Assessing the impacts of current and future changes of the planforms of river Brahmaputra on its land use-land cover

IF 8.5 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Geoscience frontiers Pub Date : 2023-07-01 DOI:10.1016/j.gsf.2023.101557
Jatan Debnath , Dhrubajyoti Sahariah , Durlov Lahon , Nityaranjan Nath , Kesar Chand , Gowhar Meraj , Pankaj Kumar , Suraj Kumar Singh , Shruti Kanga , Majid Farooq
{"title":"Assessing the impacts of current and future changes of the planforms of river Brahmaputra on its land use-land cover","authors":"Jatan Debnath ,&nbsp;Dhrubajyoti Sahariah ,&nbsp;Durlov Lahon ,&nbsp;Nityaranjan Nath ,&nbsp;Kesar Chand ,&nbsp;Gowhar Meraj ,&nbsp;Pankaj Kumar ,&nbsp;Suraj Kumar Singh ,&nbsp;Shruti Kanga ,&nbsp;Majid Farooq","doi":"10.1016/j.gsf.2023.101557","DOIUrl":null,"url":null,"abstract":"<div><p>River bankline migration is a frequent phenomenon in the river of the floodplain region. Nowadays, channel dynamics-related changes in land use and land cover (LULC) are becoming a risk to the life and property of people living in the vicinity of rivers. A comprehensive evaluation of the causes and consequences of such changes is essential for better policy and decision-making for disaster risk reduction and management. The present study assesses the changes in the Brahmaputra River planform using the GIS-based Digital Shoreline Analysis System (DSAS) and relates it with the changing LULC of the floodplain evaluated using the CA-Markov model. In this study, the future channel of the Brahmaputra River and its flood plain’s future LULC were forecasted to pinpoint the erosion-vulnerable zone. Forty-eight years (1973–2021) of remotely sensed data were applied to estimate the rate of bankline migration. It was observed that the river’s erosion-accretion rate was higher in early times than in more recent ones. The left and right banks’ average shifting rates between 1973 and 1988 were −55.44 m/y and −56.79 m/y, respectively, while they were −17.25 m/y and −48.49 m/y from 2011 to 2021. The left bank of the river Brahmaputra had more erosion than the right, which indicates that the river is shifting in the leftward direction (Southward). In this river course, zone A (Lower course) and zone B (Middle course) were more adversely affected than zone C (Upper course). According to the predicted result, the left bank is more susceptible to bank erosion than the right bank (where the average rate of erosion and deposition was −72.23 m/y and 79.50 m/y, respectively). The left bank’s average rate of erosion was −111.22 m/y. The research assesses the LULC study in conjunction with river channel dynamics in vulnerable areas where nearby infrastructure and settlements were at risk due to channel migration. The degree of accuracy was verified using the actual bankline and predicted bankline, as well as the actual LULC map and anticipated LULC map. In more than 90% of cases, the bankline’s position and shape generally remain the same as the actual bankline. The overall, and kappa accuracy of all the LULC maps was more than 85%, which was suitable for the forecast. Moreover, chi-square (<span><math><mrow><mi>x</mi></mrow></math></span><sup>2</sup>) result values for classified classes denoted the accuracy and acceptability of the CA-Markov model for predicting the LULC map. The results of this work aim to understand better the efficient hazard management strategy for the Brahmaputra River for hazard managers of the region using an automated prediction approach.</p></div>","PeriodicalId":12711,"journal":{"name":"Geoscience frontiers","volume":null,"pages":null},"PeriodicalIF":8.5000,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Geoscience frontiers","FirstCategoryId":"1089","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1674987123000245","RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GEOSCIENCES, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 10

Abstract

River bankline migration is a frequent phenomenon in the river of the floodplain region. Nowadays, channel dynamics-related changes in land use and land cover (LULC) are becoming a risk to the life and property of people living in the vicinity of rivers. A comprehensive evaluation of the causes and consequences of such changes is essential for better policy and decision-making for disaster risk reduction and management. The present study assesses the changes in the Brahmaputra River planform using the GIS-based Digital Shoreline Analysis System (DSAS) and relates it with the changing LULC of the floodplain evaluated using the CA-Markov model. In this study, the future channel of the Brahmaputra River and its flood plain’s future LULC were forecasted to pinpoint the erosion-vulnerable zone. Forty-eight years (1973–2021) of remotely sensed data were applied to estimate the rate of bankline migration. It was observed that the river’s erosion-accretion rate was higher in early times than in more recent ones. The left and right banks’ average shifting rates between 1973 and 1988 were −55.44 m/y and −56.79 m/y, respectively, while they were −17.25 m/y and −48.49 m/y from 2011 to 2021. The left bank of the river Brahmaputra had more erosion than the right, which indicates that the river is shifting in the leftward direction (Southward). In this river course, zone A (Lower course) and zone B (Middle course) were more adversely affected than zone C (Upper course). According to the predicted result, the left bank is more susceptible to bank erosion than the right bank (where the average rate of erosion and deposition was −72.23 m/y and 79.50 m/y, respectively). The left bank’s average rate of erosion was −111.22 m/y. The research assesses the LULC study in conjunction with river channel dynamics in vulnerable areas where nearby infrastructure and settlements were at risk due to channel migration. The degree of accuracy was verified using the actual bankline and predicted bankline, as well as the actual LULC map and anticipated LULC map. In more than 90% of cases, the bankline’s position and shape generally remain the same as the actual bankline. The overall, and kappa accuracy of all the LULC maps was more than 85%, which was suitable for the forecast. Moreover, chi-square (x2) result values for classified classes denoted the accuracy and acceptability of the CA-Markov model for predicting the LULC map. The results of this work aim to understand better the efficient hazard management strategy for the Brahmaputra River for hazard managers of the region using an automated prediction approach.

Abstract Image

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
评估布拉马普特拉河地表当前和未来变化对其土地利用-土地覆盖的影响
河岸迁移是河漫滩地区河流中常见的现象。目前,与河道动态相关的土地利用和土地覆盖(LULC)变化正成为威胁河流附近居民生命财产安全的重要因素。全面评价这些变化的原因和后果对于改善减少和管理灾害风险的政策和决策至关重要。本研究利用基于gis的数字海岸线分析系统(DSAS)对雅鲁藏布江河面的变化进行了评估,并将其与CA-Markov模型评估的洪泛区LULC变化联系起来。通过对雅鲁藏布江未来河道及其漫滩未来LULC的预测,确定了雅鲁藏布江未来的侵蚀易损区。48年(1973-2021)遥感数据被用于估算河岸迁移率。结果表明,该河流早期的侵蚀加积率高于后期。左岸和右岸1973 - 1988年的平均迁移率分别为- 55.44 m/y和- 56.79 m/y,而2011 - 2021年的平均迁移率分别为- 17.25 m/y和- 48.49 m/y。雅鲁藏布江左岸的侵蚀比右岸更严重,这表明河流正在向左转(向南)。在该河道中,A区(下游)和B区(中游)受到的不利影响大于C区(上游)。根据预测结果,左岸比右岸更容易受到侵蚀(右岸的平均侵蚀速率和沉积速率分别为- 72.23 m/y和79.50 m/y)。左岸的平均侵蚀速率为- 111.22 m/y。该研究将LULC研究与脆弱地区的河道动态结合起来进行评估,在这些地区,附近的基础设施和定居点由于河道迁移而处于危险之中。使用实际岸线和预测岸线,以及实际的LULC地图和预期的LULC地图验证了准确性。在超过90%的情况下,银行存款线的位置和形状通常与实际银行存款线保持一致。所有LULC地图的总体精度和kappa精度都在85%以上,适合于预测。分类类别的卡方(x2)结果值表示CA-Markov模型预测LULC地图的准确性和可接受性。本研究的结果旨在利用自动预测方法为该地区的灾害管理者更好地了解雅鲁藏布江的有效灾害管理策略。
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
Geoscience frontiers
Geoscience frontiers Earth and Planetary Sciences-General Earth and Planetary Sciences
CiteScore
17.80
自引率
3.40%
发文量
147
审稿时长
35 days
期刊介绍: Geoscience Frontiers (GSF) is the Journal of China University of Geosciences (Beijing) and Peking University. It publishes peer-reviewed research articles and reviews in interdisciplinary fields of Earth and Planetary Sciences. GSF covers various research areas including petrology and geochemistry, lithospheric architecture and mantle dynamics, global tectonics, economic geology and fuel exploration, geophysics, stratigraphy and paleontology, environmental and engineering geology, astrogeology, and the nexus of resources-energy-emissions-climate under Sustainable Development Goals. The journal aims to bridge innovative, provocative, and challenging concepts and models in these fields, providing insights on correlations and evolution.
期刊最新文献
Two phases of granulite-facies metamorphism superimposied on retrograde eclogite: Constraints on the early Paleozoic tectonic evolution of the Qinling Orogenic Belt, central China Linking basin-scale hydrology with climatic parameters in western Himalaya: Application of satellite data, temperature index modelling and in-situ observations Does energy policy uncertainty matter for renewable energy and energy efficiency technologies? An affordable and clean energy perspective Evaluation of environmental geochemical signatures due to RO rejects on arid agricultural farms and tangible solutions Melting temperature of iron under the Earth’s inner core condition from deep machine learning
×
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