A Review on Basic Data-Driven Approaches for Industrial Process Monitoring
Harbin Institute of Technology · University of Duisburg-Essen
Abstract
Recently, to ensure the reliability and safety of modern large-scale industrial processes, data-driven methods have been receiving considerably increasing attention, particularly for the purpose of process monitoring. However, great challenges are also met under different real operating conditions by using the basic data-driven methods. In this paper, widely applied data-driven methodologies suggested in the literature for process monitoring and fault diagnosis are surveyed from the application point of view. The major task of this paper is to sketch a basic data-driven design framework with necessary modifications under various industrial operating conditions, aiming to offer a reference for industrial…
Citation impact
- FWCI
- 192.01
- Percentile
- 100%
- References
- 93
Authors
4Topics & keywords
- Process (computing)
- Computer science
- Sketch
- Reliability (semiconductor)
- Condition monitoring
- Data-driven
- Task (project management)
- Fault detection and isolation
- Industry, innovation and infrastructure