Real-time Optimization Method of Drilling Fluid Rheological Model Based on Pipe Viscosity Measurement

Authors

  • Hai Yang
  • Peng Zhang

DOI:

https://doi.org/10.54097/tk1vrd39

Keywords:

Drilling fluid, Rheological parameters, Real-time measurement, Pipeline viscometer, Rheological model real-time optimization.

Abstract

The rheology of drilling fluid is crucial for bottom hole pressure control, hydraulic fracturing, and wellbore stability. Currently, manual methods like rotational viscometers are used on drilling sites, which have long measurement cycles and are prone to human interference. Existing online measurement devices with pipe viscometers are affected by fluid pulsation from diaphragm pumps and motor vibrations, making it hard to accurately determine and monitor rheological parameters in real-time. To address these issues, this paper proposes a real-time optimization method for the rheological model of drilling fluid based on a pipe viscometer. First, the rheological model of drilling fluid and the calculation method for piep viscometer parameters were analyzed, and a pulsation interference suppression model for the pressure difference in the rheological measurement pipe based on empirical mode decomposition was established. Then, preprocessing and regression analysis of the drilling fluid rheological model were carried out, and a real-time optimization method based on univariate linear regression and the golden section search algorithm was constructed. Finally, an experimental platform for online monitoring of drilling fluid rheology using a single measuring pipe was set up. Experimental results show that the proposed method effectively suppresses pulsation interference on the pressure difference in the measuring pipe. The shear stress-shear rate rheological model curve of the drilling fluid better matches the manual rotational viscometer parameters compared to directly measured parameters. The real-time optimization accuracy of the drilling fluid rheological model exceeds 95%, significantly improving the real-time measurement accuracy of drilling fluid rheological parameters.

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References

[1] J. Njuguna, S. Siddique, L. Bakah Kwroffie, S. Piromrat, K. Addae-Afoakwa and U. Ekeh-Adegbotolu, "The fate of waste drilling fluids from oil & gas industry activities in the exploration and production operations, "Waste Management, Vol. 139, pp. 362-380,2022.

[2] J. A. Ali, D. Y. Abbas, M. Abdalqadir, T. Nevecna, P. T. Jaf and A. D. Abdullah, "Evaluation the effect of wheat nano-biopolymers on the rheological and filtration properties of the drilling fluid: Towards sustainable drilling process"Colloids and Surfaces A: Physicochemical and Engineering , Vol. 683,Aspects 2024.

[3] A.K.Vajargah, G.Sullivan and E. Van.Oort, "Automated Fluid Rheology and ECD Management, " In Proceedings of the SPE Deepwater Drilling & Completions Conference, Galveston, TX, USA, pp. 14–15. September 2016.

[4] A.K.Vajargah, E.van.Oort, "Automated drilling fluid rheology characterization with downhole pressure sensor data, "In Proceedings of the SPE/IADC Drilling Conference and Exhibition, London, UK, 17 March 2015.

[5] S. Broussard,P. Gonzalez and R. Murphy, "Making Real-Time Fluid Decisions with Real-Time Fluid Data at the Rig Site, " In Proceedings of the Abu Dhabi International Petroleum Exhibition and Conference, Abu Dhabi, United Arab Emirates, 1–4 November 2010

[6] S.Gul, E.Van.Oort, C.Mullin, D.Ladendorf, P.N.Resources and R.Dutch, "Automated Surface Measurements of Drilling Fluid Properties: Field Application in the Permian Basin, "SPE Dril & Compl ,pp. 525–534 2020.

[7] K.Taugbøl,B, Sola, M.Forshaw, and A. Fjogstad, "Automatic Drilling Fluids Monitoring." SPE/IADC International Drilling Conference and Exhibition, Virtual, March 2021.

[8] K.Taugbøl, Knut ,J.O. Brevik, and B. Rudshaug, "Automatic Drilling Fluid Measurements." SPE Russian Petroleum Technology Conference, Moscow, Russia, October 2019.

[9] J. Berrebi, J. van Deventer and J. Delsing, "Reducing the flow measurement error caused by pulsations in flows, "Flow Measurement and Instrumentation,Vol 15, pp. 311-315,2004.

[10] T. Zhou, H. Ji, Z. Huang, B. Wang and H. Li, "On differential pressure fluctuation signals of gas-liquid two-phase flow in small-size pipe," 2016 35th Chinese Control Conference (CCC), Chengdu, China , pp. 5056-5060, 2016.

[11] Cayeux, Eric, "Time, Pressure and Temperature Dependent Rheological Properties of Drilling Fluids and their Automatic Measurements." the IADC/SPE International Drilling Conference and Exhibition, Galveston, Texas, USA, March 2020.

[12] A. Abdelaal,A. Ibrahim and S. Elkatatny, "Rheological Properties Prediction of Flat Rheology Drilling Fluids." the 56th U.S. Rock Mechanics/Geomechanics Symposium, Santa Fe, New Mexico, USA, June 2022.

[13] Glen Mullineux, "Non-linear least squares fitting of coefficients in the Herschel–Bulkley model, "Applied Mathematical Modelling,Vol 32, pp. 2538-2551,2008,

[14] Wang . K., Yuan . Y., Han . S and Niu . Y. " Application of infrared spectroscopy and partial least-squares for modeling the correlation of bitumen dynamic shear rheological with temperature. " Petroleum Science and Technology, pp. 1194–1200,2018.

[15] O. M. Elizabeth,O. K. Gbolahan,E. M. Eterigho and O. J. Olusegun, "Data on the rheological behavior of cassava starch paste using different models, "Data in Brief,Vol 19, pp. 2163-2177,2018.

[16] G. I. Hakki,G. O. Kazim and Y. Samed, "A COMPREHENSIVE EVALUATION OF RHEOLOGICAL MODELS FOR NON-AQUEOUS DRILLING FLUIDS,".Proceedings of the International Conference on Offshore Mechanics and Arctic Engineering - OMAE, Vol.10,2022.

[17] R.Wiśniowski, K.Skrzypaszek and T.Małachowski, "Selection of a Suitable Rheological Model for Drilling Fluid Using Applied Numerical Methods. " Energies , Vol 13, 2020.

[18] N. Liu,D. Zhang,H. Gao,Y. Hu and L. Duan, "Real-Time Measurement of Drilling Fluid Rheological Properties: A Review, " Sensors (Basel, Switzerland), Vol.21, 2021.

[19] G. Wang, H. Du, "Rheological properties of KCl/polymer type drilling fluids containing particulate loss prevention material,"Applied Rheology, Vol.28,2018.

[20] H. Yang, P. Zhang, X. Meng, S. Gao and H. Liang, "On the Online Calibration of Drilling Fluid Rheological Parameters Using EMD and MLE," IEEE Sensors Journal, vol. 23, pp. 19861-19870, 1 Sept.1, 2023.

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Published

26-12-2024

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How to Cite

Yang, H., & Zhang, P. (2024). Real-time Optimization Method of Drilling Fluid Rheological Model Based on Pipe Viscosity Measurement. Academic Journal of Science and Technology, 13(3), 265-275. https://doi.org/10.54097/tk1vrd39