Detection of Population Density, LULC Variation and Cross-Regional Similarities Using K-Means Clustering Algorithm in Istanbul Example

Selvinaz Gülçin Bozkurt; Lütfiye Kuşak

Makale detayları

Detection of Population Density, LULC Variation and Cross-Regional Similarities Using K-Means Clustering Algorithm in Istanbul Example

Yazarlar:

Selvinaz Gülçin Bozkurt | Lütfiye Kuşak

Yayıncı:

Süleyman Demirel University

Ana Başlıklar:

Land Use and Environmental Planning

Dergi:

Journal of Architectural Sciences and Applications Vol.9 Issue 1, pp.69-86

Belge Tipi:

Makale

Yayın Tarihi:

7/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001323076

pISSN:

2548-0170

Anahtar kelimeler:

Özet:

 In this study, the effect of urban sprawl on land change in Istanbul was examined using Geographic Information System GIS technologies and the CORINE Land Cover CLC data set produced for the years 1990-2018 and population information. According to this; It has been determined that urban sprawl in the study area has increased due to population growth, especially industrial units, city structures, mines and construction sites have increased by approximately 9, while maquis areas, arable, mixed agricultural areas and forest areas have decreased by 9. According to the K-means application, similarities in the districts were revealed between 1990 and 2018. According to the results obtained, it was determined that the districts that were in clusters with similar characteristics in the 1990s changed over time and were located in different clusters. As a result, it is predicted in the study that urban sprawl will increase further due to population growth in Istanbul.

 In this study, the effect of urban sprawl on land change in Istanbul was examined using Geographic Information System GIS technologies and the CORINE Land Cover CLC data set produced for the years 1990-2018 and population information. According to this; It has been determined that urban sprawl in the study area has increased due to population growth, especially industrial units, city structures, mines and construction sites have increased by approximately 9, while maquis areas, arable, mixed agricultural areas and forest areas have decreased by 9. According to the K-means application, similarities in the districts were revealed between 1990 and 2018. According to the results obtained, it was determined that the districts that were in clusters with similar characteristics in the 1990s changed over time and were located in different clusters. As a result, it is predicted in the study that urban sprawl will increase further due to population growth in Istanbul.

 In this study, the effect of urban sprawl on land change in Istanbul was examined using Geographic Information System GIS technologies and the CORINE Land Cover CLC data set produced for the years 1990-2018 and population information. According to this; It has been determined that urban sprawl in the study area has increased due to population growth, especially industrial units, city structures, mines and construction sites have increased by approximately 9, while maquis areas, arable, mixed agricultural areas and forest areas have decreased by 9. According to the K-means application, similarities in the districts were revealed between 1990 and 2018. According to the results obtained, it was determined that the districts that were in clusters with similar characteristics in the 1990s changed over time and were located in different clusters. As a result, it is predicted in the study that urban sprawl will increase further due to population growth in Istanbul.

 Bu çalışmada Coğrafi Bilgi Sistemi CBS teknolojileri kullanarak, 1990-2018 yılları için üretilen CORINE Arazi Örtüsü CLC veri setinden ve nüfus bilgilerinden yararlanarak İstanbulda kentsel saçaklanmanın arazi değişimi üzerindeki etkisi incelenmiştir. Buna göre; çalışma alanında kentsel saçaklanmanın nüfus artışına bağlı olarak arttığı özellikle endüstri birimleri, şehir yapısı, maden ve inşaat sahalarının yaklaşık  9 oranında artış gösterdiği buna karşılık makilik alanlar, ekilebilir, karışık tarım alanları ve ormanlık alanların  9 oranında azaldığı tespit edilmiştir. K-means uygulamasına göre 1990 ve 2018 yıllarında ilçelerdeki benzerlikler ortaya çıkarılmıştır. Elde edilen sonuçlara göre 1990lı yıllarda benzer özellikler gösteren kümelerde bulunan ilçelerin zamanla değişim gösterdiği ve farklı kümeler içerisinde yer aldığı tespit edilmiştir. Sonuç olarak çalışmada İstanbulda nüfus artışına bağlı olarak kentsel saçaklanmanın daha fazla artacağı öngörülmüştür.

Makale detayları

Detection of Population Density, LULC Variation and Cross-Regional Similarities Using K-Means Clustering Algorithm in Istanbul Example

Yazarlar:

Selvinaz Gülçin Bozkurt | Lütfiye Kuşak

Yayıncı:

Süleyman Demirel University

Ana Başlıklar:

Land Use and Environmental Planning

Dergi:

Journal of Architectural Sciences and Applications Vol.9 Issue 1, pp.69-86

Belge Tipi:

Makale

Yayın Tarihi:

7/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001323076

pISSN:

2548-0170

Urbanization

urban development

natural areas

conservation

IstanbulKentleşme

kentsel gelişme

doğal alanlar

koruma

İstanbul

Sayı

Makale detayları

Yazarlar: Selvinaz Gülçin Bozkurt | Lütfiye Kuşak

Yayıncı: Süleyman Demirel University

Ana Başlıklar: Land Use and Environmental Planning

Dergi: Journal of Architectural Sciences and Applications Vol.9 Issue 1, pp.69-86

Belge Tipi: Makale

Yayın Tarihi: 7/2024

Belge Dili: İngilizce

Document ID (Org No.): 2001323076

pISSN: 2548-0170

Sayı

Yazarlar:

Selvinaz Gülçin Bozkurt | Lütfiye Kuşak

Yayıncı:

Süleyman Demirel University

Ana Başlıklar:

Land Use and Environmental Planning

Dergi:

Journal of Architectural Sciences and Applications Vol.9 Issue 1, pp.69-86

Belge Tipi:

Makale

Yayın Tarihi:

7/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001323076

pISSN:

2548-0170