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

N. T. Sugito, I. Gumilar, A. Hernandi, A. P. Handayani, M. Dede
{"title":"Utilizing Semi-Variograms and Geostatistical Approach for Land Value Model in Urban Region","authors":"N. T. Sugito, I. Gumilar, A. Hernandi, A. P. Handayani, M. Dede","doi":"10.5829/ije.2023.36.12c.12","DOIUrl":null,"url":null,"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.","PeriodicalId":14066,"journal":{"name":"International Journal of Engineering - Transactions C: Aspects","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Engineering - Transactions C: Aspects","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5829/ije.2023.36.12c.12","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 0

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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
利用半变方差和地统计学方法建立城市土地价值模型
万隆市的土地供应成为城市发展的一个挑战。万隆长期以来一直是印尼人除了雅加达、泗水、棉兰和望加锡之外的城市化目的地。目前关于城市土地价值和空间规划的研究还很有限。本研究的目的是利用半变异图和地理统计方法在城市地区开发土地价值的空间模型。我们的研究是在西爪哇(印度尼西亚)万隆市进行的。数据的选择是基于有目的的抽样,涉及全市50个土地价格和95个建筑价格样本。然后利用4种半变异函数模型和普通克里格法对收集的数据进行分析,得出土地价值的空间分布。土地价值参考了地理信息系统的空间建模。分析结果表明,半变异函数稳定型是最合适的模型,其均方根、标准化均方根、标准化均方根和平均标准误差最小。根据我们的模型,地价最高的区域位于城市广场“Alun-alun”附近,与政府办公、贸易区域、国防和安全设施、服务区域、教育、文化旅游和高密度住宅密切相关。这些地区自荷属东印度时代以来就很有名。有趣的是,尽管Gedebage是增长极,万隆西部的土地价值却高于东部。这可能是由于历史和实际方面比政府实施的区域规划对土地价值的影响更大。土地价值管理是保证居住空间和实现城市可持续发展的必要条件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
3.10
自引率
0.00%
发文量
29
期刊最新文献
Algorithm of Predicting Heart Attack with using Sparse Coder Predicting Service Life of Polyethylene Pipes under Crack Expansion using "Random Forest" Method Experimental Study to Evaluate Antisymmetric Reinforced Concrete Deep Beams with Openings under Concentrated Loading Using Strut and Tie Model Study on Application of Arps Decline Curves for Gas Production Forecasting in Senegal Design and Performance Analysis of 6H-SiC Metal-Semiconductor Field-Effect Transistor with Undoped and Recessed Area under Gate in 10nm Technology
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1