課程資訊
課程名稱
應用數學一
Applied Mathematics (Ⅰ) 
開課學期
112-1 
授課對象
理學院  大氣科學系  
授課教師
梁禹喬 
課號
AtmSci2011 
課程識別碼
209 27110 
班次
 
學分
3.0 
全/半年
半年 
必/選修
必修 
上課時間
星期一3,4(10:20~12:10)星期四3(10:20~11:10) 
上課地點
大氣B105大氣A104 
備註
限本系所學生(含輔系、雙修生)
總人數上限:40人 
 
課程簡介影片
 
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課程概述

This course gives students overviews of linear first and second order ordinary differential equations (OEDs) and linear algebra. The math skills will be applied to atmospheric sciences problems.

First order ODEs:
- responses to (complex) exponential, oscillating, delta function inputs
- integrating factor
- separable euqations

Second order ODEs:
- fundamental equation of mechanics
- forced harmonic motion
- unforced damped motion
- impulse response, exponential response
- method of undetermined coefficients
- variation of parameters

Linear algebra:
- row and column view of matrix multiplication
- independence, basis, and dimension
- four fundamental subspaces
- factorization
(i) A = LU: LU elimination
(ii) A = QR: orthogonalization (Gram-Schmidt)
(iii) S = Q??QT: eigenvalues
(iv) A = X??XT, diagonalization
(v) A = U??VT, singular value decomposition

Solving linear system:
- matrix exponential
- phase plane: source, sink, saddle 

課程目標
This course aims to train students with the basics of ODEs and linear algebra, and their applications on atmospheric sciences problems. 
課程要求
Calculus basics 
預期每週課後學習時數
 
Office Hours
每週四 11:20~12:00 備註: Or by appointment 
指定閱讀
 
參考書目
Textbooks
Differential Equations and Linear Algebra:
- website: https://math.mit.edu/~gs/dela/
- youtube: https://www.youtube.com/playlist?list=PLMsYJgjgZE8iBpOBZEsS8PuwNBkwMcjix
Introduction to Linear Algebra:
- website: https://math.mit.edu/~gs/linearalgebra/
- youtube: https://www.youtube.com/playlist?list=PLE7DDD91010BC51F8
Linear Algebra and Learning from Data:
- website: https://math.mit.edu/~gs/learningfromdata/
- youtube: https://www.youtube.com/playlist?list=PLUl4u3cNGP63oMNUHXqIUcrkS2PivhN3k 
評量方式
(僅供參考)
   
課程進度
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日期
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