Optimization of Sustainable Enzymes Production: Artificial Intelligence and Machine Learning Techniques
Satya Eswari, J., Suryawanshi, Nisha
- 出版商: CRC
- 出版日期: 2022-11-29
- 售價: $4,270
- 貴賓價: 9.5 折 $4,057
- 語言: 英文
- 頁數: 220
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032273372
- ISBN-13: 9781032273372
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相關分類:
人工智慧、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book is designed as a reference book and presents a systematic approach to analyze evolutionary and nature-inspired population-based search algorithms. Beginning with an introduction to optimization methods and algorithms and various enzymes, the book then moves on to provide a unified framework of process optimization for enzymes with various algorithms. The book presents current research on various applications of machine learning and discusses optimization techniques to solve real-life problems.
- The book compiles the different machine learning models for optimization of process parameters for production of industrially important enzymes. The production and optimization of various enzymes produced by different microorganisms are elaborated in the book
- It discusses the optimization methods that help minimize the error in developing patterns and classifications, which further helps improve prediction and decision-making
- Covers the best-performing methods and approaches for optimization sustainable enzymes production with AI integration in a real-time environment
- Featuring valuable insights, the book helps readers explore new avenues leading towards multidisciplinary research discussions
The book is aimed primarily at advanced undergraduates and graduates studying machine learning, data science and industrial biotechnology. Researchers and professionals will also find this book useful.
作者簡介
Dr. J. Satya Eswari has been an assistant professor for more than 8 years at
the Biotechnology Department of the National Institute of Technology (NIT),
Raipur, India. She did her M.Tech in Biotechnology at the Indian Institute
of Technology (IIT) Kharagpur and a Ph.D. at the IIT, Hyderabad, India.
During her research career, she worked as a Scientist (Woman Scientist -
Department of Science and Technology (DST)) in the Indian Institute of
Chemical Technology (IICT), Hyderabad. She has published more than 60
SCI/Scopus research papers, 6 books, a few book chapters, and 40 international
conference proceedings. Her research contributions have received
wide global citations. She completed one DST woman scientist project (22
lakhs) and is currently handling one DST-Early career research project (43
lakhs) and one CCOST (4 lakhs). She has more than 7 years of teaching experience
and 3 years of research experience. Dr. Eswari has been a guest editor
for the Indian Journal of Biochemistry and Biophysics (SCI) and the Journal
of Chemical Technology and Biotechnology. She has rigorously pursued her
research in the areas of Environmental bioremediation, wastewater treatment,
bioprocess, and product development and bioinformatics. She gained
pioneering expertise in the application of mathematical and engineering
tools to Biotechnological processes. She has received the IEI Young Engineer
award, the Outstanding Woman by Venus International award, and the DK
Best Faculty award. Dr. Eswari has already guided three Ph.D. students and
is currently guiding three other Ph.D. students.
Dr. Nisha Suryawanshi is currently working as a guest faculty in the
Department of Zoology at Government Arts and Commerce College, Sagar,
Madhya Pradesh, India. She completed her Bachelor of Science (B.Sc.) in
Biotechnology (Honours) from Guru Ghasidas Central University Bilaspur
(Chhattisgarh, India), her Masters of Science (M.Sc.) in Biotechnology from
Dr. Hari Singh Gour Central University, Sagar (Madhya Pradesh). She
received a Doctor of Philosophy from the Department of Biotechnology,
National Institute of Technology, Raipur (Chhattisgarh, India). She has ten
publications in her research area in peer-reviewed SCI journals. During her
Ph.D., she worked in the area of bioprocess and product development. She
also has qualified national-level examinations CSIR-NET-JRF (Life science),
GATE (Biotechnology), ICAR-NET (Agriculture Biotechnology), and the
state-level examination MPSET.
