Utilizing Semi-Variograms and Geostatistical Approach for Land Value Model in Urban Region

Document Type : Original Article

Authors

1 Faculty of Social Sciences Education, Universitas Pendidikan Indonesia, Bandung City, West Java, Indonesia

2 Faculty of Earth Sciences and Technology, Institut Teknologi Bandung, Bandung City, West Java, Indonesia

3 Environmental Science Program, Graduate School, Universitas Padjadjaran, Bandung City, West Java, Indonesia

4 Cakrabuana Institute for Geoinformation, Environment and Social Studies, Cirebon Regency, West Java, Indonesia

Abstract

The availability of land in Bandung City become a challenge for urban development. Bandung has long been an urbanization destination for Indonesians besides Jakarta, Surabaya, Medan, and Makassar. Currently there was still limited research that explores land values and spatial planning for urban areas. This study aims to develop spatial modeling for land values using a semi-variogram and geostatistical approach in urban areas. Our research was conducted in Bandung City, West Java (Indonesia). Data was selected based on purposive sampling involving 50 land price and 95 building price samples throughout the city. The collected data were then analyzed using 4 semi-variogram models and Ordinary Kriging to derive the spatial distribution of land values. Land value referred to spatial modeling from the geographic information system. The results of the analysis indicated that the semi-variogram stable type was the most suitable model, exhibiting the minimum error by root mean square, mean standardized, root mean square standardized, and average standard error. According to our model, the areas with the highest land values are located close to the city square “Alun-alun”, which is closely associated with government offices, trading areas, defense and security facilities, service areas, education, cultural tourism, and high-density housing. These areas are well known since the Dutch East Indies era. Interestingly, despite the growth pole in Gedebage, the western part of Bandung has higher land values compared to the eastern part. This could be attributed to historical and actual aspects which have had a greater impact on land values than regional plans implemented by the government. Land values management is necessary to guarantee living space as well as to achieve a sustainable city.

Graphical Abstract

Utilizing Semi-Variograms and Geostatistical Approach for Land Value Model in Urban Region

Keywords

Main Subjects


  1. Lourenço, I. B., Guimarães, L. F., Alves, M. B., and Miguez, M. G. “Land as a sustainable resource in city planning: The use of open spaces and drainage systems to structure environmental and urban needs.” Journal of Cleaner Production, Vol. 276, (2020), 123096. https://doi.org/10.1016/j.jclepro.2020.123096
  2. Metternicht, G. Land use and spatial planning: Enabling sustainable management of land resources. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-71861-3
  3. Seter, H., Theisen, O. M., and Schilling, J. “All about water and land? Resource-related conflicts in East and West Africa revisited.” GeoJournal, Vol. 83, No. 1, (2018), 169-187. https://doi.org/10.1007/s10708-016-9762-7
  4. Tong, S., Zhiming, F., Yanzhao, Y., Yumei, L., and Yanjuan, W. “Research on land resource carrying capacity: Progress and prospects.” Journal of Resources and Ecology, Vol. 9, No. 4, (2018), 331-340. https://doi.org/10.5814/j.issn.1674-764x.2018.04.001
  5. Dede, M., Asdak, C., and Setiawan, I. “Spatial dynamics model of land use and land cover changes: A comparison of CA, ANN, and ANN-CA.” Register: Jurnal Ilmiah Teknologi Sistem Informasi, Vol. 8, No. 1, (2022), 38–49. https://doi.org/10.26594/register.v8i1.2339
  6. Tsai, Y., Guan, J., and Huang, Y.-H. “Do degradation of urban greenery and increasing land prices often come along with urbanization?” In Urban Agglomeration. IntechOpen. https://doi.org/10.5772/intechopen.71651
  7. Ismail, A., Dede, M., and Widiawaty, M. “Urbanisation and HIV in Bandung City (health geography perspectives).” Buletin Penelitian Kesehatan, Vol. 48, (2020), 139-146. https://doi.org/10.22435/bpk.v48i2.2921
  8. Dede, M., Asdak, C., and Setiawan, I. “Spatial-ecological approach in cirebon’s peri-urban regionalization.” IOP Conference Series: Earth and Environmental Science, Vol. 1089, No. 1, (2022), 012080. https://doi.org/10.1088/1755-1315/1089/1/012080
  9. Deac, V. “Land valuation in Romania: Challenges and difficulties.” Procedia Economics and Finance, Vol. 15, (2014), 792-799. https://doi.org/10.1016/S2212-5671(14)00518-8
  10. Abdulla, H., and Ibrahim, M. “The impact of urban spatial plan on land value: an approach system to relating space syntax premises to the land price.” Sustainability, Vol. 15, No. 9, (2023), 7239. https://doi.org/10.3390/su15097239
  11. Clapp, J. M., Cohen, J. P., and Lindenthal, T. “Are estimates of rapid growth in urban land values an artifact of the land residual model?” The Journal of Real Estate Finance and Economics, Vol. 66, No. 2, (2023), 373-421. https://doi.org/10.1007/s11146-021-09834-4
  12. Buda, E., Broitman, D., and Czamanski, D. “Land value dynamics and the spatial evolution of cities following COVID 19 using big data analytics.” The Annals of Regional Science, Vol. 70, No. 2, (2023), 429-445.
  13. Kendall, R., and Tulip, P. “The effect of zoning on housing prices.” SSRN Scholarly Paper, Rochester, NY. https://doi.org/10.2139/ssrn.3149272
  14. Bo, X., Zhicui, L., and Ning, X. “The interactive influence of urbanization, land price and industrial structure adjustment-the empirical analysis from China.” Journal of Business, Vol. 2, No. 3, (2015).
  15. Aziz, A., Anwar, M. M., and Dawood, M. “The impact of neighborhood services on land values: an estimation through the hedonic pricing model.” GeoJournal, Vol. 86, No. 4, (2021), 1915-1925. https://doi.org/10.1007/s10708-019-10127-w
  16. Kılıç, O., Baser, U., and Gulser, C. “Factors explaining urban land value variability: A case study in Atakum District, Samsun-Turkey,” (2019).
  17. Ha, P. T., Tuan, N. T., Quan, N. V., and Trung, N. V. “Land Price Regression Model and Land Value Region Map to Support Residential Land Price Management: A Study in Nghe an Province, Vietnam.” Real Estate Management and Valuation, Vol. 30, No. 1, (2022), 71-83. https://doi.org/10.2478/remav-2022-0007
  18. Elmanisa, A. M., Kartiva, A. A., Fernando, A., Arianto, R., Winarso, H., and Zulkaidi, D. “Land price mapping of Jabodetabek, Indonesia.” Geoplanning: Journal of Geomatics and Planning, Vol. 4, No. 1, (2016), 53. https://doi.org/10.14710/geoplanning.4.1.53-62
  19. Bateman, I. J. “Bringing the real world into economic analyses of land use value: Incorporating spatial complexity.” Land Use Policy, Vol. 26, (2009), S30-S42. https://doi.org/10.1016/j.landusepol.2009.09.010
  20. Krause, A., and Bitter, C. “Spatial econometrics, land values and sustainability: Trends in real estate valuation research.” Cities, Vol. 29, (2012), S19-S25. https://doi.org/10.1016/j.cities.2012.06.006
  21. Duke, J., and Gao, T. “Land value taxation: A spatially explicit economic experiment with endogenous institutions.” The Journal of Real Estate Finance and Economics, (2021). https://doi.org/10.1007/s11146-021-09875-9
  22. Khordadi, M. J., Alizadeh, A., Nassiri-Mahallati, M., Ansari, H., and Sanaeinejad, S. H. “Climate change impact on precipitation extreme events in uncertainty situation; Passing from global scale to regional scale.” International Journal of Engineering, Transactions B: Applications, Vol. 28, (2015), 1151-1158. DOI: 10.5829/idosi.ije.2015.28.08b.05
  23. Widiawaty, M., Dede, M., and Ismail, A. “Kajian komparatif pemodelan air tanah menggunakan sistem informasi geografis di Desa Kayuambon, Kabupaten Bandung Barat.” Jurnal Geografi Gea, Vol. 18, No. 1, (2018), 63-71. https://doi.org/10.17509/gea.v18i1.10397
  24. Dede, Moh., Susiati, H., Widiawaty, M. A., Ismail, A., and Suntoko, H. “Depth estimation model of shallow-tropical seawaters based on remote sensing data and BatNas” (p. 050070). Presented at the Proceedings of the Symposium on Advance of Sustainable Engineering 2021 (SIMASE 2021): Post Covid-19 Pandemic (Challenges and Opportunities in Environment, Science, and Engineering Research), Bandung, Indonesia. https://doi.org/10.1063/5.0112639
  25. Bohner, C. “Decision-support systems for sustainable urban planning.” International Journal of Environmental Technology and Management, Vol. 6, No. 1-2, (2006), 193-205. https://doi.org/10.1504/IJETM.2006.008261
  26. Anguillari, E., and Dimitrijević, B. Integrated urban planning: Directions, resources and territories. Delft: TU Delft Open. Retrieved from https://books.bk.tudelft.nl/index.php/press/catalog/book/624
  27. Milojević, B. “Integrated urban planning in theory and practice” (Vol. 13, pp. 323-337). Presented at the International conference on Contemporary Theory and Practice in Construction, Sarajevo: National and University Library of Bosnia and Herzegovina.
  28. Yigitcanlar, T., Li, R. Y. M., Inkinen, T., and Paz, A. “Public Perceptions on Application Areas and Adoption Challenges of AI in Urban Services.” Emerging Science Journal, Vol. 6, No. 6, (2022), 1199-1236.
  29. Rizki, M., Joewono, T. B., Dharmowijoyo, D. B. E., and Belgiawan, P. F. “Does multitasking improve the travel experience of public transport users? Investigating the activities during commuter travels in the Bandung Metropolitan Area, Indonesia.” Public Transport, Vol. 13, No. 2, (2021), 429-454.
  30. Firman, T. “The continuity and change in mega-urbanization in Indonesia: A survey of Jakarta-Bandung Region (JBR) development.” Habitat International, Vol. 33, No. 4, (2009), 327-339. https://doi.org/10.1016/j.habitatint.2008.08.005
  31. Putri, P., and Zain, A. F. “Analisis spasial dan temporal perubahan luas ruang terbuka hijau di Kota Bandung.” Jurnal Lanskap Indonesia, Vol. 2, No. 2, (2010). https://doi.org/10.29244/jli.2010.2.2.%p
  32. Widiawaty, M., Dede, M., and Ismail, A. “Analisis tipologi urban sprawl di Kota Bandung.” In Seminar Nasional Geomatika (Vol. 3, pp. 547-554). Bogor: Badan Informasi Geospasial. https://doi.org/10.24895/SNG.2018.3-0.1007
  33. Campbell, S., Greenwood, M., Prior, S., Shearer, T., Walkem, K., Young, S., Bywaters, D., and Walker, K. “Purposive sampling: complex or simple? Research case examples.” Journal of Research in Nursing, Vol. 25, No. 8, (2020), 652-661. https://doi.org/10.1177/1744987120927206
  34. Rianto, R. E., and Jaya, W. K. “Pendekatan penilaian properti untuk estimasi nilai sewa tanah dan bangunan PT. KA (Persero) DAOP IV guna Peningkatan Pendapatan Asli Daerah (PAD) Pemerintah Daerah Istimewa Yogyakarta.” Jurnal Ekonomi dan Bisnis Indonesia, Vol. 15, No. 3, (2000), 332-338.
  35. Bokhari, S., and Geltner, D. “Characteristics of depreciation in commercial and multifamily property: An investment perspective.” Real Estate Economics, Vol. 46, No. 4, (2018), 745-782. https://doi.org/10.1111/1540-6229.12156
  36. Propheter, G. “Estimating the effect of sports facilities on local area commercial rents: Evidence from Brooklyn’s Barclays Center.” Journal of Sports Economics, Vol. 20, No. 1, (2019), 91-114.
  37. Widiawaty, M. A. Mari mengenal sains informasi geografis. Bandung: Aria Mandiri Group. Retrieved from https://zenodo.org/record/3263711
  38. Susiati, H., Dede, M., Widiawaty, M. A., Ismail, A., and Udiyani, P. M. “Site suitability-based spatial-weighted multicriteria analysis for nuclear power plants in Indonesia.” Heliyon, Vol. 8, No. 3, (2022), e09088. https://doi.org/10.1016/j.heliyon.2022.e09088
  39. Ismail, A., Widiawaty, M. A., Jupri, J., Setiawan, I., Sugito, N. T., and Dede, M. “The influence of Free and Open-Source Software-Geographic Information System online training on spatial habits, knowledge and skills.” Geografia - Malaysian Journal of Society and Space, Vol. 18, No. 1, (2022), 118-130. https://doi.org/10.17576/geo-2022-1801-09
  40. Uyan, M., and Cay, T. “Spatial analyses of groundwater level differences using geostatistical modeling.” Environmental and Ecological Statistics, Vol. 20, No. 4, (2013), 633-646. https://doi.org/10.1007/s10651-013-0238-3
  41. Mulyadi, A., Dede, M., and Widiawaty, M. A. “Spatial interaction of groundwater and surface topographic using geographically weighted regression in built-up area.” IOP Conference Series: Earth and Environmental Science, Vol. 477, No. 1, (2020), 012023. https://doi.org/10.1088/1755-1315/477/1/012023
  42. Uyan, M. “Determination of agricultural soil index using geostatistical analysis and GIS on land consolidation projects: A case study in Konya/Turkey.” Computers and Electronics in Agriculture, Vol. 123, (2016), 402-409. https://doi.org/10.1016/j.compag.2016.03.019
  43. Dede, M., Widiawaty, M., Pramulatsih, G., Ismail, A., Ati, A., and Murtianto, H. “Integration of participatory mapping, crowdsourcing and geographic information system in flood disaster management (case study Ciledug Lor, Cirebon),” Vol. 2, , (2019), 44-50. https://doi.org/10.30818/jitu.2.2.2555
  44. Del Giudice, V., and De Paola, P. “Spatial analysis of residential real estate rental market with geoadditive models.” In M. d’Amato & T. Kauko (Eds.), Advances in Automated Valuation Modeling: AVM After the Non-Agency Mortgage Crisis (pp. 155-162). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-49746-4_8
  45. Desassis, N., and Renard, D. “Automatic variogram modeling by iterative least squares: univariate and multivariate cases.” Mathematical Geosciences, Vol. 45, No. 4, (2013), 453-470. https://doi.org/10.1007/s11004-012-9434-1
  46. Legleiter, C. J. “A geostatistical framework for quantifying the reach-scale spatial structure of river morphology: 1. Variogram models, related metrics, and relation to channel form.” Geomorphology, Vol. 205, (2014), 65-84. https://doi.org/10.1016/j.geomorph.2012.01.016
  47. Xie, D., Liu, Y., and Chen, J. “Mapping urban environmental noise: A land use regression method.” Environmental Science & Technology, Vol. 45, No. 17, (2011), 7358-7364. https://doi.org/10.1021/es200785x
  48. Emenike, P. C., Nnaji, C. C., Tenebe, I. T., and Agunwamba, J. C. “Hydrogeochemical imprints and spatio-temporal health risk assessment of lead in drinking water sources of Abeokuta, south-western Nigeria.” International Journal of Environmental Science and Technology, Vol. 17, No. 1, (2020), 343-360. https://doi.org/10.1007/s13762-019-02506-0
  49. Staudte, R. G., and Sheather, S. J. Robust estimation and testing. Hoboken, NJ, USA: John Wiley & Sons, Inc. https://doi.org/10.1002/9781118165485
  50. Oliver, M. A., and Webster, R. “A tutorial guide to geostatistics: Computing and modelling variograms and kriging.” Catena, Vol. 113, (2014), 56-69. https://doi.org/10.1016/j.catena.2013.09.006
  51. Dede, Moh., Susiati, H., Widiawaty, M. A., Kuok-Choy, L., Aiyub, K., and Asnawi, N. H. “Multivariate analysis and modeling of shoreline changes using geospatial data.” Geocarto International, Vol. 38, No. 1, (2023), 2159070. https://doi.org/10.1080/10106049.2022.2159070
  52. Pasini, M. P. B., Engel, E., Lúcio, A. D., and Bortolotto, R. P. “Semivariogram models for rice stem bug population densities estimated by ordinary kriging.” Acta Scientiarum. Agronomy, Vol. 43, (2020), e48310. https://doi.org/10.4025/actasciagron.v43i1.48310
  53. Wicaksono, T., Haris, A., Riyanto, A., and Riyadi, P. “Reservoir characterization using stochastic seismic inversion in ‘K’ gas field, Bonaparte Basin.” AIP Conference Proceedings, Vol. 2320, No. 1, (2021), 040001. https://doi.org/10.1063/5.0037688
  54. Alfiana, A. N. Metode Ordinary Kriging pada geostatistika. Universitas Negeri Yogyakarta.
  55. Samui, P., and Sitharam, T. G. “Application of geostatistical models for estimating spatial variability of rock depth.” Engineering, Vol. 3, No. 9, (2011), 886-894. https://doi.org/10.4236/eng.2011.39108
  56. Lim, M., and Padawangi, R. “Contesting alun-alun : Power relations, identities and the production of urban space in Bandung, Indonesia.” International Development Planning Review - INT DEV PLAN REV, Vol. 30, , (2008), 307-326. https://doi.org/10.3828/idpr.30.3.7
  57. Tarigan, A. K. M., Sagala, S., Samsura, D. A. A., Fiisabiilillah, D. F., Simarmata, H. A., and Nababan, M. “Bandung City, Indonesia.” Cities, Vol. 50, (2016), 100-110. https://doi.org/10.1016/j.cities.2015.09.005
  58. Rukayah, R., Juwono, S., S, E., and Puguh, D. “Post office and traditional city square as city linkage in Java.” Environment-Behaviour Proceedings Journal, Vol. 4, (2019). https://doi.org/10.21834/e-bpj.v4i10.1624
  59. Gunawan, S. R., Nindyo, S., Ikaputra, I., and Bakti, S. “Colonial and traditional urban space in Java: a morphological study of ten cities.” Dimensi: Journal of Architecture and Built Environment, Vol. 40, No. 2, (2013), 77-88.
  60. Jones, P. “Formalizing the informal: Understanding the position of informal settlements and slums in sustainable urbanization policies and strategies in Bandung, Indonesia.” Sustainability, Vol. 9, (2017), 1436. https://doi.org/10.3390/su9081436
  61. Megantara, E. N., Husodo, T., Iskandar, J., Nurjaman, D., Suroso, U., Aminuddin, S. F., Atsaury, Z. I. A., Wulandari, I., and Shanida, S. S. “Population and distribution of some herons in Babakan Rancabayawak, Bandung city, Indonesia.” Biodiversitas, Vol. 22, No. 12, (2021), 5389-5396. https://doi.org/10.13057/biodiv/d221221
  62. Salim, W. “Development of the Jatinangor university area, Indonesia.” In Global Universities and Urban Development: Case Studies and Analysis. Routledge.
  63. Budiyantini, Y., and Pratiwi, V. “Peri-urban typology of Bandung Metropolitan area.” Procedia - Social and Behavioral Sciences, Vol. 227, (2016), 833-837. https://doi.org/10.1016/j.sbspro.2016.06.152
  64. Dachi, C. R. I., Labolo, M., and Suprayitno, D. “Implementation of the General Spatial Planning Policy for the Jatinangor Urban Area, Sumedang Regency, West Java Province.” Publica: Jurnal Pemikiran Administrasi Negara, Vol. 15, No. 1, (2023), 1-11. https://doi.org/10.15575/jpan.v15i1.24550
  65. Prihadi, T. H., Saputra, A., Taufik, I., and Ardi, I. “The application of life cycle assessment to evaluate water quality condition around fish cages in Cirata Reservoir, Indonesia.” Indonesian Aquaculture Journal, Vol. 12, No. 2, (2017), undefined-undefined. https://doi.org/10.15578/iaj.12.2.2017.83-91
  66. Donandi, S. “The legal consequences of incomplete building license to the sales and purchase agreement of apartments (case study of Meikarta’s incomplete building license).” Profit: Jurnal Kajian Ekonomi dan Perbankan Syariah, Vol. 1, No. 1, (2017). https://doi.org/10.33650/profit.v1i1.317
  67. Tjahjono, T., and Yuliawati, E. “Bandar Udara Internasional Jawa Barat (BIJB) dan potensi Kertajati sebagai aerocity.” Warta Ardhia, Vol. 43, No. 1, (2017), 43-50. https://doi.org/10.25104/wa.v43i1.274.43-50
  68. Ricardianto, P., Martagani, M., Teweng, N. M., Maemunah, S., and Kurniawan, J. S. “Strategy to increase passenger attractiveness at Kertajati International Airport, West Java.” Journal of Research in Humanities and Social Science, Vol. 9, No. 9, (2021), 31-37.
  69. Zhang, Y., Zhou, R., and Chen, N. “Identification and correction of ratchet effect of residential land price: empirical study on urban agglomeration in China.” Applied Economics, (2022), 1-17. https://doi.org/10.1080/00036846.2022.2140768
  70. Margono, R. B., and Zuraida, S. “Public space as an urban acupuncture: Learning from Bandung, Indonesia.” Journal of Applied Science, Vol. 1, No. 1, (2019), 022-033. https://doi.org/10.36870/japps.v1i1.5
  71. Binoy, B. V., Naseer, M. A., and Anil Kumar, P. P. “Factors affecting land value in an Indian city.” Journal of Property Research, Vol. 39, No. 3, (2022), 268-292.
  72. Dede, M., Sunardi, S., Lam, K. C., and Withaningsih, S. “Relationship between landscape and river ecosystem services.” Global Journal of Environmental Science and Management, Vol. 9, (2023), 637-652. https://doi.org/10.22035/gjesm.2023.03.18
  73. Ignasia, H. Transformations and conservation of the ex-colonial dwelling settlements in North Bandung - Indonesia : a historical and urban architectural review for the search of city identity and conservation strategy approaches (doctoralThesis). Retrieved from http://elib.uni-stuttgart.de/handle/11682/83
  74. Alam, Md. J. “Rapid urbanization and changing land values in mega cities: implications for housing development projects in Dhaka, Bangladesh.” Bandung: Journal of the Global South, Vol. 5, No. 1, (2018), https://doi.org/10.1186/s40728-018-0046-0
  75. Ali, M., Hasim, A., and Abidin, M. “Monitoring the built-up area transformation using urban index and normalized difference built-up index analysis.” International Journal of Engineering, Transactions B: Applications, Vol. 32, (2019), 647-653. https://doi.org/10.5829/ije.2019.32.05b.04
  76. Hafram, M., Valery, S., and Hasim, A. “Calibrating and validation microscopic traffic simulation models vissim for enhanced highway capacity planning.” International Journal of Engineering, Transactions B: Applications, Vol. 36, No. 8, (2023), 1509-1519. https://doi.org/10.5829/IJE.2023.36.08B.11
  77. Ergin, M., and Tezcan, H. “Joint Logit Model Approach to Analyze Soccer Spectators’ Arrival Time and Location Preferences for Interim Activities in Istanbul.” International Journal of Engineering, Transactions A: Basics, Vol. 35, No. 4, (2022), 613-625. https://doi.org/10.5829/ije.2022.35.04a.01
  78. Zhang, P. “The dynamics of housing price and land price in urban versus rural contexts” (Vol. 108, pp. 1-40). Presented at the Annual Conference on Taxation and Minutes of the Annual Meeting of the National Tax Association, National Tax Association. Retrieved from https://www.semanticscholar.org/paper/The-Dynamics-of-Housing-Price-and-Land-Price-in-Zhang/709d44e78481ba67a098fa1244cf5015f974f492
  79. Doi, R. “Are New Residential Areas Cooler than Older Ones?” Emerging Science Journal, Vol. 6, No. 6, (2022), 1346-1357. https://doi.org/10.28991/ESJ-2022-06-06-08
  80. Mazzocchi, C., Orsi, L., and Sali, G. “Environmental, climate and socio-economic factors in large-scale land acquisitions (LSLAs).” Climate Risk Management, Vol. 32, (2021), 100316-. https://doi.org/10.1016/j.crm.2021.100316
  81. Alaskary, A., and Alrobaee, T. “Identifying and measuring biophilic planning indicators in Riverside neighborhoods.” Civil Engineering Journal, Vol. 8, No. 1, (2022), 33-44. https://doi.org/10.28991/CEJ-2022-08-01-03
  82. An, P., Li, C., Duan, Y., Ge, J., and Feng, X. “Inter-metropolitan land price characteristics and pattern in the Beijing-Tianjin-Hebei urban agglomeration, China.” Plos One, Vol. 16, No. 9, (2021), e0256710. https://doi.org/10.1371/journal.pone.0256710
  83. Bencure, J. C., Tripathi, N. K., Miyazaki, H., Ninsawat, S., and Kim, S. M. “Factors affecting decision-making in land valuation process using AHP: A case in the Philippines.” International Journal of Housing Markets and Analysis, Vol. 15, No. 1, (2021), 188-202. https://doi.org/10.1108/IJHMA-11-2020-0136
  84. Shah, P. B., and Patel, C. R. “Remote sensing and big data to study spatial distribution of urban heat island for cities with different terrain.” International Journal of Engineering, Transactions A: Basics, Vol. 36, No. 1, (2023), 71-77. https://doi.org/10.5829/ije.2023.36.01a.09
  85. Yang, S., Hu, S., Wang, S., and Zou, L. “Effects of rapid urban land expansion on the spatial direction of residential land prices: Evidence from Wuhan, China.” Habitat International, Vol. 101, (2020), 102186. https://doi.org/10.1016/j.habitatint.2020.102186
  86. De Souza, F. F. Land readjustment in Denpasar, Indonesia: Effects on land management, the spatial distribution of land prices, and the sustainable development goals. Asian Development Bank. Retrieved from https://www.adb.org/publications/land-readjustment-denpasar-indonesia
  87. Tutuko, P., Bonifacius, N., Yuniawan, D., and Jati, R. M. B. “Measuring spatial arrangement of Indonesian colonial cities using depth and connectivity calculations: Ratio study on master plans using space syntax.” International Review for Spatial Planning and Sustainable Development, Vol. 9, No. 4, (2021), 67-81. https://doi.org/10.14246/irspsd.9.4_67
  88. Al-Jawari, S. M., Hasach Albasri, N. A., and Al-Mosherefawi, O. J. “Using CRF tool for analyzing the resilience of cities.” Civil Engineering Journal, Vol. 8, No. 10, (2022), 2220-2234. https://doi.org/10.28991/CEJ-2022-08-10-013