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Machine Learning Tools for Chemical Engineering: Methodologies and Applications
Paperback
Technology & EngineeringApplicationsGeneral Computers
ISBN13: 9780443290589
Publisher: Elsevier Science
Published: Jun 13 2025
Pages: 622
Weight: 3.72
Height: 1.17 Width: 8.51 Depth: 10.80
Language: English
Machine Learning Tools for Chemical Engineering: Methodologies and Applications examines how machine learning (ML) techniques are applied in the field, offering precise, fast, and flexible solutions to address specific challenges.
ML techniques and methodologies offer significant advantages (such as accuracy, speed of execution, and flexibility) over traditional modeling and optimization techniques. This book integrates ML techniques to solve problems inherent to chemical engineering, providing practical tools and a theoretical framework combining knowledge modeling, representation, and management, tailored to the chemical engineering field. It provides a precedent for applied Al, but one that goes beyond purely data-centric ML. It is firmly grounded in the philosophies of knowledge modeling, knowledge representation, search and inference, and knowledge extraction and management.
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