基本素養 Basic Literacy

積極涉獵科學新知
Explore new science knowledge.
關懷自然環境及生態保育
Care for natural environment and ecological conservation.

核心能力 Competence

宏觀地球科學專業知識及實務現象觀測
Professional knowledge in Geosciences and practical surveys.
地球科學專業文獻資料蒐集及實驗設計與整合操作規劃知能
Professional literature in Geosciences, experimental design, and integrated knowledge of operation.
地球科學專業知能與科技應用及量化檢測分析能力
Professional knowledge in Geosciences and techniques for quantitative analysis.
外語溝通能力
Communication in foreign languages.
團隊溝通、協調及領導能力
Communication, negotiation and leadership on the team.
整合應用地球科學產業專業科技知能及跨領域能力
Integration technical skills and knowledge for geological industry and cross-disciplinary ability.

課程概述 Course Description

這一堂課以實例介紹什麼是資料同化與其代表性的演算方法,目的讓學生理解資料同化的概念與用法。配合實際電腦程式寫作,讓學生懂得如何應用。
INTRODUCTION TO ATMOSPHERIC DATA ASSIMILATION

課程學習目標 Course Objectives

  • 了解觀測資料與數值模式的特性
  • 學習資料同化的方法
  • 應用資料同化方法於研究
  • 課程進度 Progress Description

    進度說明 Progress Description
    1Introduction
    2Least-squares estimation and maximum likelihood method
    3Bayes’ theorem
    4Application of Bayes’ statistics
    5Multivariate statistical data assimilation methods
    6Model and observation error covariance
    7Three Dimensional Variational Data Assimilation (3DVAR)
    8Four Dimensional Variational Data Assimilation (4DVAR)
    9Midterm examination
    10Kalman filter (KF)
    11Kalman filter smoother
    12Ensemble Kalman filter (EnKF)
    13Particle filter (PF)
    14Dynamical and physical balance in the initial conditions
    15Quality control of observations
    16Observing System Simulation Experiment (OSSE)
    17Application of data assimilation method in the space science
    18Final presentation
     以上每週進度教師可依上課情況做適度調整。The schedule may be subject to change.

    課程是否與永續發展目標相關調查
    Survey of the conntent relevant to SDGs

    本課程與SDGs相關項目如下:
    This course is relevant to these items of SDGs as following:
    • 氣候行動 (climate action)

    有關課程其他調查 Other Surveys of Courses

    1.本課程是否規劃業界教師參與教學或演講?
    Is there any industry specialist invited in this course? How many times?
    2.本課程是否規劃含校外實習(並非參訪)?
    Are there any internships involved in the course? How many hours?
    3.本課程是否可歸認為學術倫理課程? 否
    Is this course recognized as an academic ethics course? In the course how many hours are regarding academic ethics topics? No
    4.本課程是否屬進入社區實踐課程?
    Is this course recognized as a Community engagement and Service learning course? Which community will be engaged?