課程信息
4.3
66 個評分
18 個審閱
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

完成時間(小時)

完成時間大約為10 小時

建議:5 weeks of study, 2-3 hours/week...
可選語言

英語(English)

字幕:英語(English)

您將獲得的技能

InformaticsMaterialsStatisticsData Science
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

完成時間(小時)

完成時間大約為10 小時

建議:5 weeks of study, 2-3 hours/week...
可選語言

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 1 小時

Welcome

What you should know before you start the course...
Reading
6 個閱讀材料
Reading6 個閱讀材料
Course Syllabus10分鐘
Frequently Asked Questions10分鐘
Suggested Reading10分鐘
Target Audience and Recommended Background10分鐘
Get More from Georgia Tech10分鐘
Consent Form10分鐘
完成時間(小時)
完成時間為 2 小時

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 個視頻 (總計 78 分鐘), 1 個閱讀材料, 1 個測驗
Video9 個視頻
Historical Materials Development Cycles8分鐘
How do we accelerate materials development and deployment12分鐘
Emergence of multi-stakeholder initiatives8分鐘
The Materials Innovation Ecosystem9分鐘
Part 1:Multiscale Modeling and Multilevel Design of Materials8分鐘
Part 2: Multiscale Modeling and Multilevel design of Materials5分鐘
Decision-Making in Material Design9分鐘
Multilevel Systems-Based Materials Design5分鐘
Reading1 個閱讀材料
Earn a Georgia Tech Badge/Certificate/CEUs10分鐘
Quiz1 個練習
Accelerating Materials Development and Deployment34分鐘
2
完成時間(小時)
完成時間為 1 小時

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 個視頻 (總計 53 分鐘), 1 個測驗
Video6 個視頻
Process-Structure-Property (PSP) Linkages7分鐘
Role of Structures in PSP Linkages10分鐘
Data Science Terminology6分鐘
Main Components of Data Science5分鐘
What is Big Data?6分鐘
Quiz1 個練習
Materials Knowledge and Materials Data Science20分鐘
3
完成時間(小時)
完成時間為 2 小時

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 個視頻 (總計 79 分鐘), 1 個測驗
Video6 個視頻
Spatial Correlations: n-Point Statistics11分鐘
Computation and Visualization of 2-Point Spatial Correlations10分鐘
Principal Component Analyses (PCA) for low dimensional representations12分鐘
Principal Component Analyses (PCA) for low dimensional representation of material structure12分鐘
Homogenization: Passing Information to Higher Length Scales16分鐘
Quiz1 個練習
Materials Knowledge Improvement Cycles16分鐘
4
完成時間(小時)
完成時間為 22 分鐘

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 個視頻 (總計 18 分鐘), 1 個測驗
Video2 個視頻
Structure-Property Linkages using a Data Science Approach-Part 25分鐘
Quiz1 個練習
Case Study in Homogenization: Plastic Properties of Two-Phase Composites4分鐘
4.3
18 個審閱Chevron Right

熱門審閱

創建者 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

創建者 BWMay 4th 2018

Great introduction of the why and how of materials informatics!

講師

Avatar

Dr. Surya Kalidindi

Professor
The George W. Woodruff School of Mechanical Engineering

關於 Georgia Institute of Technology

The Georgia Institute of Technology is one of the nation's top research universities, distinguished by its commitment to improving the human condition through advanced science and technology. Georgia Tech's campus occupies 400 acres in the heart of the city of Atlanta, where more than 20,000 undergraduate and graduate students receive a focused, technologically based education....

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