Abstract
Good project planning provides the basis for successful offshore well drilling projects. In this domain, planning occurs in two phases: an onshore phase develops a project plan; and an offshore phase implements the plan and tracks progress. The Performance Tracker applies a case-based reasoning approach to support the reuse of project plans. Cases comprise problem parts that store project initiation data, and solution parts that record the tasks and subtasks of actual plans. An initial evaluation shows that nearest neighbour retrieval identifies projects in which the retrieved tasks and subtasks are relevant for the new project. The Performance Tracker can be viewed as a recommender system in which recommendations are plans. Thus the data that is routinely captured as part of the performance tracking during offshore implementation is utilised as experiences.
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References
jColibri CBR Framework, http://gaia.fdi.ucm.es/projects/jcolibri/
Stewart, S., Vogt, C.: A Case-Based Approach to Understanding Vacation Planning. Leisure Sciences 21(2), 79–95 (1999)
High Performance Case-Based Planning, www.cs.umd.edu/projects/plus/Caper/
DrillEdge, www.verdandetechnology.com/products-a-services.html
Smyth, B.: Case-based recommendation. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 342–376. Springer, Heidelberg (2007)
Sahay, S., Ram, A.: Conversational Framework for Web Search and Recommendations. In: ICCBR Workshop Proceedings, pp. 161–170. Springer, Heidelberg (2010)
Skalle, P., Aamodt, A., Sveen, J.: Case-Based Reasoning, a method for gaining experience and giving advice on how to avoid and how to free stuck drill strings. In: IADC Middle East Drilling Conference, Dubai (1998)
Aamodt, A.: Knowledge-Intensive Case-Based Reasoning in CREEK. In: 6th Int. Conference on Case-Based Reasoning, Workshop Proceedings, pp. 62–71 (2005)
Islam, A.M., Skalle, P.: Review of wellbore instability cases in drilling through case base resoning (CBR) method. In: Proceedings of the International Conference on Mechanical Engineering (2007)
Skalle, P., Aamodt, A.: Knowledge-Based decision support in oil well drilling. In: Intelligent Information Processing II IFIP International Conference on Intelligent Information Processing, vol. 163, pp. 443–455 (2005)
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Thomson, R., Massie, S., Craw, S., Ahriz, H., Mills, I. (2011). Plan Recommendation for Well Engineering. In: Mehrotra, K.G., Mohan, C.K., Oh, J.C., Varshney, P.K., Ali, M. (eds) Modern Approaches in Applied Intelligence. IEA/AIE 2011. Lecture Notes in Computer Science(), vol 6704. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21827-9_45
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DOI: https://doi.org/10.1007/978-3-642-21827-9_45
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