基于遥感的方法调查南非uMfolozi下游洪泛平原系统土地利用和土地覆盖的变化

Q2 Agricultural and Biological Sciences Transactions of The Royal Society of South Africa Pub Date : 2021-01-02 DOI:10.1080/0035919X.2020.1858365
Mandla Dlamini, E. Adam, G. Chirima, H. Hamandawana
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引用次数: 4

摘要

本研究的目的是了解南非下uMfolozi泛滥平原系统内的土地利用和土地覆盖(LULC)变化,并将这些变化与湿地损失联系起来。在1997年至2017年的20年时间里,使用基于地理对象的图像分析(GEOBIA)算法将多日期陆地卫星图像分类为八种覆盖类型,对LULC的变化进行了评估。通过汇编混淆矩阵并计算每个地图输出的生产者、用户和全局精度以及kappa系数(K),对所有地图输出进行分类后精度评估。所有地图输出的准确度都在可接受的范围内,在79%和88%之间(K = 分别为0.76和0.86)。此后,应用配对t检验来确定研究期间LULC的变化是否显著。该调查结果显示,湿地向栽培的转化率显著(p值,<0.01),达14%。这一发现很重要,因为它表明,在这种环境中,人类活动是湿地生态系统持续减少的主要驱动因素之一。这一观察结果的主要见解是,迫切需要制定和实施客观知情的干预措施,以提高uMfolozi泛滥平原系统和其他地方的可持续性。
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A remote sensing-based approach to investigate changes in land use and land cover in the lower uMfolozi floodplain system, South Africa
The goal of this study was to understand land use and land cover (LULC) changes within the lower uMfolozi floodplain system, South Africa, and relate those changes to wetland loss. Changes in LULC were assessed using a geographic object-based image analysis (GEOBIA) algorithm to classify multi-date Landsat images into eight cover types over a period of 20 years, between 1997 and 2017. Post-classification accuracy assessment of all map-outputs was conducted by compiling confusion matrixes and calculating producer, user, and global accuracies and kappa coefficients (K) for each map-output. Levels of accuracy for all map-outputs were within acceptable limits, ranging between 79% and 88% (K = 0.76 and 0.86, respectively). Thereafter, paired t-tests were applied to determine whether the changes in LULC over the study period were significant. Results of this investigation showed a significant (p-value, < 0.01) conversion of wetland to cultivation, by 14%. This finding is important because it demonstrates that in this environment, human agency is one of the major drivers of a persistent decrease in the wetland ecosystem. The major insight from this observation is that there is an urgent need to formulate and implement objectively informed interventions to enhance the sustainability of the uMfolozi floodplain system and that of others elsewhere.
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来源期刊
Transactions of The Royal Society of South Africa
Transactions of The Royal Society of South Africa Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
CiteScore
2.80
自引率
0.00%
发文量
15
期刊介绍: Transactions of the Royal Society of South Africa , published on behalf of the Royal Society of South Africa since 1908, comprises a rich archive of original scientific research in and beyond South Africa. Since 1878, when it was founded as Transactions of the South African Philosophical Society, the Journal’s strength has lain in its multi- and inter-disciplinary orientation, which is aimed at ‘promoting the improvement and diffusion of science in all its branches’ (original Charter). Today this includes natural, physical, medical, environmental and earth sciences as well as any other topic that may be of interest or importance to the people of Africa. Transactions publishes original research papers, review articles, special issues, feature articles, festschriften and book reviews. While coverage emphasizes southern Africa, submissions concerning the rest of the continent are encouraged.
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