The Foundation of Intelligent Operation and Maintenance (机械智能运维基础) (Spring 2024-2025)
班号: IME及MEC [IME4102A]机械装备智能运维基础 (学分: 2.0)
上课时间：2024-2025学年春季学期 1-16周，周五 (08-09节, MEC 16:00 PM – 17:40 PM; 11-12节, IME 19:20 PM – 21:00 PM) (学时: 32)
任课老师：陈鹏
上课地点：讲堂二 (MEC、IME)
Syllabus (教学大纲)
Updating soon
Announcements
- Weekly schedule (课程安排表) [Link]
- Announcements
a) TBA - Others
Download Announcements
Office Hours
TA: Mr. Qingsheng Wei
Time: Week16 10:00-11:30 (AM) & 16:00-17:30 (PM)
Location: Coming soon
Resources
- Checking List [Link]
- Sharing slides Download link
Books & Chapters
- Randall R B . Vibration-based Condition Monitoring: Industrial, Aerospace and Automotive Applications[M]. John Wiley & Sons, 2011. [Link]
- 何正嘉，陈进，王太勇，褚福磊. 机械故障诊断理论及应用. 北京：高等教育出版社，2010.
- 屈梁生，张西宁，沈玉娣，机械故障诊断理论与方法. 西安：西安交通大学出版社，2009.
- 钟秉林，黄仁. 机械故障诊断学. 北京：机械工业出版社，2006.
Assignments
- Task & Assignments
Download link
Assignment Submission (作业提交)
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Reference
- 数字信号处理 (国家精品课程) [link]
- 麻省理工学院公开课：信号与系统, 模拟与数字信号处理 [link]
- 西安交大-机械故障诊断学 (28讲视频教程) [link]
- 分数域信号与信息处理及应用 [link]
- 机器学习初步 (2022秋)，周志华，南京大学 [Link] [Lecture (课程视频见More Links #1，密码请咨询Dr. Chen)] More Links #1
- Machine Learning, HUNG-YI LEE (李宏毅) [Link]
- Deep Learning, Yann LeCu [Link](英文版) [Link] (中文版)
- Deep Multi-Task and Meta-Learning, Fall 2022 (深度多任务和元学习), Prof. Chelsea Finn, 课程链接：https://cs330.stanford.edu/ (主要面向高年级本科到博士在读阶段的学生)
- Deep Learning Systems -Algorithms and Implementation [Link] [YoutubeCourse][Lectures] [Assignments] (主要面向高年级本科到博士在读阶段的学生)
- Yann LeCun’s Deep Learning Course at CDS [Link]
- Visual Tools [NN-SVG], Convolutional Neural Networks cheatsheet [Link] [Code], playground.tensorflow [Link]
- The Annotated Transformer [Link]
- Geoffrey E. Hinton [Website]
Download link