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Optoelectronic Materials Informatics: Utilizing Random-forest Machine Learning in Optimizing the Harvesting Capabilities of Mesostructured-based Solar Cells

2021 International Telecommunications Conference (ITC-Egypt), 2021
Materials informatics is a study field that focuses on investigating and applying the techniques of informatics to materials science and engineering. Machine Learning (ML) refers to data analysis techniques and algorithms take fall under the concept of ...
O. Al-Saban, Sameh O. Abdellatif
semanticscholar   +1 more source

Materials informatics: a journey towards material design and synthesis

Dalton Transactions, 2016
Issues involving database management, implementing machine learning, and platform design for materials informatics are discussed with potential solutions.
Keisuke Takahashi, Yuzuru Tanaka
openaire   +2 more sources

Materials discovery: informatic strategies for optical materials

SPIE Proceedings, 2006
Information-based materials discovery offers a structured method to evolve materials signatures based upon their physical properties, and to direct searches using performance-based criteria. In this current paper, we focus on the crystal structure aspects of an optical material and construct an information-based model to determine the proclivity of a ...
Kim F. Ferris   +2 more
openaire   +1 more source

Combinatorial Experimentation and Materials Informatics

MRS Bulletin, 2006
AbstractHigh-throughput experimentation is effective in systematically producing large and diverse data sets. The marriage of combinatorial materials science and informatics is a natural one, and results are beginning to emerge from the integration of elements of materials informatics with data from combinatorial libraries.
Ichiro Takeuchi   +2 more
openaire   +1 more source

Materials informatics

Materials Science and Technology, 2009
Krishna Rajan, Patricio Mendez
openaire   +2 more sources

A survey of AI-supported materials informatics

Computer Science Review
The evolution from traditional artificial intelligence (AI) to advanced AI is explored in the predictive and structural analysis in materials informatics, highlighting how advancements in machine learning have revolutionised the discovery and design of ...
Sanjay Chakraborty   +4 more
semanticscholar   +1 more source

Informatics: Practical Training Materials

2021
Skripta Informatika – Nastavni materijal za vježbe u praktikumu namijenjena je studentima Edukacijsko-rehabilitacijskog fakulteta kako bi usvojili temeljne i napredne digitalne vještine potrebne za akademski rad, obradu podataka, izradu dokumenata i rad s multimedijom. Materijal je organiziran u četiri cjelovita poglavlja koja vode studente od osnovnih
openaire  

Machine learning and materials informatics approaches in the analysis of physical properties of carbon nanotubes: A review

Computational materials science, 2022
L. E. Vivanco-Benavides   +3 more
semanticscholar   +1 more source

Materials informatics: A review of AI and machine learning tools, platforms, data repositories, and applications to architectured porous materials

Materials Today Communications
F. Živić   +4 more
semanticscholar   +1 more source

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