Analysis of Urban Form Dynamics in The Suburbs of Surakarta City 2013-2023
Abstract
Urban Form has become necessary for city planning management to see the sustainability of a city. A better understanding of different urban forms is imperative to facilitate the evolution of cities towards a more sustainable urban development trajectory in the future. The study aims to analyze the dynamics of urban form and the changes in land cover within the peri-urban area of Surakarta City, which is directly influenced by the development of Surakarta City. The analysis was conducted from a landscape ecology perspective, employing a spatial metrics approach at the landscape level to assess the dynamics of urban form using quantitative descriptive, including a spatial approach. A similar approach was adopted at the class level in order to examine the dynamics of land cover changes. The results of the image analysis were validated using the Kappa index, yielding an image accuracy level of 0.86 (86%). The results of this study show that the urban form in the peri-urban area of Surakarta City tends to move towards a compact urban form. Meanwhile, each land cover, vegetation, and water body become increasingly fragmented, with areas becoming narrower as time passes. Built-up and agricultural land are becoming more compact and concentrated along with development. In conclusion, the dynamics of urban form in the peri-urban area of Surakarta City tends to lead to compact urban form.
References
Abdo, Z. A., & Prakash, S. (2020). A Review paper on monitoring environmental consequences of land cover dynamics with the help of geo-informatics technologies. Geosfera Indonesia, 5(3), 364. https://doi.org/10.19184/geosi.v5i3.18284
Al-saffar, M., & Sen, H. L. (2022). Urban form and the sustainable and prosperous cities. XXVIII International Seminar on Urban Form ISUF. https://doi.org/10.17868/strath.00080509
Anua, S. N., & Wong, W. V. C. (2022). Utilizing Landsat 8 OLI for land cover classification in plantations area. IOP Conference Series: Earth and Environmental Science, 1053(1). https://doi.org/10.1088/1755-1315/1053/1/012027
Aulia, F. N. (2018). Kajian Transformasi Spasial dan Dampaknya Terhadap Kualitas Permukiman di Kecamatan Grogol Kabupaten Sukoharjo Tahun 2006-2016. Thesis: Universitas Sebelas Maret.
Basheer, S., Wang, X., Farooque, A. A., Nawaz, R. A., Liu, K., Adekanmbi, T., & Liu, S. (2022). Comparison of Land Use Land Cover Classifiers using different satellite imagery and machine learning techniques. Remote Sensing, 14(19), 1–18. https://doi.org/10.3390/rs14194978
Bhat, P. A., Shafiq, M. ul, Mir, A. A., & Ahmed, P. (2017). Urban sprawl and its impact on land use/land cover dynamics of Dehradun City, India. International Journal of Sustainable Built Environment, 6(2), 513–521. https://doi.org/10.1016/j.ijsbe.2017.10.003
Boonpook, W., Tan, Y., Nardkulpat, A., Torsri, K., Torteeka, P., Kamsing, P., … Jainaen, M. (2023). Deep learning semantic segmentation for land use and land cover types using landsat 8 Imagery. ISPRS International Journal of Geo-Information, 12(1). https://doi.org/10.3390/ijgi12010014
Buchori, I., Pangi, P., Pramitasari, A., Basuki, Y., & Wahyu Sejati, A. (2020). Urban Expansion and Welfare Change in a Medium-sized Suburban City: Surakarta, Indonesia. Environment and Urbanization ASIA, 11(1), 78–101. https://doi.org/10.1177/0975425320909922
Bungsu, D. P., & Arif, D. A. (2023). Identification of land cover of surface temperature in kota pariaman using landsat imagery 8-oli. International Remote Sensing Applied Journal, 2(1), 1–7. https://doi.org/10.24036/irsaj.v2i1.19
Cattivelli, V. (2021). Planning peri-urban areas at regional level: The experience of Lombardy and Emilia-Romagna (Italy). Land Use Policy, 103, 105282. https://doi.org/10.1016/j.landusepol.2021.105282
Cengiz, S., Görmüş, S., & Oğuz, D. (2022). Analysis of the urban growth pattern through spatial metrics; Ankara City. Land Use Policy, 112. https://doi.org/10.1016/j.landusepol.2021.105812
Clifton, K., Ewing, R., Knaap, G. J., & Song, Y. (2008). Quantitative analysis of urban form: A multidisciplinary review. Journal of Urbanism, 1(1), 17–45. https://doi.org/10.1080/17549170801903496
Deng, H., Zhang, K., Wang, F., & Dang, A. (2021). Compact or disperse? Evolution patterns and coupling of urban land expansion and population distribution evolution of major cities in China, 1998–2018. Habitat International, 108, 102324. https://doi.org/10.1016/j.habitatint.2021.102324
Dupras, J., Marull, J., Parcerisas, L., Coll, F., Gonzalez, A., Girard, M., & Tello, E. (2016). Environmental Science & Policy The impacts of urban sprawl on ecological connectivity in the Montreal Metropolitan Region. Environmental Science and Policy, 58, 61–73. https://doi.org/10.1016/j.envsci.2016.01.005
Estrada V. M., Zumelzu, A., & Rodríguez, L. (2022). Exploring nodality and connectivity as dimensions to promote sustainable urban form in medium-sized Chilean cities: the case of Isla Teja in Valdivia. Journal of Urbanism, 15(4), 470–490. https://doi.org/10.1080/17549175.2021.1908402
Fawzi, N. I., & Husna, V. N. (2021). Landsat 8 “Sebuah Teori dan Teknik Pemrosesan Tingkat Dasar.” El –Markazi.
Fitriana, A. L., Subiyanto, S., & Firdaus, H. S. (2017). Model Cellular Automata Markov untuk prediksi perkembangan fisik wilayah permukiman Kota Surakarta menggunakan Sistem Informasi Geografis. Jurnal Geodesi Undip, 6(4), 246–253. https://doi.org/10.14710/jgundip.2017.18149
Handayanto, R. T., Tripathi, N. K., Kim, S. M., & Guha, S. (2017). Achieving a sustainable urban form through land use optimisation: Insights from Bekasi City’s land-use plan (2010-2030). Sustainability (Switzerland), 9(2). https://doi.org/10.3390/su9020221
Hermand, S., & Quesada, M. G. (2019). Rethinking the impact of urban form in sustainable urban planning policy. European Journal of Sustainable Development, 8(2), 325. https://doi.org/10.14207/ejsd.2019.v8n2p325
Hosea, H., Pravitasari, A. E., Setiawan, Y., & Rustiadi, E. (2019). Landscape metric in the analysis of urban form in Cekungan Bandung urban region. In Sixth international symposium on LAPAN-IPB satellite (December 2019). https://doi.org/10.1117/12.2541668
Imron, H. A. (2017). Peran sampling dan distibusi data dalam penelitian komunikasi pendekatan kuantitatif. Jurnal Studi Komunikasi dan Media, 21(1), 111. https://doi.org/10.31445/jskm.2017.210109
Indraja, G., Aashi, A., & Vema, V. K. (2024). Spatial and temporal classification and prediction of LULC in Brahmani and Baitarni basin using integrated cellular automata models. Environmental Monitoring and Assessment, 196(2). https://doi.org/10.1007/s10661-023-12289-0
Istanabi, T., Mauludya, Y. E., & Miladan, N. (2023). Compact or Fragmented? The Development of Spatial Pattern in Southern Peri Urban Area of Surakarta City Using Spatial Metric Analysis. IOP Conference Series: Earth and Environmental Science, 1264, (1). https://doi.org/10.1088/1755-1315/1264/1/012008
Jabareen, Y. R. (2006). Sustainable urban forms: Their typologies, models, and concepts. Journal of Planning Education and Research, 26(1), 38–52. https://doi.org/10.1177/0739456X05285119
Jaeger, J. A. (2000). Landscape division, splitting index, and effective mesh size: new measures of landscape fragmentation. Landscape ecology, 15, 115-130. https://doi.org/10.1023/A:1008129329289
Jatayu, A., Rustiadi, E., & Pribadi, D. O. (2020). A quantitative approach to characterizing the changes and managing urban form for sustaining the suburb of a mega-urban region: The case of north cianjur. Sustainability (Switzerland), 12(19), 1–21. https://doi.org/10.3390/su12198085
Jatayu, A., Saizen, I., Rustiadi, E., Pribadi, D. O., & Juanda, B. (2022). Urban form dynamics and modelling towards sustainable hinterland development in North Cianjur, Jakarta–Bandung Mega-Urban Region. Sustainability (Switzerland), 14(2). https://doi.org/10.3390/su14020907
Kang, S., Yeom, J., & Jung, J. (2021). Urban form and natural hazards: Exploring the dual aspect concept of urban forms on flood damage. Sustainability (Switzerland), 13(16). https://doi.org/10.3390/su13169007
Krishnan, A., & Ramasamy, J. (2022). An Assessment of land use and land cover changes in muthupet mangrove forest, using time series analysis 1975-2015, Tamilnadu, India. Geosfera Indonesia, 7(2), 119. https://doi.org/10.19184/geosi.v7i2.28077
Kurnianingsih, N. A., Pratami, M., & Putri, M. B. (2021). Karakteristik pertumbuhan penduduk perdesaan pada perkembangan wilayah peri-urban di Perbatasan Kota Surakarta. Journal of Science and Applicative Technology, 5(1), 138. https://doi.org/10.35472/jsat.v5i1.420
Lemoine-Rodriguez, R., Inostroza, L., & Zepp, H. (2020). Urban form datasets of 194 cities delineated based on the contiguous urban fabric for 1990 and 2015. Data in Brief, 33, 106369. https://doi.org/10.1016/j.dib.2020.106369
Li, C., Cai, R., Tian, W., Yuan, J., & Mi, X. (2023). Land Cover Classification by Gaofen Satellite Images Based on CART Algorithm in Yuli County, Xinjiang, China. Sustainability (Switzerland), 15(3). https://doi.org/10.3390/su15032535
Lu, Y., Song, W., & Lyu, Q. (2022). Assessing the effects of the new-type urbanization policy on rural settlement evolution using a multi-agent model. Habitat International, 127, 102622. https://doi.org/10.1016/j.habitatint.2022.102622
Maimaiti, A., Wang, L. M., Yan, F., Zhang, J., & Ma, Y. X. (2017). Quantitative analysis of land use and land cover changes from the multi-temporal remote sensing data in the Bosten Lake Basin, Chinese Tian Shan. IOP Conference Series: Earth and Environmental Science, 74(1). https://doi.org/10.1088/1755-1315/74/1/012011
McGarigal, K., Ene, E., & Cushman, S. (1995). What is FRAGSTATS. University of Florida.
Momeni, E., & Antipova, A. (2022). A micro-level analysis of commuting and urban land using the Simpson’s index and socio-demographic factors. Applied Geography, 145, 102755. https://doi.org/10.1016/j.apgeog.2022.102755
Naikoo, M. W., Rihan, M., Ishtiaque, M., & Shahfahad. (2020). Analyses of land use land cover (LULC) change and built-up expansion in the suburb of a metropolitan city: Spatio-temporal analysis of Delhi NCR using landsat datasets. Journal of Urban Management, 9(3), 347–359. https://doi.org/10.1016/j.jum.2020.05.004
Oo, T. K., Arunrat, N., Sereenonchai, S., Ussawarujikulchai, A., Chareonwong, U., & Nutmagul, W. (2022). Comparing four machine learning algorithms for land cover classification in gold mining: A Case Study of Kyaukpahto Gold Mine, Northern Myanmar. Sustainability (Switzerland), 14(17). https://doi.org/10.3390/su141710754
Permatasari, D., & Pradoto, W. (2019). Analisis perkembangan Kecamatan Colomadu dan Kecamatan Grogol sebagai PKLP Dan WPU Surakarta Berdasarkan Faktor Internal. Jurnal Pengembangan Kota, 7(2), 172–180. https://doi.org/10.14710/jpk.7.2.172-180
Petsas, P., Almpanidou, V., & Mazaris, A. D. (2021). Landscape connectivity analysis: new metrics that account for patch quality, neighbors’ attributes and robust connections. Landscape Ecology, 36(11), 3153–3168. https://doi.org/10.1007/s10980-021-01319-2
Rahayu, P., & Rini, E. F. (2020). Kenampakan fisik kota dan daerah peri urban surakarta. Desa-Kota: Jurnal Perencanaan Wilayah, Kota, dan Permukiman, 2(2), 130-142. https://doi.org/10.20961/desa-kota.v2i2.41509.130-142
Rahmi, K. I. N., Ali, A., Maghribi, A. A., Aldiansyah, S., & Atiqi, R. (2022). Monitoring of land use land cover change using google earth engine in urban area: Kendari city 2000-2021. IOP Conference Series: Earth and Environmental Science, 950(1). https://doi.org/10.1088/1755-1315/950/1/012081
Rao, Y., Dai, J., Dai, D., He, Q., & Wang, H. (2021). Effect of compactness of urban growth on regional landscape ecological security. Land, 10(8), 848. https://doi.org/10.3390/land10080848
Ray, B., & Shaw, R. (2018). Changing built form and implications on urban resilience: Loss of climate responsive and socially interactive spaces. Procedia Engineering, 212, 117–124. https://doi.org/10.1016/j.proeng.2018.01.016
Rwanga, S. S., & Ndambuki, J. M. (2017). Accuracy Assessment of Land Use/Land Cover Classification Using Remote Sensing and GIS. International Journal of Geosciences, 08(04), 611–622. https://doi.org/10.4236/ijg.2017.84033
Schiavina, M., Melchiorri, M., Corbane, C., Freire, S., & Batista e Silva, F. (2022). Built-up areas are expanding faster than population growth: regional patterns and trajectories in Europe. Journal of Land Use Science, 17(1), 591–608. https://doi.org/10.1080/1747423X.2022.2055184
Schmiedel, I., & Culmsee, H. (2016). The influence of landscape fragmentation, expressed by the “Effective Mesh Size Index”, on regional patterns of vascular plant species richness in Lower Saxony, Germany. Landscape and Urban Planning, 153, 209–220. https://doi.org/10.1016/j.landurbplan.2016.01.012
Setiawan, N. (2007). Penentuan Ukuran Sampel Memakai Rumus Slovin dan Tabel Krejcie-Morgan: Telaah Konsep Dan Aplikasinya. Bandung : Universitas Padjadjaran.
Sertel, E., Topaloğlu, R. H., Şallı, B., Yay Algan, I., & Aksu, G. A. (2018). Comparison of landscape metrics for three different level land cover/land use maps. ISPRS International Journal of Geo-Information, 7(10), 408. https://doi.org/10.3390/ijgi7100408
Sidiq, W. A. B. N., Sanjoto, T. B., & Martuti, N. K. T. (2022). Land use change analysis to springs conditions in Gunungpati Sub-District, Semarang City. Geosfera Indonesia, 7(2), 150. https://doi.org/10.19184/geosi.v7i2.32085
Spanowicz, A. G., & Jaeger, J. A. G. (2019). Measuring landscape connectivity: On the importance of within-patch connectivity. Landscape Ecology, 34(10), 2261–2278. https://doi.org/10.1007/s10980-019-00881-0
Tavares, A. O., Pato, R. L., & Magalhães, M. C. (2012). Spatial and temporal land use change and occupation over the last half century in a peri-urban area. Applied Geography, 34, 432–444. https://doi.org/10.1016/j.apgeog.2012.01.009
Wandl, A., & Magoni, M. (2017). Sustainable Planning of Peri-Urban Areas: Introduction to the Special Issue. Planning Practice and Research, 32(1), 1–3. https://doi.org/10.1080/02697459.2017.1264191
Wulansari, H. (2017). Uji akurasi klasifikasi penggunaan lahan dengan menggunakan metode defuzzifikasi maximum likelihood berbasis Citra Alos Avnir-2. BHUMI: Jurnal Agraria dan Pertanahan, 3(1), 98. https://doi.org/10.31292/jb.v3i1.96
Zhao, Z., Islam, F., Waseem, L. A., Tariq, A., Nawaz, M., Islam, I. U., … Hatamleh, W. A. (2024). Comparison of three machine learning algorithms using google earth engine for land use land cover classification. Rangeland Ecology and Management, 92, 129–137. https://doi.org/10.1016/j.rama.2023.10.007
Al-saffar, M., & Sen, H. L. (2022). Urban form and the sustainable and prosperous cities. XXVIII International Seminar on Urban Form ISUF. https://doi.org/10.17868/strath.00080509
Anua, S. N., & Wong, W. V. C. (2022). Utilizing Landsat 8 OLI for land cover classification in plantations area. IOP Conference Series: Earth and Environmental Science, 1053(1). https://doi.org/10.1088/1755-1315/1053/1/012027
Aulia, F. N. (2018). Kajian Transformasi Spasial dan Dampaknya Terhadap Kualitas Permukiman di Kecamatan Grogol Kabupaten Sukoharjo Tahun 2006-2016. Thesis: Universitas Sebelas Maret.
Basheer, S., Wang, X., Farooque, A. A., Nawaz, R. A., Liu, K., Adekanmbi, T., & Liu, S. (2022). Comparison of Land Use Land Cover Classifiers using different satellite imagery and machine learning techniques. Remote Sensing, 14(19), 1–18. https://doi.org/10.3390/rs14194978
Bhat, P. A., Shafiq, M. ul, Mir, A. A., & Ahmed, P. (2017). Urban sprawl and its impact on land use/land cover dynamics of Dehradun City, India. International Journal of Sustainable Built Environment, 6(2), 513–521. https://doi.org/10.1016/j.ijsbe.2017.10.003
Boonpook, W., Tan, Y., Nardkulpat, A., Torsri, K., Torteeka, P., Kamsing, P., … Jainaen, M. (2023). Deep learning semantic segmentation for land use and land cover types using landsat 8 Imagery. ISPRS International Journal of Geo-Information, 12(1). https://doi.org/10.3390/ijgi12010014
Buchori, I., Pangi, P., Pramitasari, A., Basuki, Y., & Wahyu Sejati, A. (2020). Urban Expansion and Welfare Change in a Medium-sized Suburban City: Surakarta, Indonesia. Environment and Urbanization ASIA, 11(1), 78–101. https://doi.org/10.1177/0975425320909922
Bungsu, D. P., & Arif, D. A. (2023). Identification of land cover of surface temperature in kota pariaman using landsat imagery 8-oli. International Remote Sensing Applied Journal, 2(1), 1–7. https://doi.org/10.24036/irsaj.v2i1.19
Cattivelli, V. (2021). Planning peri-urban areas at regional level: The experience of Lombardy and Emilia-Romagna (Italy). Land Use Policy, 103, 105282. https://doi.org/10.1016/j.landusepol.2021.105282
Cengiz, S., Görmüş, S., & Oğuz, D. (2022). Analysis of the urban growth pattern through spatial metrics; Ankara City. Land Use Policy, 112. https://doi.org/10.1016/j.landusepol.2021.105812
Clifton, K., Ewing, R., Knaap, G. J., & Song, Y. (2008). Quantitative analysis of urban form: A multidisciplinary review. Journal of Urbanism, 1(1), 17–45. https://doi.org/10.1080/17549170801903496
Deng, H., Zhang, K., Wang, F., & Dang, A. (2021). Compact or disperse? Evolution patterns and coupling of urban land expansion and population distribution evolution of major cities in China, 1998–2018. Habitat International, 108, 102324. https://doi.org/10.1016/j.habitatint.2021.102324
Dupras, J., Marull, J., Parcerisas, L., Coll, F., Gonzalez, A., Girard, M., & Tello, E. (2016). Environmental Science & Policy The impacts of urban sprawl on ecological connectivity in the Montreal Metropolitan Region. Environmental Science and Policy, 58, 61–73. https://doi.org/10.1016/j.envsci.2016.01.005
Estrada V. M., Zumelzu, A., & Rodríguez, L. (2022). Exploring nodality and connectivity as dimensions to promote sustainable urban form in medium-sized Chilean cities: the case of Isla Teja in Valdivia. Journal of Urbanism, 15(4), 470–490. https://doi.org/10.1080/17549175.2021.1908402
Fawzi, N. I., & Husna, V. N. (2021). Landsat 8 “Sebuah Teori dan Teknik Pemrosesan Tingkat Dasar.” El –Markazi.
Fitriana, A. L., Subiyanto, S., & Firdaus, H. S. (2017). Model Cellular Automata Markov untuk prediksi perkembangan fisik wilayah permukiman Kota Surakarta menggunakan Sistem Informasi Geografis. Jurnal Geodesi Undip, 6(4), 246–253. https://doi.org/10.14710/jgundip.2017.18149
Handayanto, R. T., Tripathi, N. K., Kim, S. M., & Guha, S. (2017). Achieving a sustainable urban form through land use optimisation: Insights from Bekasi City’s land-use plan (2010-2030). Sustainability (Switzerland), 9(2). https://doi.org/10.3390/su9020221
Hermand, S., & Quesada, M. G. (2019). Rethinking the impact of urban form in sustainable urban planning policy. European Journal of Sustainable Development, 8(2), 325. https://doi.org/10.14207/ejsd.2019.v8n2p325
Hosea, H., Pravitasari, A. E., Setiawan, Y., & Rustiadi, E. (2019). Landscape metric in the analysis of urban form in Cekungan Bandung urban region. In Sixth international symposium on LAPAN-IPB satellite (December 2019). https://doi.org/10.1117/12.2541668
Imron, H. A. (2017). Peran sampling dan distibusi data dalam penelitian komunikasi pendekatan kuantitatif. Jurnal Studi Komunikasi dan Media, 21(1), 111. https://doi.org/10.31445/jskm.2017.210109
Indraja, G., Aashi, A., & Vema, V. K. (2024). Spatial and temporal classification and prediction of LULC in Brahmani and Baitarni basin using integrated cellular automata models. Environmental Monitoring and Assessment, 196(2). https://doi.org/10.1007/s10661-023-12289-0
Istanabi, T., Mauludya, Y. E., & Miladan, N. (2023). Compact or Fragmented? The Development of Spatial Pattern in Southern Peri Urban Area of Surakarta City Using Spatial Metric Analysis. IOP Conference Series: Earth and Environmental Science, 1264, (1). https://doi.org/10.1088/1755-1315/1264/1/012008
Jabareen, Y. R. (2006). Sustainable urban forms: Their typologies, models, and concepts. Journal of Planning Education and Research, 26(1), 38–52. https://doi.org/10.1177/0739456X05285119
Jaeger, J. A. (2000). Landscape division, splitting index, and effective mesh size: new measures of landscape fragmentation. Landscape ecology, 15, 115-130. https://doi.org/10.1023/A:1008129329289
Jatayu, A., Rustiadi, E., & Pribadi, D. O. (2020). A quantitative approach to characterizing the changes and managing urban form for sustaining the suburb of a mega-urban region: The case of north cianjur. Sustainability (Switzerland), 12(19), 1–21. https://doi.org/10.3390/su12198085
Jatayu, A., Saizen, I., Rustiadi, E., Pribadi, D. O., & Juanda, B. (2022). Urban form dynamics and modelling towards sustainable hinterland development in North Cianjur, Jakarta–Bandung Mega-Urban Region. Sustainability (Switzerland), 14(2). https://doi.org/10.3390/su14020907
Kang, S., Yeom, J., & Jung, J. (2021). Urban form and natural hazards: Exploring the dual aspect concept of urban forms on flood damage. Sustainability (Switzerland), 13(16). https://doi.org/10.3390/su13169007
Krishnan, A., & Ramasamy, J. (2022). An Assessment of land use and land cover changes in muthupet mangrove forest, using time series analysis 1975-2015, Tamilnadu, India. Geosfera Indonesia, 7(2), 119. https://doi.org/10.19184/geosi.v7i2.28077
Kurnianingsih, N. A., Pratami, M., & Putri, M. B. (2021). Karakteristik pertumbuhan penduduk perdesaan pada perkembangan wilayah peri-urban di Perbatasan Kota Surakarta. Journal of Science and Applicative Technology, 5(1), 138. https://doi.org/10.35472/jsat.v5i1.420
Lemoine-Rodriguez, R., Inostroza, L., & Zepp, H. (2020). Urban form datasets of 194 cities delineated based on the contiguous urban fabric for 1990 and 2015. Data in Brief, 33, 106369. https://doi.org/10.1016/j.dib.2020.106369
Li, C., Cai, R., Tian, W., Yuan, J., & Mi, X. (2023). Land Cover Classification by Gaofen Satellite Images Based on CART Algorithm in Yuli County, Xinjiang, China. Sustainability (Switzerland), 15(3). https://doi.org/10.3390/su15032535
Lu, Y., Song, W., & Lyu, Q. (2022). Assessing the effects of the new-type urbanization policy on rural settlement evolution using a multi-agent model. Habitat International, 127, 102622. https://doi.org/10.1016/j.habitatint.2022.102622
Maimaiti, A., Wang, L. M., Yan, F., Zhang, J., & Ma, Y. X. (2017). Quantitative analysis of land use and land cover changes from the multi-temporal remote sensing data in the Bosten Lake Basin, Chinese Tian Shan. IOP Conference Series: Earth and Environmental Science, 74(1). https://doi.org/10.1088/1755-1315/74/1/012011
McGarigal, K., Ene, E., & Cushman, S. (1995). What is FRAGSTATS. University of Florida.
Momeni, E., & Antipova, A. (2022). A micro-level analysis of commuting and urban land using the Simpson’s index and socio-demographic factors. Applied Geography, 145, 102755. https://doi.org/10.1016/j.apgeog.2022.102755
Naikoo, M. W., Rihan, M., Ishtiaque, M., & Shahfahad. (2020). Analyses of land use land cover (LULC) change and built-up expansion in the suburb of a metropolitan city: Spatio-temporal analysis of Delhi NCR using landsat datasets. Journal of Urban Management, 9(3), 347–359. https://doi.org/10.1016/j.jum.2020.05.004
Oo, T. K., Arunrat, N., Sereenonchai, S., Ussawarujikulchai, A., Chareonwong, U., & Nutmagul, W. (2022). Comparing four machine learning algorithms for land cover classification in gold mining: A Case Study of Kyaukpahto Gold Mine, Northern Myanmar. Sustainability (Switzerland), 14(17). https://doi.org/10.3390/su141710754
Permatasari, D., & Pradoto, W. (2019). Analisis perkembangan Kecamatan Colomadu dan Kecamatan Grogol sebagai PKLP Dan WPU Surakarta Berdasarkan Faktor Internal. Jurnal Pengembangan Kota, 7(2), 172–180. https://doi.org/10.14710/jpk.7.2.172-180
Petsas, P., Almpanidou, V., & Mazaris, A. D. (2021). Landscape connectivity analysis: new metrics that account for patch quality, neighbors’ attributes and robust connections. Landscape Ecology, 36(11), 3153–3168. https://doi.org/10.1007/s10980-021-01319-2
Rahayu, P., & Rini, E. F. (2020). Kenampakan fisik kota dan daerah peri urban surakarta. Desa-Kota: Jurnal Perencanaan Wilayah, Kota, dan Permukiman, 2(2), 130-142. https://doi.org/10.20961/desa-kota.v2i2.41509.130-142
Rahmi, K. I. N., Ali, A., Maghribi, A. A., Aldiansyah, S., & Atiqi, R. (2022). Monitoring of land use land cover change using google earth engine in urban area: Kendari city 2000-2021. IOP Conference Series: Earth and Environmental Science, 950(1). https://doi.org/10.1088/1755-1315/950/1/012081
Rao, Y., Dai, J., Dai, D., He, Q., & Wang, H. (2021). Effect of compactness of urban growth on regional landscape ecological security. Land, 10(8), 848. https://doi.org/10.3390/land10080848
Ray, B., & Shaw, R. (2018). Changing built form and implications on urban resilience: Loss of climate responsive and socially interactive spaces. Procedia Engineering, 212, 117–124. https://doi.org/10.1016/j.proeng.2018.01.016
Rwanga, S. S., & Ndambuki, J. M. (2017). Accuracy Assessment of Land Use/Land Cover Classification Using Remote Sensing and GIS. International Journal of Geosciences, 08(04), 611–622. https://doi.org/10.4236/ijg.2017.84033
Schiavina, M., Melchiorri, M., Corbane, C., Freire, S., & Batista e Silva, F. (2022). Built-up areas are expanding faster than population growth: regional patterns and trajectories in Europe. Journal of Land Use Science, 17(1), 591–608. https://doi.org/10.1080/1747423X.2022.2055184
Schmiedel, I., & Culmsee, H. (2016). The influence of landscape fragmentation, expressed by the “Effective Mesh Size Index”, on regional patterns of vascular plant species richness in Lower Saxony, Germany. Landscape and Urban Planning, 153, 209–220. https://doi.org/10.1016/j.landurbplan.2016.01.012
Setiawan, N. (2007). Penentuan Ukuran Sampel Memakai Rumus Slovin dan Tabel Krejcie-Morgan: Telaah Konsep Dan Aplikasinya. Bandung : Universitas Padjadjaran.
Sertel, E., Topaloğlu, R. H., Şallı, B., Yay Algan, I., & Aksu, G. A. (2018). Comparison of landscape metrics for three different level land cover/land use maps. ISPRS International Journal of Geo-Information, 7(10), 408. https://doi.org/10.3390/ijgi7100408
Sidiq, W. A. B. N., Sanjoto, T. B., & Martuti, N. K. T. (2022). Land use change analysis to springs conditions in Gunungpati Sub-District, Semarang City. Geosfera Indonesia, 7(2), 150. https://doi.org/10.19184/geosi.v7i2.32085
Spanowicz, A. G., & Jaeger, J. A. G. (2019). Measuring landscape connectivity: On the importance of within-patch connectivity. Landscape Ecology, 34(10), 2261–2278. https://doi.org/10.1007/s10980-019-00881-0
Tavares, A. O., Pato, R. L., & Magalhães, M. C. (2012). Spatial and temporal land use change and occupation over the last half century in a peri-urban area. Applied Geography, 34, 432–444. https://doi.org/10.1016/j.apgeog.2012.01.009
Wandl, A., & Magoni, M. (2017). Sustainable Planning of Peri-Urban Areas: Introduction to the Special Issue. Planning Practice and Research, 32(1), 1–3. https://doi.org/10.1080/02697459.2017.1264191
Wulansari, H. (2017). Uji akurasi klasifikasi penggunaan lahan dengan menggunakan metode defuzzifikasi maximum likelihood berbasis Citra Alos Avnir-2. BHUMI: Jurnal Agraria dan Pertanahan, 3(1), 98. https://doi.org/10.31292/jb.v3i1.96
Zhao, Z., Islam, F., Waseem, L. A., Tariq, A., Nawaz, M., Islam, I. U., … Hatamleh, W. A. (2024). Comparison of three machine learning algorithms using google earth engine for land use land cover classification. Rangeland Ecology and Management, 92, 129–137. https://doi.org/10.1016/j.rama.2023.10.007
Published
2024-07-24
How to Cite
MARFU'AH, Istiyanti Nur et al.
Analysis of Urban Form Dynamics in The Suburbs of Surakarta City 2013-2023.
Geosfera Indonesia, [S.l.], v. 9, n. 2, p. 157-175, july 2024.
ISSN 2614-8528.
Available at: <https://jurnal.unej.ac.id/index.php/GEOSI/article/view/44499>. Date accessed: 21 dec. 2024.
doi: https://doi.org/10.19184/geosi.v9i2.44499.
Section
Original Research Articles
