EasyRain: A User-Friendly Platform for Comparing Precipitation Nowcasting Models

被引:0
|
作者
Cheng, Ji [1 ]
Guo, Guimu [2 ]
Yan, Da [2 ]
Hao, Xiaotian [1 ]
Ng, Wilfred [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R China
[2] Univ Alabama Birmingham, Dept Comp Sci, Birmingham, AL USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Precipitation nowcasting, which predicts rainfall intensity in the near future, has been studied by meteorologists for decades. Currently, computer vision techniques, especially optical flow based methods, are widely adopted by observatories since they deliver reasonable performance without the need of model training. However, their performance is highly sensitive to model parameters which require a lot of empirical knowledge to optimize. With the recent success of deep learning (DL), machine learning researchers have started to explore the use of spatiotemporal DI models for precipitation nowcasting, which have demonstrated a better performance than optical flow based methods. However, DL models are not easy to configure for non-DL experts such as meteorologists. In this poster, we introduce EasyRain, a platform with a user-friendly web interface to help users without domain knowledge (in DI, and/or meteorology) to efficiently build DI, and optical flow based models. We will demonstrate the efficiency and usability of EasyRain for training, tuning, and comparing precipitation nowcasting models.
引用
收藏
页码:6019 / 6021
页数:3
相关论文
共 50 条
  • [1] User-friendly
    Riddoch, S
    AUSTRALIAN JOURNAL OF PHYSIOTHERAPY, 1999, 45 (02): : 142 - 142
  • [2] A user-friendly platform for developing and accessing grid services
    Morohoshi, Hiroyuki
    Huang, Runhe
    Ma, Jianhua
    INFORMATION SYSTEMS FRONTIERS, 2006, 8 (04) : 255 - 269
  • [3] A user-friendly platform for developing and accessing grid services
    Hiroyuki Morohoshi
    Runhe Huang
    Jianhua Ma
    Information Systems Frontiers, 2006, 8 : 255 - 269
  • [4] A New User-Friendly ATPG Platform for Digital Circuits
    Lipovsky, M.
    Svarc, J.
    Gramatova, E.
    Fiser, P.
    2016 IEEE 19TH INTERNATIONAL SYMPOSIUM ON DESIGN AND DIAGNOSTICS OF ELECTRONIC CIRCUITS & SYSTEMS (DDECS), 2016, : 210 - 213
  • [5] MSIX - A GENERAL AND USER-FRIENDLY PLATFORM FOR RAM ANALYSIS
    PAN, ZJ
    BLEMEL, P
    PROCEEDINGS ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 1992, (SYM): : 501 - 505
  • [6] USER-FRIENDLY
    YOUNG, N
    BRITISH DENTAL JOURNAL, 1994, 177 (03) : 86 - 86
  • [7] User-friendly
    董校庭
    上海科技翻译, 1986, (03) : 3 - 3
  • [8] User-friendly
    马而
    黑河教育, 1994, (04) : 40 - 40
  • [9] User-Friendly
    Schillinger, Jakob
    ARTFORUM INTERNATIONAL, 2012, 51 (03): : 127 - 128
  • [10] A user-friendly benchmark tool for MOS models
    Vasilopoulos, A.
    Papananos, Y.
    Bazigos, A.
    Nastos, N.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE MIXED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2006, : 147 - +