基于地理信息系统和遥感的城市化对土地利用、土地覆被变化的影响——以埃塞俄比亚西南部米赞阿曼市为例

IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Addis Bikis, Muluye Engdaw, Digvijay Pandey, Binay Kumar Pandey
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引用次数: 0

摘要

城市化引起的土地利用变化是环境问题和地表温度变化的主要驱动力。该研究的不足之处在于,利益相关者缺乏对原生森林、果树和BEBEKA咖啡种植园的保护意识。为实现城市功能而砍伐森林,包括木材生产、建筑材料和柴火,对环境产生不利影响。利用地理信息系统和遥感技术,分析1992 - 2022年埃塞俄比亚西南部米赞阿曼市城市化对土地利用和土地覆盖变化的影响。采用系统抽样入户调查和高分辨率遥感技术,研究了城市化对土地利用、土地覆盖变化和地表温度变化的影响。抽样家庭调查的重点是家庭规模、教育水平、地块、房屋建造年份、就业类型和家庭月收入。以聚落、密林、中等森林、疏林、封闭草地、开放草地、开放灌丛地、一年生作物地8个土地覆盖等级为基础进行了LULC分类。利用kappa系数分别对图像的预处理、分类和精度评价进行了检验。该分析采用因子图优化来解决歧义。结果表明,1992年、2002年、2012年和2022年的累积准确率分别为81.52%、82.96%、85.41%和84.46%,kappa系数分别为82.41%、84.86%、89.45%和88.76%。研究结果表明,近30 a来,密林、中等林、疏林和开阔灌丛地分别显著减少了68.96%、24.60%、31.36%和8.28%。由于住房、基础设施和制造业对土地的需求,城市定居点以惊人的速度增长。因此,城市规划者必须优先考虑可持续的环境管理、综合土地利用分区和积极的社区参与,以防止土地利用和土地覆盖的不可持续变化。在未来的研究中,结合多源遥感和高分辨率成像等方法将有助于更有效地区分土地覆盖。米参安曼市经历了9个月的雨季,气候炎热,云层覆盖会影响图像质量,这使得清晰地绘制土地覆盖具有挑战性。利用SENTINEL高分辨率数据可以提高模糊度分辨率,改进时空监测框架。此外,整合二氧化碳估算技术可以更深入地了解与城市化相关的环境变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The impact of urbanization on land use land cover change using geographic information system and remote sensing: a case of Mizan Aman City Southwest Ethiopia.

Land use land cover change due to urbanization is the prime driving forces to environmental problem and land surface temperature. The gap of the study is the lack of awareness of stakeholders regarding the protection of native forests, fruit trees, and BEBEKA coffee plantations. Deforestation for urban functions, including timber production, construction materials, and firewood, adversely affects the environment. The aim of this study was to analyze the effect of urbanization on Land Use Land Cover Change (LULCC) at Mizan Aman city, southwest Ethiopia from 1992 to 2022 using geographic information systemand remote sensing technique. The study employed systematic sampling household surveys and high-resolution remote sensing techniques to identify the impact of urbanization on land use land cover change and land surface temperature change. Sample household survey was focused on family size, education level, parcel, year of construction of the house, type of employment and monthly household income. The LULC classification were based on eight land cover class (settlement, dense forest, moderate forest, sparse forest, closed grassland, open grassland, open shrub land, annual crop land). Preprocessing, classification of the images and accuracy assessment were tested separately using the kappa coefficient. The analysis incorporates factor graph optimization for ambiguity resolution. The results indicated that cumulative accuracy were 81.52%, 82.96%, 85.41% and 84.46% and kappa coefficient 82.41%, 84.86%, 89.45% and 88.76%% for the year 1992, 2002, 2012 and 2022 respectively. This research showed that dense forest, moderate forest, sparse forest and open shrub land were significantly decreased by 68.96%, 24.60%, 31.36% and 8.28% respectively in the last 30 years. Urban settlement were increased at alarming rate due to land demand for housing, infrastructure and manufacturing. Therefore, urban planners must prioritize sustainable environmental management, integrated land use zoning, and active community involvement in order to protect against unsustainable changes in land use and land cover. For future research, incorporating methodologies such as multi-source remote sensing and high-resolution imaging will help differentiate land cover more effectively. Mizan Aman City experiences a nine-month rainy season with a hot climate, and cloud cover can affect image quality, making it challenging to map land covers clearly. Utilizing SENTINEL high-resolution data can enhance ambiguity resolution and improve spatio-temporal monitoring frameworks. Furthermore, integrating CO2 estimation techniques could offer deeper insights into the environmental changes associated with urbanization.

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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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