Toward the camera rain gauge

被引:49
作者
Allamano, P. [1 ]
Croci, A. [1 ]
Laio, F. [1 ]
机构
[1] Politecn Torino, Dept Environm Land & Infrastruct Engn, Turin, Italy
关键词
rain measuring; rain pictures; crowdsourcing; DROP SIZE DISTRIBUTIONS; FLUCTUATION PROPERTIES; PRECIPITATION; RAINDROPS; VELOCITY;
D O I
10.1002/2014WR016298
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We propose a novel technique based on the quantitative detection of rain intensity from images, i.e., from pictures taken in rainy conditions. The method is fully analytical and based on the fundamentals of camera optics. A rigorous statistical framing of the technique allows one to obtain the rain rate estimates in terms of expected values and associated uncertainty. We show that the method can be profitably applied to real rain events, and we obtain promising results with errors of the order of 25%. A precise quantification of the method's accuracy will require a more systematic and long-term comparison with benchmark measures. The significant step forward with respect to standard rain gauges resides in the possibility to retrieve measures at very high temporal resolution (e.g., 30 measures per minute) at a very low cost. Perspective applications include the possibility to dramatically increase the spatial density of rain observations by exporting the technique to crowdsourced pictures of rain acquired with cameras and smartphones.
引用
收藏
页码:1744 / 1757
页数:14
相关论文
共 46 条
  • [1] Modeling Radar Rainfall Estimation Uncertainties: Random Error Model
    AghaKouchak, A.
    Habib, E.
    Bardossy, A.
    [J]. JOURNAL OF HYDROLOGIC ENGINEERING, 2010, 15 (04) : 265 - 274
  • [2] [Anonymous], PROBABILITY STAT DEC
  • [3] A new understanding of raindrop shape
    Beard, Kenneth V.
    Bringi, V. N.
    Thurai, M.
    [J]. ATMOSPHERIC RESEARCH, 2010, 97 (04) : 396 - 415
  • [4] BEARD KV, 1976, J ATMOS SCI, V33, P851, DOI 10.1175/1520-0469(1976)033<0851:TVASOC>2.0.CO
  • [5] 2
  • [6] Temporal and spatial resolution of rainfall measurements required for urban hydrology
    Berne, A
    Delrieu, G
    Creutin, JD
    Obled, C
    [J]. JOURNAL OF HYDROLOGY, 2004, 299 (3-4) : 166 - 179
  • [7] Soil as a natural rain gauge: Estimating global rainfall from satellite soil moisture data
    Brocca, Luca
    Ciabatta, Luca
    Massari, Christian
    Moramarco, Tommaso
    Hahn, Sebastian
    Hasenauer, Stefan
    Kidd, Richard
    Dorigo, Wouter
    Wagner, Wolfgang
    Levizzani, Vincenzo
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2014, 119 (09) : 5128 - 5141
  • [8] Cord A, 2011, IEEE INT VEH SYM, P833, DOI 10.1109/IVS.2011.5940484
  • [9] Vision and rain
    Garg, Kshitiz
    Nayar, Shree K.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2007, 75 (01) : 3 - 27
  • [10] Sampling errors of tipping-bucket rain gauge measurements
    Habib, E
    Krajewski, WF
    Kruger, A
    [J]. JOURNAL OF HYDROLOGIC ENGINEERING, 2001, 6 (02) : 159 - 166