Machine Learning For Advanced Functional Materials
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Machine Learning for Advanced Functional Materials
This book presents recent advancements of machine learning methods and their applications in material science and nanotechnologies. It provides an introduction to the field and for those who wish to explore machine learning in modeling as well as conduct data analyses of material characteristics. The book discusses ways to enhance the material’s electrical and mechanical properties based on available regression methods for supervised learning and optimization of material attributes. In summary, the growing interest among academics and professionals in the field of machine learning methods in functional nanomaterials such as sensors, solar cells, and photocatalysis is the driving force for behind this book. This is a comprehensive scientific reference book on machine learning for advanced functional materials and provides an in-depth examination of recent achievements in material science by focusing on topical issues using machine learning methods.
Handbook of Research on Advanced Functional Materials for Orthopedic Applications
Scaffold bone replacements are a safe and effective way to cure bone abnormalities, and porous scaffolds can be manufactured using additive manufacturing technology. When scaffolds are implanted in a damaged location, they quickly connect to the host tissue and integrate, stimulating bone production and development. The qualities of porous titanium must be matched to the properties of human bones (i.e., age, sex, and hormones). Using subtractive manufacturing, it is extremely difficult to create the complicated porous structure necessary for the desired characteristic. The Handbook of Research on Advanced Functional Materials for Orthopedic Applications highlights current research pertinent to the orthopedic applications of additive-produced scaffolds in order to consider the latest breakthroughs in the synthesis and multifunctional applications of scaffolds. Covering key topics such as tissue, additive manufacturing, and biomaterial, this major reference work is ideal for industry professionals, engineers, researchers, academicians, practitioners, scholars, instructors, and students.
Advanced Functional Materials for Disease Diagnosis, Drug Delivery and Tissue Repair
In the contemporary landscape of science and technology, the exploration of advanced functional materials is gaining prominence, particularly in the realm of biomedicine. These materials play a pivotal role in disease diagnosis, where nanomaterials serve as contrast agents for magnetic resonance imaging, enhancing image resolution and clarity. This improvement provides healthcare professionals with a more precise foundation for diagnosis. Additionally, advanced functional materials find application in biosensors, enabling highly sensitive disease detection. The versatility of advanced functional materials extends to drug delivery and controlled release, aiming to enhance drug efficacy and bioavailability. Nano-drug carriers, for instance, can precisely deliver chemotherapeutic drugs to tumour sites, minimizing toxic side effects and improving patients' quality of life. Furthermore, these materials serve as carriers for gene therapy and cell therapy, opening new avenues for future therapeutic approaches. Tissue engineering benefits significantly from advanced functional materials, especially biocompatible materials used in crafting medical devices such as artificial organs, joints, and blood vessels. This not only offers improved medical solutions but also expands possibilities in drug carriers and gene therapy within the realm of tissue engineering.