Creating Open Source Models, Test Cases, and Data for Oilfield Drilling Challenges
- Paul Pastusek (ExxonMobil Development Co.) | Greg Payette (ExxonMobil Upstream Research Co.) | Roman Shor (University of Calgary) | Eric Cayeux (Norce) | Ulf Jakob Aarsnes (Norce) | John Hedengren (Brigham Young University) | Stéphane Menand (DrillScan) | John Macpherson (Baker Hughes GE) | Raju Gandikota (MindMesh Inc.) | Michael Behounek (Apache Corp.) | Richard Harmer (Schlumberger) | Emmanuel Detournay (University of Minnesota) | Roland Illerhaus (Integrity Directional) | Yu Liu (Shell Development Co.)
- Document ID
- Society of Petroleum Engineers
- SPE/IADC International Drilling Conference and Exhibition, 5-7 March, The Hague, The Netherlands
- Publication Date
- Document Type
- Conference Paper
- 2019. SPE/IADC Drilling Conference and Exhibition
- 1.6 Drilling Operations, 2.7.1 Completion Fluids, 1.4 Drillstring Design, 1.4.1 BHA Design, 1.6.1 Drill String Components and Drilling Tools (tubulars, jars, subs, stabilisers, reamers, etc), 2 Well completion, 1.10 Drilling Equipment, 2.7 Completion Fluids, 1.6.9 Coring, Fishing
- validation and verification DSATS, peer reviewed public repository, open source models data benchmark, drilling dynamics directional hydraulics, MPD, bit-rock interaction non-linear rig control system
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The drilling industry has substantially improved performance based on knowledge from physics-based, statistical, and empirical models of components and systems. However, most models and source code have been recreated multiple times, which requires significant effort and energy with little additional benefit or step-wise improvements.
The authors propose that it is time to form a coalition of industry and academic leaders to support an open source effort for drilling, to encourage the reuse of continuously improving models and coding efforts.
The vision for this guiding coalition is to 1) set up a repository for source code, data, benchmarks, and documentation, 2) encourage good coding practices, 3) review and comment on the models and data submitted, 4) test, use and improve the code, 5) propose and collect anonymized real data, 6) attract talent and support to the effort, and 7) mentor those getting started. Those interested to add their time and talent to the cause may publish their results through peer-reviewed literature. Several online meetings are planned to create this coalition, establish a charter, and layout the guiding principles.
Multiple support avenues are proposed to sustain the effort such as: annual user group meetings, create a SPE Technical Section, and initiating a Joint Industry Program (JIP). The Open Porous Media Initiative is just one example of how this could be organized and maintained.
As a starting point, this paper reviews existing published drilling models and highlights the similarities and differences for commonly used drillstring hydraulics, dynamics, directional, and bit-rock interaction models.
The key requirements for re-usability of the models and code are: 1) The model itself must be available as open source, well documented with the objective and expected outcomes, include commented code, and shared in a publicly available repository which can be updated, 2) A user's guide must include how to run the core software, how to extend software capabilities, i.e., plug in new features or elements, 3) Include a "theory" manual to explain the fundamental principles, the base equations, any assumptions, and the known limitations, 4) Data examples and formatting requirements to cover a diversity of drilling operations, and 5) Test cases to benchmark the performance and output of different proposed models.
In May 2018 at "The 4th International Colloquium on Non-linear dynamics and control of deep drilling systems," the keynote question was, "Is it time to start using open source models?" The answer is "yes".
Modeling the drilling process is done to help drill a round, ledge free hole, without patterns, with minimum vibration, minimum unplanned dog legs, that reaches all geological targets, in one run per section, and in the least time possible.
An open source repository for drilling will speed up the rate of learning and automation efforts to achieve this goal throughout the entire well execution workflow, including planning, BHA design, real-time operations, and post well analysis.
|File Size||2 MB||Number of Pages||38|
Aarsnes, Ulf Jakob F, Tore Flåtten, and Ole Morten Aamo. 2016. "Review of Two-Phase Flow Models for Control and Estimation." Annual Reviews in Control 42 (July): 50–62. https://doi.org/10.1016/j.arcontrol.2016.06.001.
Aarsnes,Ulf Jakob Flø, and Ole Morten Aamo. 2016. "Linear Stability Analysis of Self-Excited Vibrations in Drilling Using an Infinite Dimensional Model." Journal of Sound and Vibration 360 (January): 239–59. https://doi.org/10.1016/j.jsv.2015.09.017.
Aarsnes, U.J.F., di Meglio, F.,Shor, R., Benchmarking of Industrial Stick-Slip Mitigation Controllers, IFAC-PapersOnLine, Volume 51, Issue 8, 2018, Pages 233–238, https://doi.org/10.1016/j.ifacol.2018.06.382.
Abbassian, F., & Dunayevsky, V. A. (1998, June 1). Application of Stability Approach to Torsional and Lateral Bit Dynamics. Society of Petroleum Engineers. doi:10.2118/30478-PA
Ambrus, A.,Ashok, P.,Chintapalli, A.,Ramos, D.,Behounek, M.,Thetford, T. S., & Nelson, B. (2017, September 5). A Novel Probabilistic Rig Based Drilling Optimization Index to Improve Drilling Performance. Society of Petroleum Engineers. doi:10.2118/186166-MS
Ambrus, Adrian, Ulf Jakob F.Aarsnes,Ali Karimi Vajargah, B Akbari, Eric van Oort, and Ole Morten Aamo. 2016. "Real-Time Estimation of Reservoir Influx Rate and Pore Pressure Using a Simplified Transient Two-Phase Flow Model for Managed Pressure Drilling Operations." Journal of Natural Gas Science and Engineering 32: 439–52. https://doi.org/10.1016/ j.jngse.2016.04.036.
Asgharzadeh Shishavan, R.,Hubbell, C.,Perez, H.,Hedengren, J., & Pixton, D. S. (2014, September 10). Combined Rate of Penetration and Pressure Regulation for Drilling Optimization Using High Speed Telemetry. Society of Petroleum Engineers. doi:10.2118/170275-MS
Aslaksen, H.,Annand, M.,Duncan, R.,Fjaere, A.,Paez, L., & Tran, U. (2006, January 1). Integrated FEA Modeling Offers System Approach to Drillstring Optimization. Society of Petroleum Engineers. doi:10.2118/99018-MS
Babaei, H.,Baker, S.,Cornett, A., Validation of an Open-source CFD Tool to Support Efficient Design of Offshore Gravity-based Structures Exposed to Extreme Waves, ISOPE-1-17-641, Proceedings of the Twenty-seventh (2017) International Ocean and Polar Engineering Conference, San Francisco, CA, June 25-30, 2017, 662–669
Bailey, J. R.,Biediger, E.,Sundararaman, S.,Carson, A. D.,Elks, W. C., & Dupriest, F. E. (2008, January 1). Development and Application of a BHA Vibrations Model. International Petroleum Technology Conference. doi:10.2523/IPTC-12737-MS
Bailey, J. R.,Elsborg, C. C.,James, R. W.,Pastusek, P.,Prim, M. T., & Watson, W. W. (2013, December 1). Design Evolution of Drilling Tools To Mitigate Vibrations. Society of Petroleum Engineers. doi:10.2118/163503-PA
Baird, J. A.,Caskey, B. C.,Tinianow, M. A., & Stone, C. M. (1984, January 1). GEODYN: A Geological Formation/Drillstring Dynamics Computer Program. Society of Petroleum Engineers. doi:10.2118/13023-MS
Baumgartner, T.,Zhou, Y., & Oort, E. van. (2016, March 1). Efficiently Transferring and Sharing Drilling Data from Downhole Sensors. Society of Petroleum Engineers. doi:10.2118/178900-MS
Behounek, M.,Nguyen, D.,Halloran, S.,Isbell, M.,Mandava, C.,Vinay, N.,… Hoefling, C. (2018, March 6). Operators' Group, Rig Contractors, and OEM/Service Company Work to Solve Rig Data Quality Issues. Society of Petroleum Engineers. doi:10.2118/189626-MS
Birades, M. (1988, June 1). Static and Dynamic Three-Dimensional Bottomhole Assembly Computer Models. Society of Petroleum Engineers. doi:10.2118/15466-PA
Bougherara, N. E.,Morsli, S. A.,Sali, S.,Khelili, F., & Badache, R. (2013, October 22). Creation of a National Database from Multiple Legacy Data Sources. Society of Petroleum Engineers. doi:10.2118/165827-MS
Carlsen,Liv A, Gerhard Nygaard, and Michael Nikolaou. 2013. "Evaluation of Control Methods for Drilling Operations with Unexpected Gas Influx." Journal of Process Control 23 (3). Elsevier Ltd: 306–16. https://doi.org/10.1016/j.jprocont.2012.12.003.
Cayeux, E. (2018a, March 6). On the Importance of Boundary Conditions for Real-Time Transient Drill-String Mechanical Estimations. Society of Petroleum Engineers. doi:10.2118/189642-MS
Cayeux, E. (2018b, March 6). Reconstruction of Pipe Displacement Based on High-Frequency Triaxial Accelerometer Measurements. Society of Petroleum Engineers. doi:10.2118/189618-MS
Chen, D. C.-K. (2007, January 1). Developing and Field Implementation of a State-of-the-Art BHA Program. Society of Petroleum Engineers. doi:10.2118/107238-MS
Downton, G. C. (2014, October 27). Systems Modeling and Design of Automated Directional Drilling Systems. Society of Petroleum Engineers. doi:10.2118/170644-MS
Dunayevsky, V. A.,Abbassian, F., & Judzis, A. (1993, June 1). Dynamic Stability of Drillstrings Under Fluctuating Weight on Bit. Society of Petroleum Engineers. doi:10.2118/14329-PA
Dykstra, M. W.,Neubert, M.,Hanson, J. M., & Meiners, M. J. (2001, January 1). Improving Drilling Performance by Applying Advanced Dynamics Models. Society of Petroleum Engineers. doi:10.2118/14329-PA
Eaton, A.N.,Beal, L.,Thorpe, S.D.,Hubbell, C.,Hedengren, J.D.,Nybø, R.,Aghito, M. (2017, February). Real Time Model Identification Using Multi-Fidelity Models in Managed Pressure Drilling. Paper published in Computers & Chemical Engineering 97, vol 97, pp. 76–84, doi:10.1016/j.compchemeng.2016.11.008
Elliott, A. S., & Hutchinson, M. (2015, March 17). Fully-Coupled Nonlinear 3-D Time-Domain Simulation of Drilling Dysfunctions Using a Multi-Body Dynamics Approach. Society of Petroleum Engineers. doi:10.2118/173154-MS
Erge, O.,Ozbayoglu, E.,Yu, M.,Takach, N.,Saasen, A, May, R., 2015. "The Effects of Drillstring Eccentricity, -Rotation, and -Buckling Configurations on Annular Frictional Pressure Losses While Circulating Yield-Power-Law Fluids". Paper SPE-167950-PA published in SPE Drilling & Completion, vol. 30, no. 3, pp. 257–271.
Ertas, D.,Bailey, J. R.,Wang, L., & Pastusek, P. E. (2014, December 1). Drillstring Mechanics Model for Surveillance, Root Cause Analysis, and Mitigation of Torsional Vibrations. Society of Petroleum Engineers. doi:10.2118/163420-PA
Fischer, F. J. (1974, January 1). Analysis of Drillstrings in Curved Boreholes. Society of Petroleum Engineers. doi:10.2118/5071-MS
Fox, F. K., & Nasir, N. (1963, January 1). Drill Collar String Design And Its Effect On Drilling M.E.R. Society of Petroleum Engineers. doi:10.2118/501-MS.
Gandikota, V., & Chennoufi, N. (2017, September 13). Improving Drilling Reliability Through Advanced Drilling Dynamics Models. Society of Petroleum Engineers. doi:10.2118/187487-MS
Gillan, C.,Isbell, M., & Visitew, T. (2018, March 6). Automated Directional Drilling Software and Remote Operations Centers Drive Rig Fleet Well Delivery Improvement. Society of Petroleum Engineers. doi:10.2118/189691-MS
GNU General Public License, (2018). [Online Wikipedia] GNU General Public License is a free software license originally written by Richard Stallman. Available at: https://en.wikipedia.org/wiki/GNU_General_Public_License, [Accessed 04-09-2018]
Gravdal,Jan Einar, Rolf Lorentzen,Kjell-kåre Fjelde, and Erlend H Vefring. 2005. "Tuning of Computer Model Parameters in Managed Pressure Drilling Applications Using an Unscented Kalman Filter Technique." In SPE Annual Technical Conference and Exhibition, Dallas. Dallas, Texas. https://doi.org/10.2118/97028-MS.
Gravdal,Jan Einar,Michael Nikolaou,Yvind Breyholtz, and Liv A. Carlsen. 2013. "Improved Kick Management During MPD by Real-Time Pore-Pressure Estimation." In SPE Annual Technical Conference and Exhibition, 4–7. Society of Petroleum Engineers. https://doi.org/10.2118/124054-MS.
Halsey, G. W.,Kyllingstad, A.,Aarrestad, T. V., & Lysne, D. (1986, January 1). Drillstring Torsional Vibrations: Comparison Between Theory and Experiment on a Full-Scale Research Drilling Rig. Society of Petroleum Engineers. doi:10.2118/15564-MS
Hauge, Espen,Ole Morten Aamo, and John-Morten Godhavn. 2012. "Model-Based Estimation and Control of in/out-Flux during Drilling." In 2012 American Control Conference (ACC), 4909–14. IEEE. https://doi.org/10.1109/ACC.2012.6315027.
Hauge, Espen,Øyvind Nistad Stamnes, Ole Morten Aamo, and John-Morten Godhavn. 2013. "A Dynamic Model of Percolating Gas in a Wellbore." SPE Drilling & Completion 27 (02): 204–215, SPE-160481-PA. https://doi.org/10.2118/160481-PA.
Hildebrand, G.,Schultz, H.,Torre, A. M., and Olesen, L. 2018. Directional Advisor Driven Rig and Directional Operation Integration. SPE-189607-MS. http://dx.doi.org/10.2118/189607-MS
Hildebrand, G.,Torre, A.,Hopewell, J., and Olesen, L. 2017. Transitioning the Directional Driller Off the Rig. SPE-184682-MS. http://dx.doi.org/10.2118/184682-MS
Ho, H.-S. (1986, January 1). General Formulation of Drillstring Under Large Deformation and Its Use in BHA Analysis. Society of Petroleum Engineers. doi:10.2118/15562-MS
Ho, H.-S., 1987. Prediction of drilling trajectory in directional wells via a new rock-bit interaction model. In 62nd Annual Technology Conference and Exhibition of the Society of Petroleum Engineers, number SPE 16658, pages 83–95, Dallas, Texas, U.S.A., September 1987. Society of Petroleum Engineers.
Hohl, A.,Herbig, C.,Arevalo, P.,Reckmann, H., & Macpherson, J. (2018, March 6). Measurement of Dynamics Phenomena in Downhole Tools - Requirements, Theory and Interpretation. Society of Petroleum Engineers. doi:10.2118/189710-MS
Hohl, A.,Tergeist, M.,Oueslati, H.,Herbig, C.,Ichaoui, M.,Ostermeyer, G.-P., & Reckmann, H. (2016, March 1). Prediction and Mitigation of Torsional Vibrations in Drilling Systems. Society of Petroleum Engineers. doi:10.2118/178874-MS
Jogi, P. N.,Burgess, T. M., & Bowling, J. P. (1988, June 1). Predicting the Build/Drop Tendency of Rotary Drilling Assemblies. Society of Petroleum Engineers. doi:10.2118/14768-PA
Joshi, D. R., & Samuel, R. (2017, October 9). Automated Geometric Path Correction in Directional Drilling. Society of Petroleum Engineers. doi:10.2118/187209-MS
Kaasa, G.O.,Stamnes, Ø. N.,Aamo, O. M.,Imsland, L. S., 2012. "Simplified Hydraulics Model Used for Intelligent Estimation of Downhole Pressure for a Managed-Pressure-Drilling Control System". Paper SPE-143097-PA published in SPE Driling & Completion, vol. 27, no. 1, pp. 127 – 138. http://www.onepetro.org/mslib/servlet/onepetropreview?id=SPE-143097-PA.
Kalsi, M. S.,Wang, J. K., & Chandra, U. (1987, March 1). Transient Dynamic Analysis of the Drillstring Under Jarring Operations by the FEM. Society of Petroleum Engineers. doi:10.2118/13446-PA
Kinik, Koray,Ferhat Gumus, and Nadine Osayande. 2015. "Automated Dynamic Well Control With Managed-Pressure Drilling: A Case Study and Simulation Analysis." SPE Drilling & Completion 30 (02): 110–18. https://doi.org/10.2118/168948-PA.
Kreisle, L. F., & Vance, J. M. (1970, December 1). Mathematical Analysis of the Effect of a Shock Sub on the Longitudinal Vibrations of an Oilwell Drill String. Society of Petroleum Engineers. doi:10.2118/2778-PA
Kullawan, K.,Bratvold, R. B., and Bickel, J. E. 2014. Value Creation with Multi-Criteria Decision Making in Geosteering Operations. SPE-169849-MS. http://dx.doi.org/10.2118/169849-ext
Kyllingstad, A. (2017, March 14). A Comparison of Stick-Slip Mitigation Tools. Society of Petroleum Engineers. doi:10.2118/184658-MS
Kyllingstad, Åge, and Pål Jacob Nessjøen. 2009. "A New Stick-Slip Prevention System." In Proceedings of SPE/IADC Drilling Conference and Exhibition, 17-19. https://doi.org/10.2118/119660-MS.
Linga, Harald,Anja Torsvik, and Arild Saasen. 2016. "Kick Detection Capability of Oil-Based Muds in Well Control Situations." In SPE Bergen One Day Seminar. https://doi.org/10.2118/180039-MS.
LinkedScience, 28 Jun 2016. "Why to manage and share research data?," blog post, http://linkedscience.org/2016/06/28/why-to-manage-and-share-research-data/
Macpherson, J. D.,Paul, P.,Behounek, M., & Harmer, R. (2015, September 28). A Framework for Transparency in Drilling Mechanics and Dynamics Measurements. Society of Petroleum Engineers. doi:10.2118/174874-MS
J. Marck and E. Detournay (2016), Spiraled Boreholes: An Expression of 3D Directional Instability of Drilling Systems, SPE J, April, 21(02):434–448, doi:10.2118/173156-PA
Marquez, A.,Omojuwa, E., & Teodoriu, C. (2017, April 18). Mitigating Downhole Vibrations in Bottom Hole Assemblies Using Finite Element Analysis. Society of Petroleum Engineers. doi:10.2118/184420-MS
Meglio,Florent Di, and Ulf Jakob Flø Aarsnes. 2015. "A Distributed Parameter Systems View of Control Problems in Drilling." IFAC-PapersOnLine 48 (6). Florianopolis, Brazil: 272–78. https://doi.org/10.1016/j.ifacol.2015.08.043.
Menand, S.,Sellami, H.,Tijani, M.,Stab, O.,Dupuis, D. C., & Simon, C. (2006, January 1). Advancements in 3D Drillstring mechanics: From the Bit to the Topdrive. Society of Petroleum Engineers. doi:10.2118/98965-MS
Mirhaj, S. A.,Kaarstad, E., & Aadnoy, B. S. (2016, January 26). Torque and Drag Modeling; Soft-string versus Stiff-string Models. Society of Petroleum Engineers. doi:10.2118/178197-MS
Miska, S. Z.,Zamanipour, Z.,Merlo, A., & Porche, M. N. (2015, March 17). Dynamic Soft String Model and Its Practical Application. Society of Petroleum Engineers. doi:10.2118/173084-MS
Myrseth, V.,Perez-Valdes, G. A.,Bakker, S. J.,Midthun, K. T., & Torsæter, M. (2016, April 20). Norwegian Open Source P&amp; A Database. Society of Petroleum Engineers. doi:10.2118/180027-MS
Navarro-Lopez,Eva M., and Domingo Cortes. 2007. "Sliding-Mode Control of a Multi-DOF Oilwell Drillstring with Stick-Slip Oscillations." In 2007 American Control Conference, 3837–42. IEEE. https://doi.org/10.1109/ACC.2007.4282198.
Payette, G. S.,Pais, D.,Spivey, B.,Wang, L.,Bailey, J. R.,Pastusek, P., & Owens, M. (2015, December 6). Mitigating Drilling Dysfunction Using a Drilling Advisory System: Results from Recent Field Applications. International Petroleum Technology Conference. doi:10.2523/IPTC-18333-MS
Pedersen, Torbjørn, and John-morten Godhavn. 2017. "Linear Multivariable Control of Underbalanced-Drilling Operations." SPE Drilling & Completion, no. December 2016: 1–11. https://doi.org/10.2118/185184-PA.
Rudat, J., & Dashevskiy, D. (2011, January 1). Development of an Innovative Model-Based Stick/Slip Control System. Society of Petroleum Engineers. doi:10.2118/139996-MS
Runia, D. John, Sicco Dwars, and Ivo Petrus Jozef Maria Stulemeijer. 2013. "A Brief History of the Shell 'Soft Torque Rotary System' and Some Recent Case Studies." In SPE/IADC Drilling Conference, 69–76. Society of Petroleum Engineers. https://doi.org/10.2118/163548-MS.
Sagert, C.,F. Di Meglio,M. Krstic, and P. Rouchon. 2013. "Backstepping and Flatness Approaches for Stabilization of the Stick-Slip Phenomenon for Drilling." In IFAC Proceedings Volumes (IFAC-PapersOnline), 779–84. https://doi.org/10.3182/20130204-3-FR-2033.00126.
Sheppard, M. C.,Wick, C., & Burgess, T. (1987, December 1). Designing Well Paths To Reduce Drag and Torque. Society of Petroleum Engineers. doi:10.2118/15463-PA
Shor, R. J.,Dykstra, M. W.,Hoffmann, O. J., & Coming, M. (2015, March 17). For Better or Worse: Applications of the Transfer Matrix Approach for Analyzing Axial and Torsional Vibration. Society of Petroleum Engineers. doi:10.2118/173121-MS
Shor R. J.,Pryor M,van Oort E. (2014, October 22). Drillstring Vibration Observation, Modeling and Prevention in the Oil and Gas Industry. American Society of Mechanical Engineers. Dynamic Systems and Control Conference,. doi:10.1115/DSCC2014-6147.
Skeem, M. R.,Friedman, M. B., & Walker, B. H. (1979, November 1). Drillstring Dynamics During Jar Operation. Society of Petroleum Engineers. doi:10.2118/7521-PA
SPICE, (2018), [Online Wikipedia], SPICE (Simulation Program with Integrated Circuit Emphasis) is a general-purpose, open source analog electronic circuit simulator. It is used to predict circuit behavior. Available at: https://en.wikipedia.org/wiki/SPICE, [Accessed 04-09-2018]
Sugiura, J.,Samuel, R.,Oppelt, J.,Ostermeyer, G. P.,Hedengren, J., & Pastusek, P. (2015, March 17). Drilling Modeling and Simulation: Current State and Future Goals. Society of Petroleum Engineers. doi:10.2118/173045-MS
Suryanarayana, P.V.,Zhan Wu,John Ramalho, and Ronald Earl Himes. 2007. "Dynamic Modeling of Invasion Damage and Impact on Production in Horizontal Wells." SPE Reservoir Evaluation & Engineering 10 (04): 348–58. https://doi.org/10.2118/95861-PA.
Taron J.,Hickman, S,Ingbritsen, S.E., and Williams, C., Using a fully coupled, open-source THM simulator to examine the role of thermal stresses in shear stimulation of enhance geothermal systems, ARMA 14-7525 presented at the 48th US Rock Mechanics / Geomechanics Symposium in Minneapolis, MN, 1-4 June 2014
Tikhonov, V.,Valiullin, K.,Nurgaleev, A.,Ring, L.,Gandikota, R.,Chaguine, P., & Cheatham, C. (2014, September 1). Dynamic Model for Stiff-String Torque and Drag (see associated supplementary discussion). Society of Petroleum Engineers. doi:10.2118/163566-PA.
Trichel, D. K.,Isbell, M.,Brown, B.,Flash, M.,McRay, M.,Nieto, J., & Fonseca, I. (2016, March 1). Using Wired Drill Pipe, High-Speed Downhole Data, and Closed Loop Drilling Automation Technology to Drive Performance Improvement Across Multiple Wells in the Bakken. Society of Petroleum Engineers. doi:10.2118/178870-MS
Vromen, T.,N. van de Wouw,A. Doris,P. Astrid, and H. Nijmeijer. 2017. "Nonlinear Output-Feedback Control of Torsional Vibrations in Drilling Systems." International Journal of Robust and Nonlinear Control 18 (October 2014): 557–69. https://doi.org/10.1002/rnc.3759.
Vromen, Thijs, Cam-Hing Dai, Nathan van de Wouw, Tom Oomen, Patricia Astrid,Apostolos Doris, and Henk Nijmeijer. 2017. "Mitigation of Torsional Vibrations in Drilling Systems: A Robust Control Approach." IEEE Transactions on Control Systems Technology, 1–17. https://doi.org/10.1109/TCST.2017.2762645.
Wikipedia, "Open science data" https://en.wikipedia.org/wiki/Open_science_data
Willersrud, Anders, Mogens Blanke, and Lars Imsland. 2015. "Incident Detection and Isolation in Drilling Using Analytical Redundancy Relations." Control Engineering Practice 41. Elsevier: 1–12. https://doi.org/10.1016/j.conengprac.2015.03.010.
Wilson, J. K., & Heisig, G. (2015, March 17). Investigating the Benefits of Induced Vibrations in Unconventional Horizontals via Nonlinear Drill String Dynamics Modeling. Society of Petroleum Engineers. doi:10.2118/173049-MS
Wilson, J. K., & Noynaert, S. F. (2016, March 1). A New Damping Model for Nonlinear Drillstring Dynamics: Understanding the Effects of Rotation, Eccentricity, and Confined Fluid Flow and Their Impact on Unconventional Drillstring Design. Society of Petroleum Engineers. doi:10.2118/178817-MS
Yilmaz, Muhittin,Salman Mujeeb, and Naren Reddy Dhansri. 2013. "A H-Infinity Control Approach for Oil Drilling Processes." Procedia Computer Science 20: 134–39. https://doi.org/10.1016/j.procs.2013.09.251.
Zhang, Z.,Shen, Y.,Chen, W.,Shi, J.,Bonstaff, W.,Tang, K., … Jeffryes, B. (2017, October 9). Continuous High Frequency Measurement Improves Understanding of High Frequency Torsional Oscillation in North America Land Drilling. Society of Petroleum Engineers. doi:10.2118/187173-MS
Zhou, Jing, Øyvind Nistad Stamnes, Ole Morten Aamo, and G-O Kaasa. 2011. "Switched Control for Pressure Regulation and Kick Attenuation in a Managed Pressure Drilling System." IEEE Transactions on Control Systems Technology 19 (2): 337–50. https://doi.org/10.1109/TCST.2010.2046517.