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DOI :10.30897/ijegeo.1416618   IUP :10.30897/ijegeo.1416618    Tam Metin (PDF)

Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example

Gökhan GökdemirMustafa Ertürk

Urban spaces are concentrated in certain functions to meet the needs and desires of the urbanites. However, for each city, different functions and the value of the space to meet these functions are different. In this study, spatial entropy analysis of Antalya, the most important tourism city of our country, was carried out through GLCM Entropy analysis, one of the texture parameter methods. In the study, firstly, function areas and function spaces were determined. A 5-meter resolution Esri Satellite Image for 2022 was obtained to perform texture parameter analyses. The satellite image was scaled to include the whole city and urban spaces with QGIS software, and then the general entropy values of the city were calculated with Definies software. Then, selected urban spaces with different functions were extracted from the satellite image and subjected to entropy analyses. According to the results obtained, the areas with the highest entropy difference for Antalya city were determined as airport and seaport, which are transportation and trade places. For Antalya, which has poor road access to the world due to geographical reasons, it is seen as an important determination in terms of analysis that the places representing air and sea connection come to the fore.


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Referanslar

  • Acar, E., Özerdem, M. S. (2012). Kızıltepe Agricultural Classification of Kızıltepe Agricultural Field Images According to Crop Product Development (Kızıltepe Tarımsal Kızıltepe Tarımsal Alan İmgelerinin Ekinin Ürün Gelişimine Göre Sınıflandırılması). Türkiye Bilişim Vakfı Bilgisayar Bilimleri ve Mühendisliği Dergisi, 5(1). google scholar
  • Alparslan, E., Aydöner, C., Yüce, H., Dönertaş, A. S. (2004). Determination of Changes in Coastal Area Texture of Marmara Sea in Istanbul Province by Landsat Satellite Image Analysis (İstanbul İli Marmara Denizi Kıyısal Alan Dokusu Değişikliklerin Landsat Uydu Görüntü Analizi ile Belirlenmesi). jiP, 1, 0. google scholar
  • Altan, İ. (1993). Concept of Space in Architecture (Mimarlikta Mekan Kavramı). Psikoloji Çalışmaları, 19, 75-88. google scholar
  • Baraldi, A., Panniggiani, F. (1995). An investigation of the textural characteristics associated with gray level cooccurrence matrix statistical parameters. IEEE transactions on geoscience and remote sensing, 33(2), 293-304. google scholar
  • Barner, M., Cottineau, C., Molinero, C., Salat, H., Stanilov, K., Arcaute, E. (2017). Multiscale entropy in the spatial context of cities. arXiv preprint arXiv:1711.09817. google scholar
  • Batty, M. (1974). Urban Density and Entropy Functions. Journal of Cybernetics, 4(2), 41-55. doi:10.1080/01969727408546065 google scholar
  • Bayartan, M. (2007). Urban Functions, Effects of Special Functions on Urban Development and Trabzon Example (Kentsel Fonksiyonlar, Özel Fonksiyonların Kentsel Gelişime Etkileri ve Trabzon Örneği). Karadeniz İncelemeleri Dergisi, 1(2), 123-136. google scholar
  • Belge, R. (2018). Geographical elements that make up Denizli city identity (Denizli kent kimliğini oluşturan coğrafi öğeler). Ege Coğrafya Dergisi, 27(2), 167-181. google scholar
  • Beliakov, G., James, S., Troiano, L. (2008). Texture recognition by using GLCM and various aggregation functions. Paper presented at the 2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence). google scholar
  • Beyazıt, E., Güneş, M. (2020). Globalization and Urban Identity: Erosion of Urban Values in the Process of Globalization (Küreselleşme ve Kent Kimliği: Kentsel Değerlerin Küreselleşme Sürecinde Aşınması). Journal of Academic Value Studies, 3(9), 323-331. google scholar
  • Bostancı, S. H., Ocakçı, M. (2009). Evaluating the design qualities of city silhouettes with the entropy approach (Kent siluetlerine ilişkin tasarım niteliklerinin, entropi yaklaşımı ile değerlendirilmesi). İTÜDERGİSİ/a, 8(2). google scholar
  • Budak, S., Kavanoz, S. (2019). The Process of Highlighting Small Settlements with Their Local and Unique Values: Urban Tourism in the Age of Globalization (Küçük Yerleşimlerin Yerel ve Özgün Değerleriyle Öne Çıkarılma Süreci: Küreselleşme Çağında Kent Turizmi). SİYASAL: Journal of Political Sciences, 28, 117-140. doi:10.26650/siyasal.2019.28.2.0043 google scholar
  • Cabral, P., Augusto, G., Tewolde, M., Araya, Y. (2013). Entropy in Urban Systems. Entropy, 15(12), 52235236. google scholar
  • Chen, Y., Wang, J., Feng, J. (2017). Understanding the fractal dimensions of urban forms through spatial entropy. Entropy, 19(11), 600. google scholar
  • Coutrot, A., Manley, E., Goodroe, S., Gahnstrom, C., Filomena, G., Yesiltepe, D., Hornberger, M. (2022). Entropy of city street networks linked to future spatial navigation ability. Nature, 604(7904), 104110. google scholar
  • Çalışkan, A., Emrullah, A., Yılmaz, K. (2012). Palm Recognition System with GLCM Based K-NN Classifier Model (GLCM Tabanlı K-NN google scholar
  • Sınıflandırıcı Modeli ile Avuç İçi Tanıma Sistemi). Batman Üniversitesi Yaşam Bilimleri Dergisi, 1(2), 1-10. google scholar
  • Demirhan, A., Güler, İ. (2010). Image Segmentation with Self-Organizing Map Networks and Gray Level Co-Occurrence Matrices (Özörgütlemeli Harita Ağlari Ve Gri Düzey Eş Oluşum Matrisleri Ile Görüntü Bölütleme). Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi, 25(2). google scholar
  • Duman, Y., Bilgili, A. (2022). The Impact of Cities on Climate Change: The Importance of Cities and Successful Application Examples in Combating Climate Change (Kentlerin İklim Değişikliği Üzerine Etkisi: İklim Değişikliği İle Mücadelede Kentlerin Önemi ve Başarılı Uygulama Örnekleri). Vizyoner Yönetim, 119-136. google scholar
  • Ekinoglu, H., Kubat, A. S., Plunz, R. (2017). Modeling spatial wholeness in cities using information entropy theory. A| Z ITU Journal of the Faculty of Architecture, 14(3), 67-81. google scholar
  • Gehl, J. (2020). Cities For People (İnsan için kentler): Koç Üniversitesi. google scholar
  • Gudmundsson, A., Mohajeri, N. (2013). Entropy and order in urban street networks. Scientific reports, 3(1), 3324. google scholar
  • Haralick, R. M. (1979). Statistical and structural approaches to texture. Proceedings of the IEEE, 67(5), 786-804. google scholar
  • Haralick, R. M., Shanmugam, K., Dinstein, I. (1973). Textural Features for Image Classification. Ieee Transactions on Systems Man and Cybernetics, Smc3(6), 610-621. doi: 10.1109/Tsmc.1973.4309314 google scholar
  • Horng, M.-H. (2003). Texture feature coding method for texture classification. Optical Engineering, 42(1), 228-238. google scholar
  • Hu, Y., Zhao, C.-x., Wang, H.-n. (2008). Directional analysis of texture images using gray level co-occurrence matrix. Paper presented at the 2008 IEEE Pacific-Asia workshop on computational intelligence and industrial application. google scholar
  • Judd, D. R., Fainstein, S. S. (1999). The tourist city: Yale University Press. google scholar
  • Kapur, J. N., Sahoo, P. K., Wong, A. K. (1985). A new method for gray-level picture thresholding using the entropy of the histogram. Computer vision, graphics, and image processing, 29(3), 273-285. google scholar
  • Karakurt, E. (2006). Suggestions for organizing urban space: modern urban planning approach and postmodern urban planning approach (Kentsel mekanı düzenleme önerileri: modern kent planlama anlayışı ve postmodern kent planlama anlayışı). Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi(26), 1-25. google scholar
  • Konuk, G. (1992). Urban design as a synthesis of time and space (Zaman ve mekanın bir sentezi olarak kentsel tasarım). Kentsel Tasarım ve Uygulamalar Sempozyumu, 66-81. google scholar
  • Li, X., Claramunt, C. (2006). A spatial entropy-based decision tree for classification of geographical information. Transactions in GIS, 10(3), 451-467. google scholar
  • Löfstedt, T., Brynolfsson, P., Asklund, T., Nyholm, T., Garpebring, A. (2019). Gray-level invariant Haralick texture features. PloS one, 14(2), e0212110. google scholar
  • Marchettini, N., Pulselli, F., Tiezzi, E. (2006). Entropy and the city. WIT Trans. Ecol. Environ, 93, 263-272. google scholar
  • Ökmen, M., Parlak, B. (2008). Turkish Urban Administrations from Modernization to Globalization: Basic Characteristics, Problems and Projections (Modernleşmeden Küreselleşmeye Türk Kent Yönetimleri: Temel Nitelikler, Sorunlar ve Projeksiyonlar). Karamanoğlu Mehmetbey Üniversitesi Sosyal ve Ekonomik Araştırmalar Dergisi, 2008(2), 199-259. google scholar
  • Ölmez, E. (2021). Entropy approach in remote sensing and GIS applications in the analysis of historical places: "Example of the Ancient City of Xanthos" (Tarihsel mekanların analizinde uzaktan algılama ve CBS uygulamalarında entropi yaklaşımı:" Ksanthos Antik Kenti Örneği"). Akdeniz Üniversitesi Fen Bilimleri Enstitüsü, Master Thesis. google scholar
  • Özen, İ., Aptoula, E. (2016). Texture Description Based on Co-occurrence of Morphological Features (Biçimbilimsel Özniteliklerin Eş-Oluşumlarına Dayalı Doku Betimleme). Paper presented at the 18. Akademik Bilişim Konferansı, Aydın. google scholar
  • Öztürk, D. (2017). Examining Urban Sprawl with Shannon Entropy and Fractal Analysis: Samsun Example (Shannon Entropi ve Fraktal Analiz ile Kentsel Yayılmanın İncelenmesi: Samsun Örneği). Türkiye Harita Bilimsel ve Teknik Kurultayı, 3(6). google scholar
  • Pender, L., Sharpley, R. (2005). The Management of Tourism: SAGE Publications. google scholar
  • Pesaresi, M. (2000). Texture analysis for urban pattern recognition using fine-resolution panchromatic satellite imagery. Geographical and Environmental Modelling, 4(1), 43-63. google scholar
  • Purvis, B., Mao, Y., Robinson, D. (2019). Entropy and its Application to Urban Systems. Entropy, 21(1), 56. google scholar
  • Rasmussen, S. E. (1969). Towns and buildings: described in drawings and words (Vol. 112): Mit Press. google scholar
  • Ratti, C., Richens, P. (1999). Urban Texture Analysis With Image Processing Techniques. Paper presented at the Computers in Building: Proceedings of the CAADfutures’ 99 Conference. Proceedings of the google scholar
  • Eighth International Conference on Computer Aided Architectural Design Futures held at Georgia Institute of Technology, Atlanta, Georgia, USA on June 7-8, 1999. google scholar
  • Rondinel-Oviedo, D. R., Keena, N. (2023). Entropy and Cities: A Bibliographic Analysis towards More Circular and Sustainable Urban Environments. Entropy, 25(3). doi:ARTN 532.10.3390/e25030532 google scholar
  • Salihoğlu, T. (2020). Determining the Boundaries of Central Areas in Istanbul with the Help of GIS (CBS Yardımıyla İstanbul’daki Merkez Alanların Sınırlarının Belirlenmesi). Geomatik, 5(3), 201-208. google scholar
  • Sarı, S., Türk, T. (2021). An investigation of urban development with geographical information systems: 100-year change of Sivas City, Turkey. International Journal of Engineering and Geosciences, 6(1), 51-63. google scholar
  • Sathyamoorthy, D. (2013). Çoklu ölçekli sayısal yükseklik modellerinden çıkarılan fizyografik detaylara ait yüzey doku özelliklerinin gri düzey eş-oluşum matrisi ile analizi. Jeodezi ve Jeoinformasyon Dergisi(107), 59-69. google scholar
  • Shiozaki, A. (1986). Edge extraction using entropy operator. Computer vision, graphics, and image processing, 36(1), 1-9. google scholar
  • Tang, J., Zhang, S., Chen, X., Liu, F., Zou, Y. (2018). Taxi trips distribution modeling based on Entropy-Maximizing theory: A case study in Harbin city— China. Physica A: Statistical Mechanics and its Applications, 493, 430-443. google scholar
  • Tümtaş, S., Ergun, C. (2016). Globalization and Its Effects on Cities (Küreselleşme ve Kentlere Etkileri). Süleyman Demirel Üniversitesi Fen-Edebiyat Fakültesi Sosyal Bilimler Dergisi(37), 135150. google scholar
  • Verzosa, L. C. O., Gonzalez, R. M. (2010). Remote sensing, geographic information systems and Shannon’s entropy: Measuring urban sprawl in a mountainous environment: na. google scholar
  • Wang, C., Zhao, H. (2018). Spatial heterogeneity analysis: Introducing a new form of spatial entropy. Entropy, 20(6), 398. google scholar
  • Yeh, A. G.-O., Li, X. (2001). Measurement and monitoring of urban sprawl in a rapidly growing region using entropy. Photogrammetric engineering and remote sensing. google scholar
  • Zaim, A., Sawalha, A., Quweider, M., Iglesias, J., Tang, R. (2006). A new method for iris recognition using gray-level coccurence matrix. Paper presented at the 2006 IEEE International Conference on Electro/Information Technology. google scholar

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APA

Gökdemir, G., & Ertürk, M. (2024). Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example. International Journal of Environment and Geoinformatics, 11(2), 18-28. https://doi.org/10.30897/ijegeo.1416618


AMA

Gökdemir G, Ertürk M. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example. International Journal of Environment and Geoinformatics. 2024;11(2):18-28. https://doi.org/10.30897/ijegeo.1416618


ABNT

Gökdemir, G.; Ertürk, M. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example. International Journal of Environment and Geoinformatics, [Publisher Location], v. 11, n. 2, p. 18-28, 2024.


Chicago: Author-Date Style

Gökdemir, Gökhan, and Mustafa Ertürk. 2024. “Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example.” International Journal of Environment and Geoinformatics 11, no. 2: 18-28. https://doi.org/10.30897/ijegeo.1416618


Chicago: Humanities Style

Gökdemir, Gökhan, and Mustafa Ertürk. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example.” International Journal of Environment and Geoinformatics 11, no. 2 (Dec. 2024): 18-28. https://doi.org/10.30897/ijegeo.1416618


Harvard: Australian Style

Gökdemir, G & Ertürk, M 2024, 'Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example', International Journal of Environment and Geoinformatics, vol. 11, no. 2, pp. 18-28, viewed 23 Dec. 2024, https://doi.org/10.30897/ijegeo.1416618


Harvard: Author-Date Style

Gökdemir, G. and Ertürk, M. (2024) ‘Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example’, International Journal of Environment and Geoinformatics, 11(2), pp. 18-28. https://doi.org/10.30897/ijegeo.1416618 (23 Dec. 2024).


MLA

Gökdemir, Gökhan, and Mustafa Ertürk. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example.” International Journal of Environment and Geoinformatics, vol. 11, no. 2, 2024, pp. 18-28. [Database Container], https://doi.org/10.30897/ijegeo.1416618


Vancouver

Gökdemir G, Ertürk M. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example. International Journal of Environment and Geoinformatics [Internet]. 23 Dec. 2024 [cited 23 Dec. 2024];11(2):18-28. Available from: https://doi.org/10.30897/ijegeo.1416618 doi: 10.30897/ijegeo.1416618


ISNAD

Gökdemir, Gökhan - Ertürk, Mustafa. Use of GLCM Entropy Parameter in the Analysis of Urban Function Spaces; Antalya City Example”. International Journal of Environment and Geoinformatics 11/2 (Dec. 2024): 18-28. https://doi.org/10.30897/ijegeo.1416618



ZAMAN ÇİZELGESİ


Gönderim09.01.2024
Kabul02.06.2024
Çevrimiçi Yayınlanma16.06.2024

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