Informações sobre o curso
4.3
63 classificações
18 avaliações
This course aims to provide a succinct overview of the emerging discipline of Materials Informatics at the intersection of materials science, computational science, and information science. Attention is drawn to specific opportunities afforded by this new field in accelerating materials development and deployment efforts. A particular emphasis is placed on materials exhibiting hierarchical internal structures spanning multiple length/structure scales and the impediments involved in establishing invertible process-structure-property (PSP) linkages for these materials. More specifically, it is argued that modern data sciences (including advanced statistics, dimensionality reduction, and formulation of metamodels) and innovative cyberinfrastructure tools (including integration platforms, databases, and customized tools for enhancement of collaborations among cross-disciplinary team members) are likely to play a critical and pivotal role in addressing the above challenges....
Globe

cursos 100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Calendar

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Intermediate Level

Nível intermediário

Clock

Approx. 9 hours to complete

Sugerido: 5 weeks of study, 2-3 hours/week...
Comment Dots

English

Legendas: English...

Habilidades que você terá

InformaticsMaterialsStatisticsData Science
Globe

cursos 100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Calendar

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Intermediate Level

Nível intermediário

Clock

Approx. 9 hours to complete

Sugerido: 5 weeks of study, 2-3 hours/week...
Comment Dots

English

Legendas: English...

Programa - O que você aprenderá com este curso

Week
1
Clock
1 hora para concluir

Welcome

What you should know before you start the course...
Reading
6 leituras
Reading6 leituras
Course Syllabus10min
Frequently Asked Questions10min
Suggested Reading10min
Target Audience and Recommended Background10min
Get More from Georgia Tech10min
Consent Form10min
Clock
2 horas para concluir

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 vídeos (Total de 78 min), 1 leitura, 1 teste
Video9 videos
Historical Materials Development Cycles8min
How do we accelerate materials development and deployment12min
Emergence of multi-stakeholder initiatives8min
The Materials Innovation Ecosystem9min
Part 1:Multiscale Modeling and Multilevel Design of Materials8min
Part 2: Multiscale Modeling and Multilevel design of Materials5min
Decision-Making in Material Design9min
Multilevel Systems-Based Materials Design5min
Reading1 leituras
Earn a Georgia Tech Badge/Certificate/CEUs10min
Quiz1 exercício prático
Accelerating Materials Development and Deployment34min
Week
2
Clock
1 hora para concluir

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 vídeos (Total de 53 min), 1 teste
Video6 videos
Process-Structure-Property (PSP) Linkages7min
Role of Structures in PSP Linkages10min
Data Science Terminology6min
Main Components of Data Science5min
What is Big Data?6min
Quiz1 exercício prático
Materials Knowledge and Materials Data Science20min
Week
3
Clock
2 horas para concluir

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 vídeos (Total de 79 min), 1 teste
Video6 videos
Spatial Correlations: n-Point Statistics11min
Computation and Visualization of 2-Point Spatial Correlations10min
Principal Component Analyses (PCA) for low dimensional representations12min
Principal Component Analyses (PCA) for low dimensional representation of material structure12min
Homogenization: Passing Information to Higher Length Scales16min
Quiz1 exercício prático
Materials Knowledge Improvement Cycles16min
Week
4
Clock
22 minutos para concluir

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 vídeos (Total de 18 min), 1 teste
Video2 videos
Structure-Property Linkages using a Data Science Approach-Part 25min
Quiz1 exercício prático
Case Study in Homogenization: Plastic Properties of Two-Phase Composites4min
4.3

Melhores avaliações

por 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

por BWMay 4th 2018

Great introduction of the why and how of materials informatics!

Instrutores

Dr. Surya Kalidindi

Professor
The George W. Woodruff School of Mechanical Engineering

Sobre 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....

Perguntas Frequentes – FAQ

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

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