Mandla Dlamini, E. Adam, G. Chirima, H. Hamandawana
{"title":"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","authors":"Mandla Dlamini, E. Adam, G. Chirima, H. Hamandawana","doi":"10.1080/0035919X.2020.1858365","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":23255,"journal":{"name":"Transactions of The Royal Society of South Africa","volume":"76 1","pages":"13 - 25"},"PeriodicalIF":0.0000,"publicationDate":"2021-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/0035919X.2020.1858365","citationCount":"4","resultStr":"{\"title\":\"A remote sensing-based approach to investigate changes in land use and land cover in the lower uMfolozi floodplain system, South Africa\",\"authors\":\"Mandla Dlamini, E. Adam, G. Chirima, H. Hamandawana\",\"doi\":\"10.1080/0035919X.2020.1858365\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":23255,\"journal\":{\"name\":\"Transactions of The Royal Society of South Africa\",\"volume\":\"76 1\",\"pages\":\"13 - 25\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-01-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.1080/0035919X.2020.1858365\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Transactions of The Royal Society of South Africa\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1080/0035919X.2020.1858365\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Agricultural and Biological Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transactions of The Royal Society of South Africa","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/0035919X.2020.1858365","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
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.
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.