Assessing the impact of unplanned settlements on urban renewal projects with GEE

IF 6.5 1区 经济学 Q1 DEVELOPMENT STUDIES
Okan Yılmaz , Mehmet Alkan
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引用次数: 0

Abstract

Spatial plans and strategies ensure that urbanization takes place according to predetermined scientific and technical criteria. Urbanization that takes place without taking into account these legal and technical bases lead to the emergence of informal, risky and dysfunctional settlements. Over time, these settlements become increasingly vulnerable due to their failure to meet social and technical requirements, making their sustainability increasingly challenging, and inevitably becoming subjects of urban renewal activities. Google Earth Engine (GEE) platform's archive of satellite images provides temporal monitoring of urbanization on Earth for about 50 years and analysis of changes in the cloud environment. This study investigates whether the GEE platform can use to detect the impact of the areas where settlement activities are carried out without a development plan in the current urban transformation projects in Istanbul. Land use/cover maps classified with the Random Forest algorithm correlate urbanization activities in urban renewal areas with the entry into force date of the spatial plans that guide the settlement. The classification results evaluated in conjunction with statistical tests and spatial plan decisions demonstrate that unplanned urbanization is a serious obstacle to the sustainability of settlements. Additionally, the study results show the performance of the GEE platform in detecting the effects of factors in the urbanization period. The GEE platform can serve as a facilitative tool for deriving lessons from urbanization experiences to inform policymaking.

利用 GEE 评估计划外住区对城市改造项目的影响
空间规划和战略确保城市化按照预先确定的科学和技术标准进行。城市化如果不考虑这些法律和技术基础,就会导致出现非正规、有风险和功能失调的住区。随着时间的推移,这些住区由于不符合社会和技术要求而变得越来越脆弱,使其可持续性面临越来越大的挑战,并不可避免地成为城市更新活动的对象。谷歌地球引擎(GEE)平台的卫星图像档案可对地球上大约 50 年的城市化进程进行时间监测,并对云环境的变化进行分析。本研究探讨了在伊斯坦布尔当前的城市改造项目中,谷歌地球引擎平台能否用于检测在没有开发计划的情况下开展定居活动的区域所产生的影响。使用随机森林算法对土地利用/覆盖地图进行分类,将城市更新区域的城市化活动与指导定居点的空间规划的生效日期联系起来。结合统计测试和空间规划决策评估的分类结果表明,无规划的城市化严重阻碍了住区的可持续发展。此外,研究结果还显示了 GEE 平台在检测城市化时期各种因素影响方面的性能。GEE 平台可作为从城市化经验中汲取教训的辅助工具,为决策提供依据。
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来源期刊
CiteScore
10.50
自引率
10.30%
发文量
151
审稿时长
38 days
期刊介绍: Habitat International is dedicated to the study of urban and rural human settlements: their planning, design, production and management. Its main focus is on urbanisation in its broadest sense in the developing world. However, increasingly the interrelationships and linkages between cities and towns in the developing and developed worlds are becoming apparent and solutions to the problems that result are urgently required. The economic, social, technological and political systems of the world are intertwined and changes in one region almost always affect other regions.
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