AP4011 Signal Processing and Analysis (數據分析與處理), Fall 2016

Instructor 任課教師: Chi-Kuang Chao 趙吉光

Teaching assistant 助教: Tsung-En Tseng 曾從恩 ( josh82127@gmail.com, ext 36755)

Audiences 授課對象: undergraduate junior students of department of atmospheric science for space science program 大氣科學系太空組大三學生

Classroom 教室: S4-807

Credit 學分: 3

Course type 課程型態: core course 必修

Duration of course 課程期間: half year 半年

Lecture time 課程鐘點: 3 sessions / week, 1 hour / session

Lecture hours 上課時段: 15:00-17:00 (TUE) and 15:00-16:00 (WED)

Office hour: 16:00-17:00 (WED) will also be used for reschedule

Course description 課程內容

An introduction to students about techniques required for numerical approximation and data processing.

  • Numeric analysis

    • Numerics in general
    • Numerics linear algebra
    • Numerics for ODEs and PDEs

  • Optimization, Graphs

    • Unconstrained optimization - linear programming
    • Graphs - combinatorial optimization

  • Data reduction and error analysis

    • Systematic and random errors
    • Mean and standard deviation
    • Distributions
    • Propagation of errors
    • Estimates of mean and errors
    • Least-squares fit to a straight line
    • Correlation probability
    • Least-squares fit to a polynomial
    • Multiple regression
    • Goodness of fit
    • Least-squares fit to an arbitrary function
    • Fitting composite curves
    • Data manipulation

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