Effects of land use land cover change on streamflow of Akaki catchment, Addis Ababa, Ethiopia

被引:8
|
作者
Negash, Ephrem Derso [1 ]
Asfaw, Wegayehu [1 ,2 ,3 ]
Walsh, Claire L. [4 ]
Mengistie, Getahun Kebede [5 ]
Haile, Alemseged Tamiru [2 ]
机构
[1] Arba Minch Univ Water Technol Inst AWTI, Fac Hydraul & Water Resources Engn, POB 21, Arba Minch, Ethiopia
[2] Int Water Management Inst IWMI, POB 5689, Addis Ababa 5689, Ethiopia
[3] Univ Twente, Fac Geoinformat Sci & Earth Observat ITC, Dept Water Resources, Drienerlolaan 5, NL-7522 NB Enschede, Netherlands
[4] Newcastle Univ, Sch Engn, Newcastle Upon Tyne NE1 7RU, England
[5] Addis Ababa Univ, Africa Ctr Excellence Water Management ACE, Addis Ababa, Ethiopia
基金
英国科研创新办公室;
关键词
Land use land cover; Urbanization; Streamflow; Machine learning; Addis Ababa; Akaki catchment; RIVER-BASIN; SURFACE RUNOFF; CLIMATE-CHANGE; CLASSIFICATION; URBANIZATION; ALGORITHMS; IMPACTS; FLOWS;
D O I
10.1007/s40899-023-00831-4
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Evaluation of the hydrological impact of urbanization-induced land use land cover (LULC) changes for medium to large catchments is still an important research topic due to the lack of evidence to conclude about how local changes translate to impacts across scales. This study aims to provide evidence on the effects of LULC change on the streamflow of the Akaki catchment that hosts Addis Ababa, the capital city of Ethiopia. Since the comparative performance of classification algorithms is poorly understood, we compared the performance of one parametric and five non-parametric machine learning methods for LULC mapping using Landsat imageries. To investigate the effect of LULC changes on streamflow, a semi-distributed HEC-HMS model was calibrated and validated using daily discharge data at multiple sites. Findings of this study showed that: (i) the accuracy of classification and regression tree (CART) was superior to the other classifiers, (ii) from 1990 to 2020, urban and forest cover increased at the expense of agricultural and bare land, (iii) the performance of the HEC-HMS model was acceptable at all stations during both the calibration and validation periods, and (iv) the mean annual and main rainy seasonal streamflow of the catchment experienced significant increases due to LULC change but the simulated streamflow changes highly varied with the type of LULC classifier. This study contributes to the limited evidence on how catchments, with rapidly developing cities are prone to hydrological regime changes that need to be recognized, understood and quantified, and incorporated into urban planning and development.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Effects of land use land cover change on streamflow of Akaki catchment, Addis Ababa, Ethiopia
    Ephrem Derso Negash
    Wegayehu Asfaw
    Claire L. Walsh
    Getahun Kebede Mengistie
    Alemseged Tamiru Haile
    [J]. Sustainable Water Resources Management, 2023, 9
  • [2] Urban land use, land cover change and urban microclimate dynamics in Addis Ababa, Ethiopia
    Mulugeta Demisse Negesse
    Solomon Hishe
    Kefelegn Getahun
    [J]. Discover Environment, 2 (1):
  • [3] Support vector machine-based spatiotemporal land use land cover change analysis in a complex urban and rural landscape of Akaki river catchment, a Suburb of Addis Ababa, Ethiopia
    Tamirat, Hailegebreal
    Argaw, Mekuria
    Tekalign, Meron
    [J]. HELIYON, 2023, 9 (11)
  • [4] The dynamics of urbanization, land use land cover changes, and land expropriation in Addis Ababa, Ethiopia
    Ayenachew, Yeshitla Agonafir
    Abebe, Birhanu Girma
    [J]. FRONTIERS IN ENVIRONMENTAL SCIENCE, 2024, 12
  • [5] Impact of land use/land cover change on surface water hydrology in Akaki river catchment, Awash basin, Ethiopia
    Yohannes, Hamere
    Argaw, Mekuria
    Seifu, Weldemariam
    [J]. PHYSICS AND CHEMISTRY OF THE EARTH, 2024, 135
  • [6] Influence of urbanization-driven land use/cover change on climate: The case of Addis Ababa, Ethiopia
    Arsiso, Bisrat Kifle
    Tsidu, Gizaw Mengistu
    Stoffberg, Gerrit Hendrik
    Tadesse, Tsegaye
    [J]. PHYSICS AND CHEMISTRY OF THE EARTH, 2018, 105 : 212 - 223
  • [7] Assessment of land use/land cover change impact on streamflow: a case study over upper Guder Catchment, Ethiopia
    Tasgara, Takele Dufera
    Kumar, Brijesh
    [J]. SUSTAINABLE WATER RESOURCES MANAGEMENT, 2023, 9 (01)
  • [8] Assessment of land use/land cover change impact on streamflow: a case study over upper Guder Catchment, Ethiopia
    Takele Dufera Tasgara
    Brijesh Kumar
    [J]. Sustainable Water Resources Management, 2023, 9
  • [9] The effects of land use land cover change on hydrological flow in Giba catchment, Tigray, Ethiopia
    Aredehey, Gebrejewergs
    Mezgebu, Atinkut
    Girma, Atkilt
    [J]. COGENT ENVIRONMENTAL SCIENCE, 2020, 6 (01):
  • [10] Implications of land use/land cover dynamics on urban water quality: Case of Addis Ababa city, Ethiopia
    Gule, Thandile T.
    Lemma, Brook
    Hailu, Binyam Tesfaw
    [J]. HELIYON, 2023, 9 (05)