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課程名稱 |
非線性規劃
NONLINEAR PROGRAMMING |
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開課學期 |
96-2 |
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授課對象 |
電機資訊學院 電機工程學研究所 |
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授課教師 |
蔡坤諭 |
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課號 |
EE5069 |
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課程識別碼 |
921EU3040 |
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班次 |
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學分 |
3 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期五6,7,8(13:20~16:20) |
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上課地點 |
明達231 |
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備註 |
本課程以英語授課。本課程以英語授課。本課程以英語授課。本課程以英
總人數上限：100人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/962_CVX |
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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 |
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課程大綱
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為確保您我的權利,請尊重智慧財產權及不得非法影印
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課程概述 |
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課程目標 |
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課程要求 |
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預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
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參考書目 |
S. Boyd and L. Vandenberghe, Convex Optimization, Cambridge University Press, 2004.
D. Luenberger, Linear and Nonlinear Programming, Addison-Wesley.
D. Bertsekas, Nonlinear Programming, Athena Scientific. |
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
期中考 |
20% |
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2. |
期末考 |
20% |
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3. |
作業 |
20% |
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4. |
報告 |
20% |
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5. |
出席 |
20% |
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週次 |
日期 |
單元主題 |
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Week 1 |
2/21 |
[Time/location of this lecture changed to: 2/21 5:30-8:20 pm, MD 205]
Course info. and Introduction |
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Week 2 |
2/29 |
(no class- Prof. Tsai at Advanced Lithography USA) |
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Week 3 |
3/07 |
Convex sets |
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Week 4 |
3/14 |
Convex functions |
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Week 5 |
3/21 |
Convex optimization problems |
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Week 6 |
3/28 |
Duality (I) |
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Week 7 |
4/04 |
(no class - 民族掃墓節) |
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Week 8 |
4/11 |
Duality (II) |
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Week 9 |
4/18 |
Approximation and Fitting |
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Week 10 |
4/25 |
Statistical Estimation* |
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Week 11 |
5/02 |
Geometric problems |
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Week 12 |
5/09 |
Unconstrained minimization |
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Week 13 |
5/16 |
Equality-constrained minimization |
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Week 14 |
5/23 |
Interior-point methods* |
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Week 15 |
5/30 |
Techniques for Non-convex problems* |
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Week 16 |
6/06 |
Summary and Review |
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Week 17 |
6/13 |
Final Exam |
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Week 18 |
6/20 |
Final project report/presentation 1st version due |
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Week 19 |
6/27 |
Final project report/presentation final version due (Late date to submit grades: 06/30) |
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