电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
4期
804-808
,共5页
遥感图像%对流云团%追踪%非线性拟合
遙感圖像%對流雲糰%追蹤%非線性擬閤
요감도상%대류운단%추종%비선성의합
remote sensing images%convective cloud%tracking%nonlinear fitting
利用气象遥感红外云图识别、追踪和预测对流云团的发展变化将有助于及时预报灾害性天气,但目前仍然缺乏有效的动态追踪预测方法。本文采用多帧时序遥感云图,提出了一种对流云团识别、跟踪和趋势预测的实时快速预测模型。通过模糊 C 均值(FCM)算法识别对流云团,然后对输出结果使用优化的近邻交叉相关法动态追踪,并根据云团运动的气旋学说,创新性的采用三次样条插值函数拟合云团运动路径,实现云团的动态追踪预测。实验结果表明该方法达到了较高的预测准确率。
利用氣象遙感紅外雲圖識彆、追蹤和預測對流雲糰的髮展變化將有助于及時預報災害性天氣,但目前仍然缺乏有效的動態追蹤預測方法。本文採用多幀時序遙感雲圖,提齣瞭一種對流雲糰識彆、跟蹤和趨勢預測的實時快速預測模型。通過模糊 C 均值(FCM)算法識彆對流雲糰,然後對輸齣結果使用優化的近鄰交扠相關法動態追蹤,併根據雲糰運動的氣鏇學說,創新性的採用三次樣條插值函數擬閤雲糰運動路徑,實現雲糰的動態追蹤預測。實驗結果錶明該方法達到瞭較高的預測準確率。
이용기상요감홍외운도식별、추종화예측대류운단적발전변화장유조우급시예보재해성천기,단목전잉연결핍유효적동태추종예측방법。본문채용다정시서요감운도,제출료일충대류운단식별、근종화추세예측적실시쾌속예측모형。통과모호 C 균치(FCM)산법식별대류운단,연후대수출결과사용우화적근린교차상관법동태추종,병근거운단운동적기선학설,창신성적채용삼차양조삽치함수의합운단운동로경,실현운단적동태추종예측。실험결과표명해방법체도료교고적예측준학솔。
Identifying and tracking convective clouds from remote sensing images is very useful for timely forecasting the se -vere weather .However ,very limited methods have been proposed for this purpose .This paper proposes a method that can automati-cally identify ,track the convective clouds and then predict the movement trends .First ,the fuzzy C-means (FCM) algorithm is used to identify and segment the cumulonimbus from the cloud images ;then ,the near neighbor cross-correlation method is used to track the convective clouds ;finally ,in accordance with the movement characteristics of the aerodynamic flow ,cubic spline interpolation functions are used to fit the clouds’ movement paths ,by which the movement trends of the convective clouds can be predicted .The contrast results to the real images show that the proposed method can achieve satisfying prediction accuracy .