Abstract
A system that applies a method of knowledge-intensive case-based reasoning, for repair and prevention of unwanted events in the domain of offshore oil well drilling, has been developed in cooperation with an oil company. From several reoccurring problems during oil well drilling the problem of “lost circulation”, i.e. loss of circulating drilling fluid into the geological formation was picked out as a pilot problem. An extensive general knowledge model was developed for the domain of oil well drilling. About fifty different cases were created on the basis of information from one North Sea operator. When the completed CBR-system was tested against a new case, five cases with descending similarity were selected by the tool. In an informal evaluation, the two best fitting cases proved to give the operator valuable advise on how to go about solving the new case.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Allen, B.R.: Case-based reasoning: Business applications. Communication of the ACM, 37(3) (1994) 40–44
Auriol, 1999
Manago, 1998
Skalle, P., Aamodt, A. and Sveen, J.: Case-based reasoning, a method for gaining experience and giving advice on how to avoid and how to free stuck drill strings. Proc.., IADC Middle East Drilling Conference, Dubai (3. & 4. of Nov. 1998) 13 pp
Milheim, K.K. and Gaebler, T.: Virtual experience simulation for drilling — the concept. Paper SPE 52803 presented at SPE/IADC Drilling Conf., Amsterdam (9–11 March, 1999) 317–328
Minton, Jr. R.C. and Vik, R.: The Well Learning System — The evolution of a tool into a modern management system for drilling operations. Paper SPE 49112 presented at the 1998 SPE Ann. Tech. Conf. and Exhib., New Orleans (27–30 Sept., 1998) 525–534
McCann, 1998
Rojas, C.C., Fitzgerald, B.L., Modi, S. and Bzant, P.N.: Minimizing downhole mud losses. Paper SPE 39398 presented at the IADC/SPE Drilling Conf., Dallas (03–06 March, 1998) 871–877
Lietard, O., Ulvin, T., Guillot, D.J. and Hodder, M.H.: Fracture with logging while drilling and drilling mud/loss-circulation-material selection guidelines in naturally fractured reservoirs. SPE Drilling & Completion, 14(3), (Sept., 1999) 168–177
Sinor, L.A., Tyberø, P. and Eide, O.: Rotary liner drilling for depleated reservoirs. Paper SPE 39399, presented at the 1998 IADC/SPE Drilling Conf., Dallas (03–06-March, 1998) 879–890
Sweatman, R., Faul, R. and Ballow, C.: New solutions for subsalt-well lost circulation and optimized primary cementing. Paper SPE 56499, presented at the 1999 SPE Ann Tech. Conf. and Exhib., Houston (03–06 Oct., 1999) 157–167
Aamodt, A.: Explanation — driven-case-based reasoning. Published in Topics in case-based reasoning, edited by S. Wess et al., Springer Verlag, Berlin Heidelberg New York (1994) 274–288
Aamodt, A and Plaza, E.: Case-based reasoning: Foundation issues, methodological variation, and system approaches. AICOM, Vol. 7, no. 1 (Mar. 1994) 39–59
Darley, C.C., Rogers, A.F. and Gray, C.C.: Composition and function of drilling fluids. 4 th ed. Gulf Publishing Co., 4 th edition, Houston (1988)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2000 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Skalle, P., Sveen, J., Aamodt, A. (2000). Improved Efficiency of Oil Well Drilling through Case Based Reasoning. In: Mizoguchi, R., Slaney, J. (eds) PRICAI 2000 Topics in Artificial Intelligence. PRICAI 2000. Lecture Notes in Computer Science(), vol 1886. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44533-1_71
Download citation
DOI: https://doi.org/10.1007/3-540-44533-1_71
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-67925-7
Online ISBN: 978-3-540-44533-3
eBook Packages: Springer Book Archive