A key component in modelling temperature and pressure evolution of a basin and in forecasting the distribution of overpressure zones, is the ability to properly include geochemical compaction processes effects. Two major mechanisms driving geochemical compaction are: the deposition and cementation of quartz and the transformation of smectite to illite. The proposed solution take into account of non-linear interactions among these diagenetic processes with temperature and pressure evolution and of the lacking of information about rock properties between wells. The execution of a global sensitivity analysis of the major factors affecting compaction and overpressure is an approach able to deal with the incomplete availability of experimental data. This allows to obtain: improved estimates with associated uncertainty as well as to understand the relationships among uncertain input data and modelled output results. Since global sensitivity analysis requires many model runs to obtain pressure and temperature distributions, the proposed modelling strategy is based on the approximation of the basin response through a so called polynomial chaos expansion. This procedure allows obtaining at low computational cost the so called Sobol indices, that quantify the effect of each uncertain parameter on the main variables of the basin. The methodology is illustrated through applications to synthetic and real cases.

Global Sensitivity Analysis of Geochemical Compaction in a Sedimentary Basin

PORTA, GIOVANNI MICHELE;COLOMBO, IVO;SCOTTI, ANNA;GUADAGNINI, ALBERTO
2014

Abstract

A key component in modelling temperature and pressure evolution of a basin and in forecasting the distribution of overpressure zones, is the ability to properly include geochemical compaction processes effects. Two major mechanisms driving geochemical compaction are: the deposition and cementation of quartz and the transformation of smectite to illite. The proposed solution take into account of non-linear interactions among these diagenetic processes with temperature and pressure evolution and of the lacking of information about rock properties between wells. The execution of a global sensitivity analysis of the major factors affecting compaction and overpressure is an approach able to deal with the incomplete availability of experimental data. This allows to obtain: improved estimates with associated uncertainty as well as to understand the relationships among uncertain input data and modelled output results. Since global sensitivity analysis requires many model runs to obtain pressure and temperature distributions, the proposed modelling strategy is based on the approximation of the basin response through a so called polynomial chaos expansion. This procedure allows obtaining at low computational cost the so called Sobol indices, that quantify the effect of each uncertain parameter on the main variables of the basin. The methodology is illustrated through applications to synthetic and real cases.
Advances of Basin and Petroleum Systems Modeling in Risk and Resource Assessment
9781634394895
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Utilizza questo identificativo per citare o creare un link a questo documento: http://hdl.handle.net/11311/942178
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