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Review on data-driven modeling and monitoring for plant-wide industrial processes

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Abstract Data-driven modeling and applications in plant-wide processes have recently caught much attention in both academy and industry. This paper provides a systematic review on data-driven modeling and monitoring for… Click to show full abstract

Abstract Data-driven modeling and applications in plant-wide processes have recently caught much attention in both academy and industry. This paper provides a systematic review on data-driven modeling and monitoring for plant-wide processes. First, methodologies of commonly used data processing and modeling procedures for the plant-wide process are presented. Detailed research statuses on various aspects for plant-wide process monitoring are reviewed since 2000. After that, extensions, opportunities, and challenges on data-driven modeling for plant-wide process monitoring are discussed and highlighted for future research.

Keywords: review data; driven modeling; plant; data driven; monitoring; plant wide

Journal Title: Chemometrics and Intelligent Laboratory Systems
Year Published: 2017

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