A flow rate soft sensor for pumps with complex characteristics

Flow rate soft sensors have become an important alternative for costly hardware flow meters, as they can estimate the flow rate with sufficient precision from easily measurable variables by using models and state estimation algorithms. This paper addresses the fundamental challenge that arises from ambiguous estimation problems, where the measured variable corresponds to two or more possible flow rate values. We develop and implement a decision algorithm that yields correct results in an industrial setup with substantial measurement noise. The results demonstrate a reliable flow rate estimation, providing a viable solution for real-time flow monitoring in centrifugal pumps with complex characteristics.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.07.172
Primary Topic
Fault Detection and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

A flow rate soft sensor for pumps with complex characteristics

Martin Mönnigmann, Sebastian Leonow, Qi Zhang
IFAC-PapersOnLine
Fault Detection and Control Systems
article

A flow rate soft sensor for pumps with complex characteristics

Martin Mönnigmann, Sebastian Leonow, Qi Zhang
article en

Abstract

Flow rate soft sensors have become an important alternative for costly hardware flow meters, as they can estimate the flow rate with sufficient precision from easily measurable variables by using models and state estimation algorithms. This paper addresses the fundamental challenge that arises from ambiguous estimation problems, where the measured variable corresponds to two or more possible flow rate values. We develop and implement a decision algorithm that yields correct results in an industrial setup with substantial measurement noise. The results demonstrate a reliable flow rate estimation, providing a viable solution for real-time flow monitoring in centrifugal pumps with complex characteristics.

IFAC-PapersOnLineVol. 59(6)
Ruhr University Bochum (DE)
Affordable and clean energy
Openalex Percentile: Top 76%
Fault Detection and Control Systems
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