Artículos de revistas
Petroleum Reservoir Uncertainty Mitigation Through The Integration With Production History Matching
Registro en:
Journal Of The Brazilian Society Of Mechanical Sciences And Engineering. , v. 33, n. 2, p. 147 - 158, 2011.
16785878
10.1590/S1678-58782011000200005
2-s2.0-80052314918
Autor
Becerra G.G.
Maschio C.
Schiozer D.J.
Institución
Resumen
This paper presents a new methodology to deal with uncertainty mitigation using observed data, integrating the uncertainty analysis and the history matching processes. The proposed method is robust and easy to use, offering an alternative way to traditional history matching methodologies. The main characteristic of the methodology is the use of observed data as constraints to reduce the uncertainty of the reservoir parameters. The integration of uncertainty analysis with history matching naturally yields prediction under uncertainty. The workflow permits to establish a target range of uncertainty that characterize a confidence interval of the probabilistic distribution curves around the observed data. A complete workflow of the proposed methodology was carried out in a realistic model based on outcrop data and the impact of the uncertainty reduction in the production forecasting was evaluated. It was demonstrated that for complex cases, with a high number of uncertain attributes and several objective-function, the methodology can be applied in steps, beginning with a field analysis followed by regional and local (well level) analyses. The main contribution of this work is to provide an interesting way to quantify and to reduce uncertainties with the objective to generate reliable scenario-based models for consistent production prediction. © 2011 by ABCM. 33 2 147 158 Alvarado, M.G., McVay, D.A., Lee, W.J., Quantification of uncertainty by combining forecasting with history matching (2005) Petroleum Science and Technology, 23 (3-4), pp. 445-462. , DOI 10.1081/LFT-200031057 Becerra, G.G., (2007) Uncertainty Mitigation Through the Integration with Production History Matching, p. 192. , Department of Petroleum Engineering - State University of Campinas, Unicamp. São Paulo, Brazil (Master Sciences, In Portuguese) Bennett, F., Graf, T., Use of geostatistical modeling and automatic history matching to estimate production forecast uncertainty - A case study (2000) SPE 74389, International Petroleum Conference and Exhibition, , Mexico, 10-12 February Bissel, R.C., Combining geostatistical modeling with gradient information for history matching: The pilot point method (1997) SPE 38730. Annual Technical Conference and Exhibition, , San Antonio, Texas, U.S.A., 5-8 October Christie, M., MacBeth, C., Subbey, S., Multiple history-matched models for Teal South (2002) Leading Edge (Tulsa, OK), 21 (3), pp. 286-289 Gu, Y., Oliver, D.S., History matching of the PUNQ-S3 reservoir model using the ensemble kalman filter (2004) SPE 89942. Annual Technical Conference and Exhibition, , Houston, Texas, U.S.A., 26-29 September Guérillot, D., Pianelo, L., Simultaneous matching of production data and seismic data for reducing uncertainty in production forecasts (2000) SPE 65131. European Petroleum Conference, , Paris, France, 24-25 October Jenni, S., Hu, L.Y., Basquet, R., De Marsily, G., Bourbiaux, History matching of stochastic models of field-scale fractures: Methodology and case study (2004) SPE 90020, Annual Technical Conference and Exhibition, , Houston, Texas, U.S.A., 26-29 September Kashib, T., Srinivasan, S., A probabilistic approach to integrating dynamic data in reservoir models (2006) Journal of Petroleum Science and Engineering, 50 (3-4), pp. 241-257. , DOI 10.1016/j.petrol.2005.11.002, PII S0920410505001816 Landa, J.L., Guyaguler, B., A methodology for history matching and the assessment of uncertainties associated with flow prediction (2003) SPE 84465, Annual Technical Conference and Exhibition, , Denver, Colorado, U.S.A., 5-8 October Lepine, O.J., Bissell, R.C., Aanonsen, S.I., Pallister, I.C., Barker, J.W., Uncertainty analysis in predictive reservoir simulation using gradient information (1999) SPE Journal, 4 (3), pp. 251-259 Litvak, M., Christie, M., Johnson, D., Colbert, J., Sambridge, M., Uncertainty estimation in production constrained by production history and time-lapse seismic in a GOM oil field (2005) SPE 93146, Reservoir Simulation Symposium, , Houston, Texas, 31 January-02 February Ma, X., Al-Harbi, M., Datta-Gupta, A., Efendiev, Y., A multistage sampling method for rapid quantification of uncertainty in history matching geological models (2006) SPE 102476, Annual Technical Conference and Exhibition, , San Antonio, Texas, October Manceau, E., Mezghani, M., Zabalza-Mezghani, I., Roggero, F., Combination of experimental design and joint modeling methods for quantifying the risk associated whit deterministic and stochastic uncertainties - An integrated test study (2001) SPE 71620. Annual Technical Conference and Exhibition, , New Orleans, Louisiana, 30 September-3 October Maschio, C., Schiozer, D.J., Moura Filho, M.A.B., A methodology to quantify the impact of uncertainties in the history matching process and in the production forecast (2005) SPE 96613, Annual Technical Conference and Exhibition, , Dallas, Texas, 9-12 October Moura Filho, M.A.B., (2006) Integration of Uncertainty Analysis and History Matching Process, p. 150. , Department of Petroleum Engineering - State University of Campinas, Unicamp. Campinas, São Paulo, Brazil. (Master Sciences, In Portuguese) Nicotra, G., Godi, A., Cominelli, A., Christie, M., Production data and uncertainty quantification: A real case study (2005) SPE 93280, Reservoir Simulation Symposium, , Houston, Texas, 31 January-02 February Queipo, N.V., Pintos, S., Rincon, N., Contreras, N., Colmenares, J., Surrogate modeling-based optimization for the integration of static and dynamic data into a reservoir description (2002) Journal of Petroleum Science and Engineering, 35 (3-4), pp. 167-181. , DOI 10.1016/S0920-4105(02)00238-3, PII S0920410502002383 Reis, L.C., Risk analysis with history matching using experimental design or artificial neural networks (2006) SPE 100255, Europec/EAGE Annual Conference and Exhibition, , Vienna, Austria, 12-15 June Roggero, F., Direct Selection of stochastic model realizations constrained to historical data (1997) SPE 38731, Annual Technical Conference and Exhibition, , San Antonio, Texas, 5-8 October Rotondi, M., Nicotra, G., Godi, A., Hydrocarbon production forecast and uncertainty quantification: A field application (2006) SPE 102135, Annual Technical Conference and Exhibition, , San Antonio, Texas, 24-27 September Schiozer, D.J., Almeida Netto, S.L., Ligero, E.L., Maschio, C., Integration of history matching and uncertainty analysis (2005) Journal of Canadian Petroleum Technology, 44 (7), pp. 41-46 Silva, F.P.T., Rodríguez, J.R.P., Paraizo, P.L.B., Romeu, R.K., Peres, A.M.M., Oliveira, R.M., Pinto, L.B., Maschio, C., Novel ways of parameterizing the history matching problem (2005) SPE 94875, Latin American and Caribbean Petroleum Engineering Conference, , Rio de Janeiro, 20-23 June Suzuki, S., Caers, J., History matching with an uncertain geological scenario (2006) SPE 102154, Annual Technical Conference and Exhibition, , San Antonio, Texas, 24-27 September Varela, O.J., Torres-Verdin, C., Lake, L.W., On the value of 3D seismic amplitude data to reduce uncertainty in the forecast of reservoir production (2006) Journal of Petroleum Science and Engineering, 50 (3-4), pp. 269-284. , DOI 10.1016/j.petrol.2005.11.004, PII S0920410505001841 Williams, G.J.J., Mansfield, M., MacDonald, D.G., Bush, M.D., Top-down reservoir modelling (2004) SPE 89974, Annual Technical Conference and Exhibition, , Houston, Texas, SPE, 26-29 September Zabalza-Mezghani, I., Manceau, E., Feraille, M., Jourdan, A., Uncertainty management: From geological scenarios to production scheme optimization (2004) Journal of Petroleum Science and Engineering, 44 (1-2), pp. 11-25. , DOI 10.1016/j.petrol.2004.02.002, PII S0920410504000324, Risk Analysis Applied to Petroleum Exploration and Production