课程信息
4.3
68 个评分
18 个审阅
100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为10 小时

建议:5 weeks of study, 2-3 hours/week...
可选语言

英语(English)

字幕:英语(English)

您将获得的技能

InformaticsMaterialsStatisticsData Science
100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为10 小时

建议:5 weeks of study, 2-3 hours/week...
可选语言

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间(小时)
完成时间为 1 小时

Welcome

What you should know before you start the course...
Reading
6 个阅读材料
Reading6 个阅读材料
Course Syllabus10分钟
Frequently Asked Questions10分钟
Suggested Reading10分钟
Target Audience and Recommended Background10分钟
Get More from Georgia Tech10分钟
Consent Form10分钟
完成时间(小时)
完成时间为 2 小时

Accelerating Materials Development and Deployment

• Learn and appreciate historical paradigms of advanced materials development while emphasizing the critical need for new approaches that employ data sciences and informatics as the glue to connect computational simulation and experiments to speed up the processes of materials discovery and development. • Learn about the emergence of key national and international 21st century initiatives in accelerated materials discovery and development and how they are expected to bring about a disruptive transformation of new product capabilities and time to market....
Reading
9 个视频 (总计 78 分钟), 1 个阅读材料, 1 个测验
Video9 个视频
Historical Materials Development Cycles8分钟
How do we accelerate materials development and deployment12分钟
Emergence of multi-stakeholder initiatives8分钟
The Materials Innovation Ecosystem9分钟
Part 1:Multiscale Modeling and Multilevel Design of Materials8分钟
Part 2: Multiscale Modeling and Multilevel design of Materials5分钟
Decision-Making in Material Design9分钟
Multilevel Systems-Based Materials Design5分钟
Reading1 个阅读材料
Earn a Georgia Tech Badge/Certificate/CEUs10分钟
Quiz1 个练习
Accelerating Materials Development and Deployment34分钟
2
完成时间(小时)
完成时间为 1 小时

Materials Knowledge and Materials Data Science

• Understand property, structure and process spaces • Learn about Process-Structure-Property Linkages • Learn what does Materials Knowledge mean • Learn about a role of Data Science in Materials Knowledge System • Overview approaches and main components of Data Science • Learn about a new discipline - Materials Data Sciences...
Reading
6 个视频 (总计 53 分钟), 1 个测验
Video6 个视频
Process-Structure-Property (PSP) Linkages7分钟
Role of Structures in PSP Linkages10分钟
Data Science Terminology6分钟
Main Components of Data Science5分钟
What is Big Data?6分钟
Quiz1 个练习
Materials Knowledge and Materials Data Science20分钟
3
完成时间(小时)
完成时间为 2 小时

Materials Knowledge Improvement Cycles

• Learn material structure and its digital representation • Learn how to calculate 2-point statistics • Learn how Principal Component Analysis can be used to reduce dimensionality • Understand Homogenization and Localization concepts ...
Reading
6 个视频 (总计 79 分钟), 1 个测验
Video6 个视频
Spatial Correlations: n-Point Statistics11分钟
Computation and Visualization of 2-Point Spatial Correlations10分钟
Principal Component Analyses (PCA) for low dimensional representations12分钟
Principal Component Analyses (PCA) for low dimensional representation of material structure12分钟
Homogenization: Passing Information to Higher Length Scales16分钟
Quiz1 个练习
Materials Knowledge Improvement Cycles16分钟
4
完成时间(小时)
完成时间为 22 分钟

Case Study in Homogenization: Plastic Properties of Two-Phase Composites

This module demonstrates a homogenization problem based on an example of two-phase composites...
Reading
2 个视频 (总计 18 分钟), 1 个测验
Video2 个视频
Structure-Property Linkages using a Data Science Approach-Part 25分钟
Quiz1 个练习
Case Study in Homogenization: Plastic Properties of Two-Phase Composites4分钟
4.3
18 个审阅Chevron Right

热门审阅

创建者 RRSep 23rd 2018

Machine learning part and its application to material science was interesting but informative contents like material dev eco system and whole week 1 was more informative than logical

创建者 BWMay 4th 2018

Great introduction of the why and how of materials informatics!

讲师

Avatar

Dr. Surya Kalidindi

Professor
The George W. Woodruff School of Mechanical Engineering

关于 乔治亚理工学院

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