| Description |
1 online resource (xv, 525 pages) |
| Physical Medium |
polychrome |
| Description |
text file |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
1. Materials informatics : an introduction / Krishna Rajan -- 2. Data mining in materials science and engineering / Chandrika Kamath and Ya Ju Fan -- 3. Novel approaches to statistical learning in materials science / F.J. Alexander and T. Lookman -- 4. Cluster analysis : finding groups in data / Joe Bible, Susmita Datta and Somnath Datta -- 5. Evolutionary data-driven modeling / Nirupam Chakraborti -- 6. Data dimensionality reduction in materials science / S. Samudrala, K. Rajan and B. Ganapathysubramanian -- 7. Visualization in materials research : rendering strategies of large data sets / Aaron Bryden, Krishna Rajan and Richard LeSar -- 8. Ontologies and databases -- knowledge engineering for materials informatics / Joseph Glick -- 9. Experimental design for combinatorial experiments / James N. Cawse -- 10. Materials selection for engineering design / Michael Ashby, Elizabeth Cope and David Cebon -- 11. Thermodynamic databases and phase diagrams / S.K. Saxena -- 12. Towards rational design of sensing materials from combinatorial experiments / Radislav Potyrailo -- 13. High-performance computing for accelerated zeolitic materials modeling / Laurent A. Baumes, Frederic Kruger and Pierre Collet -- 14. Evolutionary algorithms applied to electronic-structure informatics : accelerated materials design using data discovery vs. data searching / Duane D. Johnson -- 15. Informatics for crystallography : designing structure maps / Krishna Rajan -- 16. From drug discovery QSAR to predictive materials QSPR : the evolution of descriptors, methods, and models / Ke Wu [and four others] -- 17. Organic photovoltaics / Carlos Amador-Bedolla [and three others] -- 18. Microstructure informatics / Surya R. Kalidindi -- 19. Artworks and cultural heritage materials : using multivariate analysis to answer conservation questions / Deborah Lau [and four others] -- 20. Data intensive imaging and microscopy : a multidimensional data challenge / Krishna Rajan. |
| Summary |
This work aims to combine traditionally bio-led informatics with computational methodologies, supporting more efficient research by identifying strategies for time- and cost-effective analysis. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Materials science -- Data processing.
|
|
Materials science -- Data processing. |
|
Materials science. |
| Genre/Form |
Electronic books.
|
| Added Author |
Rajan, Krishna, editor.
|
| Other Form: |
Print version: Informatics for materials science and engineering. Amsterdam : Butterworth-Heinemann, 2013 9780123943996 (OCoLC)844871870 |
| ISBN |
9780123946140 (electronic book) |
|
012394614X (electronic book) |
|
9780123943996 |
|
012394399X |
|
