[Book] Data Analysis, Modeling, and Application Development in Process Informatics (No. 2308) [Available for Preview]
TECHNICAL INFOMATION INSTITUTE CO.,LTD
★ Machine learning, soft sensors, Bayesian optimization, generative AI, experimental automation/autonomization ★ Changing processes through data-driven methods, understanding the applications of the latest technologies －－－－－－－－－－－－－－－－－－－－－ ■ Key points of this book: A practical guide filled with know-how that can be used on-site ◆ "From basics to applications" in data analysis and modeling ◆ The "causes of failure" in process informatics and how to address them ◆ How to "make data usable"? ◆ A wealth of case studies for implementation and application by process area and stage! －－－－－－－－－－－－－－－－－－－－－ ■ Table of Contents Chapter 1: Collection and Management of Process Data Chapter 2: Analytical Methods for Process Data Chapter 3: Data-Driven Process Modeling Using Statistics and Machine Learning Chapter 4: Process Simulation Techniques and Their Application Cases Chapter 5: Application to Process Design, Optimization, and Control －－－－－－－－－－－－－－－－－－－－－ ● Publication Date: July 30, 2025 ● Format: A4, 420 pages ● Authors: 73 contributors ● ISBN: 978-4-86798-089-7 －－－－－－－－－－－－－－－－－－－－－
