EXPERIMENTS TO TRACK STORMS USING MODERN OPTIMIZATION ALGORITHMS

被引:0
|
作者
李南 [1 ,2 ]
魏鸣 [1 ,3 ]
机构
[1] Key Laboratory of Meteorological Disaster of Ministry of Education,Nanjing University of Information Science & Technology
[2] School of Atmospheric Physics,Nanjing University of Information Science & Technology
[3] State Key Laboratory of Severe Weather,Chinese Academy of Meteorological Sciences
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
raw weather radar data; storm identification and tracking; optimization algorithms;
D O I
暂无
中图分类号
X703 [废水的处理与利用];
学科分类号
083002 ;
摘要
Storm identification and tracking based on weather radar data are essential to nowcasting and severe weather warning.A new two-dimensional storm identification method simultaneously seeking in two directions is proposed,and identification results are used to discuss storm tracking algorithms.Three modern optimization algorithms (simulated annealing algorithm,genetic algorithm and ant colony algorithm) are tested to match storms in successive time intervals.Preliminary results indicate that the simulated annealing algorithm and ant colony algorithm are effective and have intuitionally adjustable parameters,whereas the genetic algorithm is unsatisfactorily constrained by the mode of genetic operations.Experiments provide not only the feasibility and characteristics of storm tracking with modern optimization algorithms,but also references for studies and applications in relevant fields.
引用
收藏
页码:280 / 291
页数:12
相关论文
共 50 条
  • [21] LOCALLY STOCHASTIC ALGORITHMS OF DISCRETE OPTIMIZATION (EXPERIMENTS AND COMPUTATIONAL EXPERIENCE)
    KOVALEV, MM
    PIRYANOVICH, VA
    CYBERNETICS, 1982, 18 (01): : 127 - 132
  • [22] Extensive experiments on genetic algorithms for the optimization of piezoelectric actuator locations
    Sheng, Lizeng
    Kapania, Rakesh K.
    AIAA Journal, 2006, 44 (12): : 2904 - 2918
  • [23] Using Genetic Algorithms to Design Experiments: A Review
    Lin, C. Devon
    Anderson-Cook, Christine M.
    Hamada, Michael S.
    Moore, Leslie M.
    Sitter, Randy R.
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2015, 31 (02) : 155 - 167
  • [24] MODEL EXPERIMENTS ON AURORAE AND MAGNETIC STORMS
    BLOCK, L
    TELLUS, 1955, 7 (01): : 65 - 86
  • [25] Application of Modern Optimization Algorithms in Holes Machining Path Planning
    Zhang, Lijun
    Luo, Xiaoyi
    Xing, Shizhao
    2016 3RD INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2016, : 867 - 870
  • [26] Application of modern optimization algorithms in the heat exchanger network synthesis
    Yao Jun
    Huang Dao
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 868 - +
  • [27] Multilevel optimization of speech coding algorithms for modern DSP architectures
    Awan, MT
    Masud, S
    Khan, N
    Abdullah, F
    2005 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING (PACRIM), 2005, : 265 - 268
  • [29] REPEAT GROUND TRACK METHODS FOR EARTH OBSERVATION SATELLITES: FOR USE IN OPTIMIZATION ALGORITHMS
    Vtipil, Sharon D.
    Newman, Brett
    SPACEFLIGHT MECHANICS 2009, VOL 134, PTS I-III, 2009, 134 : 1389 - 1400
  • [30] Advanced Liquid-Metal-Cooled Fast Reactor Core Design Using Modern Optimization Algorithms
    Al-Dawood, Khaldoon
    Palmtag, Scott
    NUCLEAR SCIENCE AND ENGINEERING, 2024,