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Faulty measurement substitution and control reconfiguration by using a multivariate flow control loop.
Sergio R P Perillo1, Belle R Upadhyaya2, J Wesley Hines2
1IPEN-CNEN/SP, Sao Paulo, Brazil.
ISA Transactions
|January 14, 2014
Summary
This study demonstrates a fault-tolerant control strategy for industrial systems using empirical models. The research shows that accurate models enable systems to maintain operation despite sensor or actuator failures.
Area of Science:
- Control Engineering
- Industrial Automation
- Systems Engineering
Background:
- Instrumentation and control systems require robust monitoring for sensors, equipment, and actuators.
- Developing effective fault detection and control reconfiguration strategies is crucial for system reliability.
Purpose of the Study:
- To design and build a multivariate control loop test bed for research.
- To develop and demonstrate a fault-tolerant control strategy using empirical models.
- To investigate fault detection and control reconfiguration in a real-world system.
Main Methods:
- A two-tank multivariate loop was designed and constructed as a research test bed.
- A fault-tolerant control strategy was experimentally developed and demonstrated.
- Data-based empirical models were used for fault detection and measurement substitution.
- Control reconfiguration was tested in the presence of actuator failure.
Main Results:
- The study successfully demonstrated a fault-tolerant control strategy in a single-tank configuration.
- Empirical models proved effective in detecting faults and substituting faulty sensor data.
- The multivariate control loop system showed resilience under degraded operating conditions.
Conclusions:
- Data-based empirical models are feasible for real-time fault detection and system adaptation.
- Accurate empirical models are essential for a control system to survive degraded conditions.
- This research validates the robustness of multivariate control loops with fault-tolerant strategies.
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