課程名稱 |
MATLAB之工程應用 Applications of Matlab on Engineering |
開課學期 |
109-1 |
授課對象 |
生物資源暨農學院 生物產業機電工程學研究所 |
授課教師 |
DOLAN |
課號 |
BME5706 |
課程識別碼 |
631 U4460 |
班次 |
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學分 |
3.0 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期四7,8,9(14:20~17:20) |
上課地點 |
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備註 |
上課地點:生機館(鄭江樓南棟)5F, 智農中心電腦教室與黃振康合授 總人數上限:20人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1091BME5706_ |
課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
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課程概述 |
Numerical methods, parameter estimation, and statistical analysis for mathematical models used in engineering. Theory will be illustrated with examples from various engineering disciplines. MATLAB will be taught and used in the class, and is required to be used for homeworks and exams. Instructor will supply template codes for inverse problems. |
課程目標 |
1. To numerically solve a single partial differential equations and systems of ordinary differential equations.
2. To understand and apply the difference between forward and inverse problems.
3. To give a conference-quality research presentation on estimation of parameters in a nonlinear mathematical model.
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課程要求 |
Differential and integral calculus. Familiarity with matrices and ordinary and partial differential equations. Basic statistics.
Prior knowledge of MATLAB is not required. Previous knowledge of programming basics (e.g. for loops, if statements), will be helpful. |
預期每週課後學習時數 |
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Office Hours |
備註: TBA |
指定閱讀 |
1. Chapra, S.C. Applied Numerical Methods with MATLAB for Engineers and Sci-entists, 2012 3rd edition (I will use this one) or 2008, 2nd edition or, McGraw-Hill, NY. Available at the Spartan Bookstore or check www.addall.com for used copies.
2. Beck, J.V. and Arnold, K.J. Parameter Estimation in Engineering and Science. 1977. John Wiley & Sons, Inc. Out of print, but available electronically from the instructor for free.
3. Beck, J.V. and Arnold, K.J. Parameter Estimation in Engineering and Science, Chapter 6, revised in 2007 for MATLAB applications, and available electroni-cally from the instructor for free.
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參考書目 |
Motulsky, H., and Christopoulos, A. Fitting Biological Data Using Linear and Nonlinear Regression. A Practical Guide to Curve Fitting. 2004. Oxford University Press, NY. |
評量方式 (僅供參考) |
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週次 |
日期 |
單元主題 |
Week 1 |
9/17 |
MATLAB- Basics, Matrix, Script, flow control |
Week 2 |
9/24 |
MATLAB- plotting, function |
Week 15 |
12/24 |
Partial Differential Equations |
Week 16 |
12/31 |
Curve fitting and Optimization |
Week 17 |
1/07 |
CNN |
Week 18 |
1/14 |
Classification |
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