Ephemeral sand river flow detection using satellite optical remote sensing

被引:12
作者
Walker, David [1 ]
Smigaj, Magdalena [1 ]
Jovanovic, Nebo [2 ]
机构
[1] Newcastle Univ, Sch Engn, Newcastle Upon Tyne, Tyne & Wear, England
[2] CSIR, Nat Resource & Environm, Stellenbosch, South Africa
关键词
Alluvial aquifer recharge; Flow detection; NDWI; Sentinel-2; Sand river; South Africa; WATER INDEX NDWI; LIMPOPO; CHANNEL;
D O I
10.1016/j.jaridenv.2019.05.006
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Ephemeral sand rivers are common throughout the world's dryland regions, often providing a water source where altematives are unavailable. Alluvial aquifer recharge results from rare surface water flows. Assessment of surface flow frequency using traditional methods (rain or flow gauges) requires a high-density monitoring network, which is rarely available. This study aimed to determine if satellite optical imagery could detect infrequent surface flows to estimate recharge frequency. Well-used sensors (Landsat and MOMS) have insufficiently high spatio-temporal resolution to detect often short-lived flows in narrow sand rivers characteristic of drylands. Therefore, Sentinel-2 offering 10 m spatial resolution was used for the Shingwidzi River, Limpopo, South Africa. Based on an increase of Normalised Difference Water Index relative to the dry season reference value, detection of surface flows proved feasible with overall accuracy of 91.2% calculated against flow gauge records. The methodology was subsequently tested in the ungauged Molototsi River where flows were monitored by local observers with overall accuracy of 100%. High spatial and temporal resolution allowed for successful detection of surface water, even when flow had receded substantially and when the rivers were partially obstructed by clouds. The presented methodology can supplement monitoring networks where sparse rainfall or flow records exist.
引用
收藏
页码:17 / 25
页数:9
相关论文
共 40 条
  • [1] Why Should We Care About Temporary Waterways?
    Acuna, V.
    Datry, T.
    Marshall, J.
    Barcelo, D.
    Dahm, C. N.
    Ginebreda, A.
    McGregor, G.
    Sabater, S.
    Tockner, K.
    Palmer, M. A.
    [J]. SCIENCE, 2014, 343 (6175) : 1080 - 1081
  • [2] Clanahan M, 2004, CRITICAL EVALUATION
  • [3] Davies J, 1998, WD982C BGS
  • [4] DWAF, 2010, REV WAT REQ, V2
  • [5] ESA, 2018, SENT 2 L1C DAT QUAL
  • [6] Goudie A. S, 1987, CHANGE INSTABILITY D, P250
  • [7] Detecting, Extracting, and Monitoring Surface Water From Space Using Optical Sensors: A Review
    Huang, Chang
    Chen, Yun
    Zhang, Shiqiang
    Wu, Jianping
    [J]. REVIEWS OF GEOPHYSICS, 2018, 56 (02) : 333 - 360
  • [8] TRANSMISSION LOSSES TO ALLUVIUM AND ASSOCIATED MOISTURE DYNAMICS IN A SEMIARID EPHEMERAL CHANNEL SYSTEM IN SOUTHERN AFRICA
    HUGHES, DA
    SAMI, K
    [J]. HYDROLOGICAL PROCESSES, 1992, 6 (01) : 45 - 53
  • [9] Hussey S.W., 2007, WATER SAND RIVERS GU
  • [10] Jacobson P.J., 1995, EPHEMERAL RIVERS THE