課程名稱 |
機器人知覺與學習 ROBOT PERCEPTION AND LEARNING |
開課學期 |
96-1 |
授課對象 |
電機資訊學院 資訊工程學研究所 |
授課教師 |
王傑智 |
課號 |
CSIE5117 |
課程識別碼 |
922 U3430 |
班次 |
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學分 |
3 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期三6,7,8(13:20~16:20) |
上課地點 |
資105 |
備註 |
限學士班三年級以上 總人數上限:50人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/961PAL |
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 |
Robotics has achieved its
great success to date in the
world of industrial
manufacturing. Robot arms, or
manipulators, comprise a 2
billion dollar industry.
However, these commercial
robots/ manipulators suffer
from a fundamental
disadvantage: lack of
mobility. This course will
cover both science and systems
that allows a mobile robot to
move through a real-world
environment to perform
its tasks, including action,
perception, planning and
learning. |
課程目標 |
The topics that will be
discussed include:
The
Action-Perception-Cognition Loop,
Locomotion,
Mobile Robot Kinematics,
Dynamics and Control,
Uncertainty,
Sensors and Sensing,
Localization (EKF, Markov),
Mapping (Feature-based,
Grid-based approaches),
Simultaneous Localization and
Mapping (SLAM),
Simultaneous Localization,
Mapping and Moving Object
Tracking (SLAMMOT),
Object & Activity Recognition,
Path Planning,
Cooperative Mobile Robotics,
and Learning. |
課程要求 |
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
指定閱讀 |
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參考書目 |
The Robotics Primer by Maja J. Mataric, September 2007.
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評量方式 (僅供參考) |
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週次 |
日期 |
單元主題 |
Week 1 |
9/19 |
Introduction |
Week 2 |
9/26 |
Robot Components and Locomotion (Chapters 3,4,5) |
Week 3 |
10/03 |
Manipulation and Kinematics (Lecture 3), Perception Part I (Lecture 4) |
Week 4 |
10/10 |
國慶紀念日 |
Week 5 |
10/17 |
Perception I (Chapters 7,8,9): Simple Sensors and Cameras |
Week 6 |
10/24 |
Range Sensors and Processing |
Week 7 |
10/31 |
Uncertainty and Probabilistic Robotics |
Week 8 |
11/07 |
Representation, Localization and Mapping (Chapters 12,19) |
Week 9 |
11/14 |
SLAM |
Week 10 |
11/21 |
Midterm exam. |
Week 11 |
11/28 |
Tracking |
Week 12 |
12/05 |
Human Robot Interaction & Monte Carlo Localization |
Week 13 |
12/12 |
Object Recognition |
Week 14 |
12/19 |
Planning under Uncertainty |
Week 15 |
12/26 |
Control Architecture, Behavior Coordination |
Week 16 |
1/02 |
DARPA Urban Challenge |
Week 17 |
1/09 |
Robot competition (I) |
Week 18 |
1/16 |
Robot competition (II) |
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