2014
DOI: 10.1007/s10596-014-9412-4
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Challenges in adjoint-based optimization of a foam EOR process

Abstract: We apply adjoint-based optimization to a Surfactant-Alternating-Gas foam process using a linear foam model introducing gradual changes in gas mobility and a nonlinear foam model giving abrupt changes in gas mobility as function of oil and water saturations and surfactant concentration. For the linear foam model, the objective function is a relatively smooth function of the switching time. For the nonlinear foam model, the objective function exhibits many small-scale fluctuations. As a result, a gradient-based … Show more

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Cited by 16 publications
(9 citation statements)
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“…Accurate modeling of near-wellbore mobility changes requires very fine grid refinement, as discussed previously (see also Leeftink et al 2015;Al Ayesh et al 2017). Similar resolution is needed to represent shock fronts (Zanganeh et al 2014). However, grid refinement will not be sufficient if the foam model itself does not adequately represent foam mobility.…”
Section: Discussionmentioning
confidence: 99%
“…Accurate modeling of near-wellbore mobility changes requires very fine grid refinement, as discussed previously (see also Leeftink et al 2015;Al Ayesh et al 2017). Similar resolution is needed to represent shock fronts (Zanganeh et al 2014). However, grid refinement will not be sufficient if the foam model itself does not adequately represent foam mobility.…”
Section: Discussionmentioning
confidence: 99%
“…Foam is sensetive to several parameters including oil and water saturation, surfactant concentration and chemical formulation, flow rate, reservoir heterogeneity and salinity. Thus, it is of extreme importance to design the surfactant injection process in a way that produces strong lamellae, which can propagate and survive at the reservoir conditions (Zanganeh, 2011). Although the ideal surfactant formulation is the one able to perform the dual role of IFT reduction, as well as stable foam generation and propagation, based on the present studies, it is hard to achieve.…”
Section: Foam Enhanced Co 2 -Eor Issues and Concernsmentioning
confidence: 81%
“…The low frequency temporal oscillations have been studied in the literature [1,2,40,41]. It has been shown in these works that the temporal oscillations occur as the front crosses a grid cell.…”
Section: The Numerical Solutions Depicted Inmentioning
confidence: 99%