A Review on Soft Sensors for Monitoring, Control, and Optimization of Industrial Processes

Over the past twenty years, numerous research outcomes have been published, related to the design and implementation of soft sensors. In modern industrial processes, various types of soft sensors are used, which play essential roles in process monitoring, control and optimization. Emerging new theor...

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Vydáno v:IEEE sensors journal Ročník 21; číslo 11; s. 12868 - 12881
Hlavní autoři: Jiang, Yuchen, Yin, Shen, Dong, Jingwei, Kaynak, Okyay
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York IEEE 01.06.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Control systems
industrial process
Monitoring
Optimization
optimization and control
Predictive models
Process control
process monitoring
Sensor systems
Sensors
soft sensing
Soft sensor
ISSN:1530-437X, 1558-1748
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Popis
Shrnutí:Over the past twenty years, numerous research outcomes have been published, related to the design and implementation of soft sensors. In modern industrial processes, various types of soft sensors are used, which play essential roles in process monitoring, control and optimization. Emerging new theories, advanced techniques and the information infrastructure have enabled the elevation of the performance of soft sensing. However, novel opportunities are accompanied by novel challenges. This work is motivated by these observations and aims to present a comprehensive review of the developments since the start of the millennium. While a few books and review articles are published on the related topics, more focus on the most up-to-the-date advancement is put in this work, from the perspective of systems and control.
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ISSN:1530-437X
1558-1748
DOI:10.1109/JSEN.2020.3033153