High-Throughput Experimentation in Materials Science: A Review скачать в хорошем качестве

High-Throughput Experimentation in Materials Science: A Review

High-throughput experimentation (HTE) is revolutionizing materials science, enabling the rapid discovery and optimization of new materials. This episode of The Future Lab explores a seminal review paper on combinatorial and high-throughput (CHT) experimentation in materials science, discussing the general principles, technological advances, and real-world applications of CHT methods across various fields like catalysis, electronics, polymers, and biomaterials.  We will delve into the challenges of data analysis and mining, focusing on techniques like Principal Component Analysis (PCA) and non-negative matrix factorization (NMF) to extract meaningful insights from large datasets.  The podcast will also highlight the integration of HTE with computational methods and the importance of validating combinatorial results through traditional methods. *References:* Potyrailo, R. A.; Rajan, K.; Stoewe, K.; Takeuchi, I.; Chisholm, B.; Lam, H. Combinatorial and High-Throughput Screening of Materials Libraries: Review of State of the Art. *ACS Combinatorial Science*, **2011**, *13*, 579–624.  DOI: 10.1021/co100019d