Machine Learning and Artificial Intelligence in Chemical and Biological Sensing
Language: English
Published by Elsevier Science, 2024
- Softcover
- New
Seller: moluna, Greven, Germanymoluna
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Presents the first comprehensive reference text on the use of ML and AI for chemical and biological sensingProvides a firm grounding in the fundamental theories on ML and AI before covering the practical applications with contributions by v.
Seller Inventory # 1234578265
- Title
- Machine Learning and Artificial Intelligence in Chemical and Biological Sensing
- Publisher
- Elsevier Science
- Publication year
- 2024
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 0443220018
- ISBN 13
- 9780443220012
Machine Learning and Artificial Intelligence in Chemical and Biological Sensing covers the theoretical background and practical applications of various ML/AI methods toward chemical and biological sensing. No comprehensive reference text has been available previously to cover the wide breadth of this topic. The book's editors have written the first three chapters to firmly introduce the reader to fundamental ML theories that can be used for chemical/biosensing. Subsequent chapters then cover the practical applications with contributions by various experts in the field.
Sections show how ML and AI-based techniques can provide solutions for: 1) identifying and quantifying target molecules when specific receptors are unavailable 2) analyzing complex mixtures of target molecules, such as gut microbiome and soil microbiome 3) analyzing high-throughput and high-dimensional data, such as drug screening, molecular interaction, and environmental toxicant analysis, 4) analyzing complex data sets where fingerprinting approach is needed This book is written primarily for upper undergraduate students, graduate students, research staff, and faculty members at teaching and research universities and colleges who are working on chemical sensing, biosensing, analytical chemistry, analytical biochemistry, biomedical imaging, medical diagnostics, environmental monitoring, and agricultural applications.
- Presents the first comprehensive reference text on the use of ML and AI for chemical and biological sensing
- Provides a firm grounding in the fundamental theories on ML and AI before covering the practical applications with contributions by various experts in the field
- Includes a wide array of practical applications covered, including: E-nose, Raman, SERS, lens-free imaging, multi/hyperspectral imaging, NIR/optical imaging, receptor-free biosensing, paper microfluidics, single molecule analysis in biomedicine, in situ protein characterization, microbial population dynamics, and all-in-one sensor systems
"Synopsis" may belong to another edition of this title.
About the Author
Chenxu Yu received his Ph.D. in biological systems engineering from University of Wisconsin-Madison, USA in 2003. He then did post-doctoral training at Pennsylvania State University and Purdue University, USA before joined the faculty at Iowa State University, USA in 2007. He has been serving as an editorial board member of seven reputed journals. His research interests are in the areas of bionanotechnology and biosensors, food and bioprocess engineering, spectroscopic imaging and biodiagnostics, environmental monitoring and engineering.
"About the title" may belong to another edition of this title.
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