. International Journal of Remote Sensing, 32(6), 1651-1673.
  • Özyavaş, A., 2016. Assessment of image processing techniques and ASTER SWIR data for the delineation of evaporates and carbonate outcrops along the Salt Lake Fault, Turkey. International Journal of Remote sensing, 37(4), 770-781.
  • Özyavaş, A., 2020. Susuzdağ ve Tekkedağ (Kapadokya-Türkiye) Çevresindeki Volkanik Kayaçların ASTER Görüntüsü Kullanılarak Haritalanması. Türkiye Jeoloji Bülteni, 63(2), 225-240.
  • Pour, A.B., Hashim, M., 2011. Identification of hydrothermal alteration minerals for exploring of porphyry copper deposit using ASTER data, SE Iran. Journal of Asian Earth Sciences, 42(6), 1309-1323.
  • Pour, A.B., Hashim, M., 2012. The application of ASTER remote sensing data to porphyry copper and epithermal gold deposits. Ore geology reviews, 44, 1-9.
  • Qasim, M., Khan, S.D., Haider, R., Rasheed, M.U., 2022. Integration of multispectral and hyperspectral remote sensing data for lithological mapping in Zhob Ophiolite, Western Pakistan. Arabian Journal of Geosciences, 15(7), 599.
  • Rajendran, S., Nasir, S., 2014. ASTER spectral sensitivity of carbonate rocks–Study in Sultanate of Oman. Advances in Space Research, 53(4), 656-673.
  • Rajendran, S., Nasir, S., 2015. Mapping of Moho and Moho Transition Zone (MTZ) in Samail ophiolites of Sultanate of Oman using remote sensing technique. Tectonophysics, 657, 63-80.
  • Rajendran, S., Nasir, S., 2019. ASTER capability in mapping of mineral resources of arid region: A review on mapping of mineral resources of the Sultanate of Oman. Ore Geology Reviews, 108, 33-53.
  • Rani, K., Guha, A., Pal, S. K., Vinod Kumar, K., 2018. Comparative analysis of potentials of ASTER thermal infrared band derived emissivity composite, radiance composite and emissivity–temperature composite in geological mapping of proterozoic rocks in parts of Banswara, Rajasthan. Journal of the Indian Society of Remote Sensing, 46, 771-782.
  • Rockwell, B.W., Hofstra, A.H., 2008. Identification of quartz and carbonate minerals across northern Nevada using ASTER thermal infrared emissivity data—Implications for geologic mapping and mineral resource investigations in well-studied and frontier areas. Geosphere, 4(1), 218-246.
  • Rowan, L.C., Mars, J.C., 2003. Lithologic mapping in the Mountain Pass, California area using advanced spaceborne thermal emission and reflection radiometer (ASTER) data. Remote sensing of Environment, 84(3), 350-366.
  • Rowan, L.C., Mars, J.C., Simpson, C.J., 2005. Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER). Remote sensing of Environment, 99(1-2), 105-126.
  • Sabins, F.F., 1999. Remote sensing for mineral exploration. Ore geology reviews, 14(3-4), 157-183. Sarp H., 1976. Etude geologique et petrographique du cortege ophiolitique de la region situee au nord-quest de Yeşilova (Burdur-Turquie). These, Univ Geneve, 377p
  • Sevimli, U.İ., Traore, M., Topak, Y., Tekin, S., 2021. Mineral Prοpecting and Lithοlοgical Mapping Using Remοte Sensing Apprοaches in Between Yazihan-Heki̇mhan (Malatya) Turkey.
  • Singh, A., Harrison, A., 1985. Standardized principal components. International journal of remote sensing, 6(6), 883-896.
  • Şenel, M., 1997. 1:250.0000 Ölçekli Türkiye Jeoloji Haritaları No: 3 Antalya Paftası. (in Turkish with English abstract) Şenel, M., 2004 Stratigraphic and structural features of Yeşilyaprak Nappe in Western Taurus Range and its comparision with the similar units in SE Anatolia and Northern Cyprus. Bull Min Res Explor 128:1–26
  • Uysal, İ., Ersoy, E. Y., Karslı, O., Dilek, Y., Sadıklar, M. B., Ottley, C. J., ... & Meisel, T., 2012. Coexistence of abyssal and ultra-depleted SSZ type mantle peridotites in a Neo-Tethyan Ophiolite in SW Turkey: Constraints from mineral composition, whole-rock geochemistry (major–trace–REE–PGE), and Re–Os isotope systematics. Lithos, 132, 50-69.
  • Topak, Y., Traore, M., Sevimli, U.İ., Tekin, S., 2022. Mineral Exploration and Lithοlοgical Mapping Using Remοte Sensing Apprοaches In Between Yazıhan-Hekimhan (Malatya) Turkey. Bilge International Journal of Science and Technology Research, 6(1), 52-61.
  • Tözün, K.A., Özyavaş, A., 2020. New logical operator algorithms for mapping of hydrothermally altered rocks using ASTER data: A case study from central Turkey. Ore Geology Reviews, 122, 103533.
  • Traore, M., Wambo, J.D.T., Ndepete, C.P., Tekin, S., Pour, A.B., Muslim, A.M., 2020a. Lithological and alteration mineral mapping for alluvial gold exploration in the south east of Birao area, Central African Republic using Landsat-8 Operational Land Imager (OLI) data. Journal of African Earth Sciences, 170, 103933.
  • Traore, M., Çan, T., Tekin, S., 2020b. Discrimination of iron deposits using feature oriented principal component selection and band ratio methods: Eastern Taurus/TURKEY. International Journal of Environment and Geoinformatics, 7(2), 147-156.
  • Traore, M., Çan, T., Tekin, S., 2022. Mapping carbonate-hosted Pb-Zn mineralization zones in Yahyali Province (Eastern Taurus-Turkey) using ASTER data. Advances in Space Research, 69(1), 266-281.
  • Turan, T.İ., Diker, C., 2022. Remote sensing of Listvenite rock for Kaymaz Gold Deposit, Eskişehir-Türkiye. Journal of Geochemical Exploration, 243, 107110.
  • Xiong, Y., Khan, S. D., Mahmood, K., Sisson, V.B., 2011. Lithological mapping of Bela ophiolite with remote-sensing data. International journal of remote sensing, 32(16), 4641-4658.
  • Van der Meer, F.D., Van der Werff, H. M., Van Ruitenbeek, F. J., Hecker, C.A., Bakker, W. H., Noomen, M.F., van der Meijde, M., Carranza, E.J.M., de Smeth, J.B., Woldai, T., 2012. Multi-and hyperspectral geologic remote sensing: A review. International Journal of Applied Earth Observation and Geoinformation, 14(1), 112-128.
  • van der Meer, F., Kopačková, V., Koucká, L., van der Werff, H. M., van Ruitenbeek, F. J., Bakker, W.H., 2018. Wavelength feature mapping as a proxy to mineral chemistry for investigating geologic systems: An example from the Rodalquilar epithermal system. International journal of applied earth observation and geoinformation, 64, 237-248.
  • Yajima, T., Yamaguchi, Y., 2013. Geological mapping of the Francistown area in northeastern Botswana by surface temperature and spectral emissivity information derived from Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) thermal infrared data. Ore Geology Reviews, 53, 134-144.
  • Yamaguchi, Y., Naito, C., 2003. Spectral indices for lithologic discrimination and mapping by using the ASTER SWIR bands. International Journal of Remote Sensing, 24(22), 4311-4323.
  • Yang, W., Zheng, Y., Chen, S., Duan, X., Zhou, Y., Xu, X., 2023. Chromite-Bearing Peridotite Identification, Based on Spectral Analysis and Machine Learning: A Case Study of the Luobusa Area, Tibet, China. Applied Sciences, 13(16), 9325.
  • Zhang, R., Zeng, M., 2018. Mapping lithologic components of ophiolitic mélanges based on ASTER spectral analysis: A case study from the Bangong-Nujiang Suture Zone (Tibet, China). ISPRS International Journal of Geo-Information, 7(1), 34.
Toplam 88 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Genel Jeoloji, Yer Bilimleri ve Jeoloji Mühendisliği (Diğer)
Bölüm Araştırma Makaleleri
Yazarlar

Alper Şen 0000-0002-8047-0330

Mutlu Özkan 0000-0002-9948-488X

Ömer Faruk Çelik 0000-0003-2369-4810

Rahmi Melih Çörtük 0000-0001-8709-5943

Erken Görünüm Tarihi 5 Ocak 2024
Yayımlanma Tarihi 31 Aralık 2023
Gönderilme Tarihi 7 Kasım 2023
Kabul Tarihi 24 Kasım 2023
Yayımlandığı Sayı Yıl 2023 Cilt: 58 Sayı: 1

Kaynak Göster

APA Şen, A., Özkan, M., Çelik, Ö. F., Çörtük, R. M. (2023). Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması. Geosound, 58(1), 40-74.
AMA Şen A, Özkan M, Çelik ÖF, Çörtük RM. Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması. Geosound. Aralık 2023;58(1):40-74.
Chicago Şen, Alper, Mutlu Özkan, Ömer Faruk Çelik, ve Rahmi Melih Çörtük. “Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER Multispektral Verileriyle Haritalanması”. Geosound 58, sy. 1 (Aralık 2023): 40-74.
EndNote Şen A, Özkan M, Çelik ÖF, Çörtük RM (01 Aralık 2023) Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması. Geosound 58 1 40–74.
IEEE A. Şen, M. Özkan, Ö. F. Çelik, ve R. M. Çörtük, “Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması”, Geosound, c. 58, sy. 1, ss. 40–74, 2023.
ISNAD Şen, Alper vd. “Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER Multispektral Verileriyle Haritalanması”. Geosound 58/1 (Aralık 2023), 40-74.
JAMA Şen A, Özkan M, Çelik ÖF, Çörtük RM. Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması. Geosound. 2023;58:40–74.
MLA Şen, Alper vd. “Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER Multispektral Verileriyle Haritalanması”. Geosound, c. 58, sy. 1, 2023, ss. 40-74.
Vancouver Şen A, Özkan M, Çelik ÖF, Çörtük RM. Yeşilova Ofiyolitik Kayaçlarının (Batı Toroslar, Güneybatı Türkiye) ASTER multispektral verileriyle Haritalanması. Geosound. 2023;58(1):40-74.