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JOM-e: Materials Informatics Vol. 59, No.3, p. 50

The Materials Informatics Workshop:
Theory and Application

Loni Peurrung, Kim Ferris, and Todd M. Osman


MARCH 2007 ISSUE
About this Issue

 

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Questions? Contact jom@tms.org.
©
2007 The Minerals, Metals & Materials Society
JOM-e: SPEAKERS’ SLIDES


“Materials Informatics: Theory and Application,”
by Krishna Rajan
This presentation provides an overview of the use of informatics in bio-related fields and comparisons that can be drawn toward the development of materials informatics. The use of materials informatics as a “tool for materials discovery” is introduced.

“NSDL Materials Digital Library Pathway,”
by Laura Bartolo
The National Science Digital Library (NSDL) Materials Digital Library Cyber infrastructure was established to facilitate the sharing of data and results between research groups and across discipline.

“Data Organization and Knowledge Discovery,”
by Paul Mason
The combination of computational thermodynamics and materials informatics goes beyond simple binary and tertiary phase diagram prediction to filling gaps in experimental data and prediction of multi-component alloys.

“Data Patterns and Links to Materials Theory: Theoretical Foundations for Heuristic Pattern Detection,”
by Kim Ferris
This presentation introduces the concept of an information hierarchy where data from different levels correlate with distinctive physical properties. Structure mappings are developed from knowledge extraction and provide the common linkage among crystal structures, thermodynamic data, and phase descriptions, which form the basis of CALPHAD. A methodology for combining first principles, “knowledge bases,” and materials informatics is highlighted.

“Data Mining and Materials Informatics: A Primer,”
by Krishna Rajan
These slides offer a primer for sources of data, data mining, and the prediction of material properties. Central to this effort is the coupling of computational materials science with materials informatics, building toward an information science based design of materials.

“Computational Materials Science and Materials Informatics: Glossary,”
by Kim Ferris
A glossary of terms is presented that are pertinent to computational materials science and materials informatics.

 


Advances in technology are frequently driven by and even depend upon advances in materials. Yet the time and expense required for the development cycle—the years of formulation, synthesis, performance testing, characterization, modeling, reformulation, and other activities—increasingly handicap the introduction of new materials to the marketplace.

Given current pressures on economic and research competitiveness, new R&D strategies must be found that decrease product development cycle times and their associated costs. One of the most promising is materials informatics.

A workshop titled “Material Informatics: Theory and Application” was held at the Materials Science & Technology 2006 conference in Cincinnati, Ohio on October 15, 2006. The workshop provided an introduction to materials informatics with a review of issues and discussion of applications provided by panelists who are practitioners in the field followed by a panel-directed forum. Panel members included Krishna Rajan of Iowa State University, Laura Bartolo of Kent State University, Kim Ferris of Pacific Northwest National Laboratory, and Paul Mason of ThermoCalc Software, Inc.

Materials informatics is an emerging field that aims to accelerate the development cycle through high-speed and robust acquisition, management, analysis, and dissemination of diverse materials data. Materials informatics includes the research, development, and application of information about materials properties (including both physical data and theoretical and empirical models) and the software tools for querying and mining those databases.

As described at the workshop, informatics researchers create frameworks to acquire and store data, fuse complex and disparate data, and add theoretical and computational models. Digital libraries of materials property information and existing computational tools for predicting material properties are important resources in informatics; their development has laid much technical groundwork for informatics approaches.

The structured environment developed from measurement or computation is no longer simply a single data point; it is a step in an information-based learning process that uses the power of a collective to achieve greater efficiency in new materials exploration.

 

Loni Peurrung is director of the Materials Division and Kim Ferris is chief scientist, Materials Discovery at Pacific Northwest National Laboratory in Richland, Washington. Todd Osman is TMS technical director. Loni Peurrung can be reached at (509) 375-2878; e-mail loni.peurrung@pnl.gov.