A study on flow-rate stabilisation control for a dual-pump drilling fluid property measurement system

Исследование управления стабилизацией расхода в двухнасосной системе измерения свойств бурового раствора
Jialing Zou, Yuhao Ren, Cancan Peng
2026-06-12

Grey Wolf-optimized fuzzy PIDdrilling fluid rheologydual-pump flow stabilizationpipe-viscometer measurementultrasonic flowmeter
Abstract Drilling fluid rheology is important for wellbore cleaning, drilling efficiency and operational safety. In online pipe-viscometer measurements, pump pulsation and the non-Newtonian, time-varying behaviour of drilling fluids can cause actual flow deviations and fluctuations, thereby disturbing pressure-flow data and reducing the reliability of subsequent rheological parameter estimation. To address this issue, a dual-pump flow-stabilised measurement system was developed for drilling fluid testing under multiple operating conditions. The system integrates two diaphragm pumps, a pressure tank, a pipe measurement section, an ultrasonic flowmeter and pressure sensors to provide stable flow conditions over low-, medium- and high-shear-rate ranges. An improved Grey Wolf-optimised fuzzy PID controller was introduced to optimise the scaling factors of the fuzzy controller and enhance adaptability and robustness. Comparative experiments were conducted under small-pump, large-pump and dual-pump operating modes. The proposed controller achieved the best overall performance among the three control strategies tested. Under the small-pump condition, the RMSE and ITAE were reduced to 0.0104 and 0.0187, respectively; under the large-pump condition, they were reduced to 0.0187 and 0.0125; and under the dual-pump condition, the settling time was shortened to 0.5 s, with an ITAE of 0.0047. These results indicate that the proposed method improves flow response and flow stability, reduces the influence of flow deviations and fluctuations on pressure-flow data, and provides more reliable measurement conditions for subsequent rheological evaluation of drilling fluids.
1
A Grey Wolf-optimised fuzzy PID controller improves fuzzy-controller scaling, adaptability, and robustness under small-pump, large-pump, and dual-pump operation.
2
A dual-pump flow-stabilised measurement system was developed for drilling-fluid testing across low-, medium-, and high-shear-rate operating ranges.
3
The proposed controller achieved the best overall performance; RMSE and ITAE reached 0.0104 and 0.0187 for small-pump operation and 0.0187 and 0.0125 for large-pump operation.
4
The system integrates diaphragm pumps, a pressure tank, pipe measurement section, ultrasonic flowmeter, and pressure sensors to reduce flow disturbances during online rheological measurements.
5
Under dual-pump operation, settling time was reduced to 0.5 s and ITAE reached 0.0047, improving flow stability and measurement reliability for rheological evaluation.

Dual-pump drilling fluid property measurement system for online pipe-viscometer testing

Flow-rate stabilisation and control performance under varying pump operating modes and shear-rate conditions to improve the reliability of pressure–flow data and subsequent drilling-fluid rheological parameter estimation

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2026-06-12
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Jialing Zou
Yuhao Ren
Cancan Peng
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