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課程名稱 |
自動化光學檢測原理與應用
Theory and Applications of Automated Optical Inspection |
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開課學期 |
107-2 |
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授課對象 |
工學院 機械工程學研究所 |
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授課教師 |
陳亮嘉 |
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課號 |
ME5245 |
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課程識別碼 |
522 U5320 |
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班次 |
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學分 |
3.0 |
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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 |
星期二7,8,9(14:20~17:20) |
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上課地點 |
綜602 |
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備註 |
總人數上限：40人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1072ME5245_ |
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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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課程概述 |
Objectives: This subject is arranged to introduce the theory and techniques required in Automatic Optical Inspection (AOI) as well as its applications in various industries. The subject mainly includes the following subtopics: introduction to precision metrology and machine vision, the measurement & detection principles and methods used in the 2D AOI, the detection & measurement principles and techniques used in the 3D AOI, image processing and algorithm methods used in automatic inspection, special topic from experts from industries, system instrumentation, factory visit, and lab practice work. |
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課程目標 |
1. To familiarize with fundamentals, theories and techniques required in AOI technology.
2. To understand key issues in system design and operations in AOI.
3. To establish the fundamentals of instrumentation needed in AOI.
4. To establish basic hands-on skills of AOI, such as programming in digital imaging processing.
5. To understand the developing trend of AOI industries and its applications. |
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課程要求 |
Science or Engineering background is desirable.
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預期每週課後學習時數 |
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Office Hours |
備註： 1. Middle examination (30%);
2. Homework & experiment report(30%);
3. Final student presentation and report (40%)
4. Class participation and performance (0~10%) |
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指定閱讀 |
Lecture notes: download from Ceiba a few days before each session.
Textbook：
(1) Automated optical inspection, 自動化光學檢測 (ISBN 978-986-378-009-0), 高立圖書， 陳亮嘉等著.
(2) Optical metrology: K. J. Gasvik, ISBN: 0-470-84300-4, Wiley, 3rd Edition; |
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參考書目 |
Books:
1) Digital Image Processing: R. C. Gonzalez and R. E. Woods, third edition, 978-986-154-762-6
Technical reports or papers:
1. Industrial Image Processing: Visual Quality Control in Manufacturing
2. by Christian Demant, Bernd Streicher-Abel, Peter Waszkewitz Springer Verlag; ISBN: 3540664106; Bk&Cd Rom edition (December 1999)
3. Videometrics and Optical Methods for 3D Shape Measurement by Sabry F. El-Hakim (Editor), Armin Gruen (Editor), SPIE-Intl Society for Optical Engineering; ISBN: 0819439878; (December 2000)
4. Optical Methods in Engineering Metrology (****) D.C. Williams Chapman & Hall; ISBN: 0412396408; (January 1993)
5. Optical Techniques for Industrial Inspection (****) by Paolo G. Cielo (Editor) Academic Press; ISBN: 0121746550; (November 1997)
6. Visual and Optical Testing (Nondestructive Testing Handbook, Vol 8) by Michael W. Allgaier, et al (Hardcover - September 1993) Amer Society for Nondestructive Testing; ISBN: 0931403057; (September 1993)
7. Machine Vision: General Systems Robotic Systems Special Systems Components Accessories Optical Inspection (Productivity Equipment Series) by Society of Manufacturing Engineers Society of Manufacturing Engineers; ISBN: 0872631559; (December 1984)
8. Simulation and Experiment in Laser Metrology by Z. Fzessy (Editor), Werner Jptner (Editor), Wolfgang Osten (Editor) John Wiley & Sons; ISBN: 3527401423; (August 1996)
9. Holographic Interferometry: Principles and Methods by Thomas Kreis, Wolfgang Osten (Editor) John Wiley & Sons; ISBN: 3055016440; (June 25, 1996)
10. Machine Vision: Automated Visual Inspection and Robot Vision by David Vernon Prentice Hall; ASIN: 0135433983; (September 1991)
11. Computer Vision, Models and Inspection (Series in Robotics and Automated Systems, Vol. 4) by A. D. Marshall, R. R. Martin World Scientific Pub Co; ISBN: 9810207727; (April 1992)
12. Optical Sensors, Volume 6, Sensors: A Comprehensive Survey by E. Wagner, R. Dandliker, K. Spenner (Editor) John Wiley & Sons; ISBN: 3527267727; (December 15, 1991)
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評量方式
(僅供參考) |
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週次 |
日期 |
單元主題 |
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第1週 |
2/19 |
Introduction and arrangement of the subject |
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第2週 |
2/26 |
Basics of Image Acquisition |
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第3週 |
3/05 |
Image quality assessment & Lens selection
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第4週 |
3/12 |
Lighting design |
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第5週 |
3/19 |
Digital image processing |
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第6週 |
3/26 |
Image matching algorithms |
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第7週 |
4/02 |
Spring holiday |
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第8週 |
4/09 |
Surface defect detection |
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第9週 |
4/16 |
Macroscopic 3-D vision |
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第10週 |
4/23 |
Middle examination |
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第11週 |
4/30 |
Optical interferometric microscopy (Basics) |
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第12週 |
5/07 |
Labwork 1: OPENCV programming techniques and case study in Camera calibration |
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第13週 |
5/14 |
White light interferometry (WLI) |
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第14週 |
5/21 |
Labwork 2: Practices on 3-D inspection and instruments |
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第15週 |
5/28 |
AOI company visit (Tre Technology) |
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第16週 |
6/04 |
Student presentation for final project (I) |
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第17週 |
6/11 |
Student presentation for final project (II) |
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