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cosmic_rays_emd_co_wc's Introduction

cosmic_rays_emd_Co_WC


Geomagnetic Storm Forecasting caused by ICME based on CEEMDAN of Cosmic rays article layout

[toc]

Overview

  • Method: CEEMDAN/Hilbert Transform
  • Cosmic Rays/Kp IndexDataset
    • Time Range: Solar Cycle 22/1997-2008, Solar Cycle 23/2008-2019
    • Time Resolution: 0.5h/3h
  • Event Requirement:
    • Kp > 8

Data Preprocessing

  1. ICMEs -> 4 days before events
  2. CRs -> CEEMDAN -> 1-10 IMFs
st=>start: 开始
e=>end: 结束
op1=>operation: 新品开发流程
op2=>operation: 产品需求提出
op3=>operation: 产品试用 负责人:吴xx
op4=>operation: 包装
op5=>parallel: 继续讨论
op6=>operation: 讨论
cond=>condition: 确认?

st->op1->op2->op3->cond
cond(yes)->op4->e
cond(no)->op6->e
  1. IMF(s) Ma->
  2. data quality -> error situation statistic
  3. check the data distribution -> show in figure or table
  4. color removing and masking
  5. fits/jpeg -> [0,1]

Methodology

NO-SUM

  1. statics
    Num. Max Min Mean
    IMF ? ? ?
  2. time-domain:
  • x: time(3h), y:imf, z:max/min/mean -> (threshold)
  1. frequency-doamin:
    • x: frquency(Hz), y: imf, z: amplitude
    • x: time(3h), y: imf, z: max amplitude/index of max amplitude

Validation & Result

  • in advance? how long?
  • *quiet period -> warning signal?
  • test on new data: Solar Cycle 22/1997-2008, Solar Cycle 23/2008-2019

Figures

  1. CRs 11 year-period compare with SSN
  2. Diurnal variation
  3. CEEMDAN robust(compared with emd & eemd)
  4. methdology 2/3
  5. test result

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