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Created transport solver using AD.
Only two-phase incompressible so far.
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TransportSolverTwophaseAd.cpp
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204
TransportSolverTwophaseAd.cpp
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/*
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Copyright 2013 SINTEF ICT, Applied Mathematics.
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This file is part of the Open Porous Media project (OPM).
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OPM is free software: you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation, either version 3 of the License, or
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(at your option) any later version.
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OPM is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License
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along with OPM. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include "TransportSolverTwophaseAd.hpp"
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#include <opm/core/grid.h>
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#include <opm/core/linalg/LinearSolverInterface.hpp>
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#include <opm/core/utility/parameters/ParameterGroup.hpp>
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#include <opm/core/utility/ErrorMacros.hpp>
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#include <iostream>
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namespace Opm
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{
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/// Construct solver.
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/// \param[in] grid A 2d or 3d grid.
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/// \param[in] props Rock and fluid properties.
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/// \param[in] linsolver Linear solver for Newton-Raphson scheme.
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/// \param[in] param Parameters for the solver.
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TransportSolverTwophaseAd::TransportSolverTwophaseAd(const UnstructuredGrid& grid,
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const IncompPropertiesInterface& props,
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const LinearSolverInterface& linsolver,
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const parameter::ParameterGroup& param)
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: grid_(grid),
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props_(props),
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linsolver_(linsolver),
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ops_(grid),
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tol_(param.getDefault("nl_tolerance", 1e-9)),
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maxit_(param.getDefault("nl_maxiter", 30))
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{
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const int nc = grid_.number_of_cells;
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allcells_.resize(nc);
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for (int i = 0; i < nc; ++i) {
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allcells_[i] = i;
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}
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}
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// Virtual destructor.
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TransportSolverTwophaseAd::~TransportSolverTwophaseAd()
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{
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}
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namespace
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{
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template <class ADB>
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std::vector<ADB>
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phaseMobility(const Opm::IncompPropertiesInterface& props,
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const std::vector<int>& cells,
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const typename ADB::V& sw)
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{
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typedef Eigen::Array<double, Eigen::Dynamic, 2, Eigen::RowMajor> TwoCol;
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typedef Eigen::Array<double, Eigen::Dynamic, 4, Eigen::RowMajor> FourCol;
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typedef typename ADB::V V;
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typedef typename ADB::M M;
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const int nc = props.numCells();
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TwoCol s(nc, 2);
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s.leftCols<1>() = sw;
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s.rightCols<1>() = 1.0 - s.leftCols<1>();
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TwoCol kr(nc, 2);
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FourCol dkr(nc, 4);
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props.relperm(nc, s.data(), cells.data(), kr.data(), dkr.data());
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V krw = kr.leftCols<1>();
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V kro = kr.rightCols<1>();
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V dkrw = dkr.leftCols<1>(); // Left column is top-left of dkr/ds 2x2 matrix.
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V dkro = -dkr.rightCols<1>(); // Right column is bottom-right of dkr/ds 2x2 matrix.
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M krwjac(nc,nc);
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M krojac(nc,nc);
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auto sizes = Eigen::ArrayXi::Ones(nc);
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krwjac.reserve(sizes);
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krojac.reserve(sizes);
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for (int c = 0; c < nc; ++c) {
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krwjac.insert(c,c) = dkrw(c);
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krojac.insert(c,c) = dkro(c);
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}
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const double* mu = props.viscosity();
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std::vector<M> dmw = { krwjac/mu[0] };
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std::vector<M> dmo = { krojac/mu[1] };
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std::vector<ADB> pmobc = { ADB::function(krw / mu[0], dmw) ,
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ADB::function(kro / mu[1], dmo) };
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return pmobc;
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}
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/// Returns fw(sw).
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template <class ADB>
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ADB
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fluxFunc(const std::vector<ADB>& m)
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{
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assert (m.size() == 2);
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ADB f = m[0] / (m[0] + m[1]);
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return f;
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}
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} // anonymous namespace
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/// Solve for saturation at next timestep.
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/// Note that this only performs advection by total velocity, and
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/// no gravity segregation.
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/// \param[in] porevolume Array of pore volumes.
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/// \param[in] source Transport source term. For interpretation see Opm::computeTransportSource().
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/// \param[in] dt Time step.
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/// \param[in, out] state Reservoir state. Calling solve() will read state.faceflux() and
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/// read and write state.saturation().
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void TransportSolverTwophaseAd::solve(const double* porevolume,
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const double* source,
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const double dt,
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TwophaseState& state)
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{
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typedef Eigen::Array<double, Eigen::Dynamic, 2, Eigen::RowMajor> TwoCol;
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typedef Eigen::Map<const V> Vec;
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const int nc = grid_.number_of_cells;
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const TwoCol s0 = Eigen::Map<const TwoCol>(state.saturation().data(), nc, 2);
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double res_norm = 1e100;
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const V sw0 = s0.leftCols<1>();
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// V sw1 = sw0;
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V sw1 = 0.5*V::Ones(nc,1);
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const V p1 = Vec(state.pressure().data(), nc, 1);
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const V ndp = (ops_.ngrad * p1.matrix()).array();
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const V dflux_all = Vec(state.faceflux().data(), grid_.number_of_faces, 1);
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const int num_internal = ops_.internal_faces.size();
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V dflux(num_internal);
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for (int fi = 0; fi < num_internal; ++fi) {
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dflux[fi] = dflux_all[ops_.internal_faces[fi]];
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}
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const UpwindSelectorTotalFlux<double> upwind(grid_, ops_, dflux);
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const V pv = Vec(porevolume, nc, 1);
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const V dtpv = dt/pv;
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const V q = Vec(source, nc, 1);
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const V qneg = q.min(V::Zero(nc,1));
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const V qpos = q.max(V::Zero(nc,1));
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// Block pattern for variables.
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// Primary variables:
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// sw : one per cell
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std::vector<int> bpat = { nc };
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// Newton-Raphson loop.
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int it = 0;
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do {
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// Assemble linear system/
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const ADB sw = ADB::variable(0, sw1, bpat);
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const std::vector<ADB> pmobc = phaseMobility<ADB>(props_, allcells_, sw.value());
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const std::vector<ADB> pmobf = upwind.select(pmobc);
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const ADB fw_cell = fluxFunc(pmobc);
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const ADB fw_face = fluxFunc(pmobf);
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const ADB flux1 = fw_face * dflux;
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const ADB qtr_ad = qpos + fw_cell*qneg;
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const ADB transport_residual = sw - sw0 + dtpv*(ops_.div*flux1 - qtr_ad);
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res_norm = transport_residual.value().matrix().norm();
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// Solve linear system.
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Eigen::SparseMatrix<double, Eigen::RowMajor> smatr = transport_residual.derivative()[0];
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ASSERT(smatr.isCompressed());
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V ds(nc);
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LinearSolverInterface::LinearSolverReport rep
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= linsolver_.solve(nc, smatr.nonZeros(),
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smatr.outerIndexPtr(), smatr.innerIndexPtr(), smatr.valuePtr(),
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transport_residual.value().data(), ds.data());
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if (!rep.converged) {
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THROW("Linear solver convergence error in TransportSolverTwophaseAd::solve()");
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}
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// Update (possible clamp) sw1.
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sw1 = sw.value() - ds;
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sw1 = sw1.min(V::Ones(nc,1)).max(V::Zero(nc,1));
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it += 1;
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} while (res_norm > tol_ && it < maxit_);
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// Write to output data structure.
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Eigen::Map<TwoCol> sref(state.saturation().data(), nc, 2);
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sref.leftCols<1>() = sw1;
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sref.rightCols<1>() = 1.0 - sw1;
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}
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} // namespace Opm
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118
TransportSolverTwophaseAd.hpp
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118
TransportSolverTwophaseAd.hpp
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@ -0,0 +1,118 @@
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/*
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Copyright 2013 SINTEF ICT, Applied Mathematics.
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This file is part of the Open Porous Media project (OPM).
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OPM is free software: you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation, either version 3 of the License, or
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(at your option) any later version.
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OPM is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License
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along with OPM. If not, see <http://www.gnu.org/licenses/>.
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*/
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#ifndef OPM_TRANSPORTSOLVERTWOPHASEAD_HEADER_INCLUDED
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#define OPM_TRANSPORTSOLVERTWOPHASEAD_HEADER_INCLUDED
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#include "AutoDiffBlock.hpp"
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#include "AutoDiffHelpers.hpp"
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#include <opm/core/transport/TransportSolverTwophaseInterface.hpp>
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#include <vector>
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struct UnstructuredGrid;
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namespace Opm
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{
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class IncompPropertiesInterface;
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class LinearSolverInterface;
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namespace parameter { class ParameterGroup; }
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/// Implements an implicit transport solver for incompressible two-phase flow,
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/// using automatic differentiation.
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class TransportSolverTwophaseAd : public TransportSolverTwophaseInterface
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{
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public:
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/// Construct solver.
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/// \param[in] grid A 2d or 3d grid.
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/// \param[in] props Rock and fluid properties.
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/// \param[in] linsolver Linear solver for Newton-Raphson scheme.
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/// \param[in] param Parameters for the solver.
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TransportSolverTwophaseAd(const UnstructuredGrid& grid,
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const IncompPropertiesInterface& props,
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const LinearSolverInterface& linsolver,
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const parameter::ParameterGroup& param);
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// Virtual destructor.
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virtual ~TransportSolverTwophaseAd();
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/// Solve for saturation at next timestep.
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/// Note that this only performs advection by total velocity, and
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/// no gravity segregation.
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/// \param[in] porevolume Array of pore volumes.
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/// \param[in] source Transport source term. For interpretation see Opm::computeTransportSource().
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/// \param[in] dt Time step.
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/// \param[in, out] state Reservoir state. Calling solve() will read state.faceflux() and
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/// read and write state.saturation().
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virtual void solve(const double* porevolume,
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const double* source,
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const double dt,
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TwophaseState& state);
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private:
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typedef AutoDiff::ForwardBlock<double> ADB;
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typedef ADB::V V;
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typedef ADB::M M;
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private:
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const UnstructuredGrid& grid_;
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const IncompPropertiesInterface& props_;
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const LinearSolverInterface& linsolver_;
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const HelperOps ops_;
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double tol_;
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int maxit_;
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std::vector<int> allcells_;
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#if 0
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const double* visc_;
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std::vector<double> smin_;
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std::vector<double> smax_;
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const double* darcyflux_; // one flux per grid face
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const double* porevolume_; // one volume per cell
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const double* source_; // one source per cell
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double dt_;
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std::vector<double> saturation_; // one per cell, only water saturation!
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std::vector<double> fractionalflow_; // = m[0]/(m[0] + m[1]) per cell
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std::vector<int> reorder_iterations_;
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//std::vector<double> reorder_fval_;
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// For gravity segregation.
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std::vector<double> gravflux_;
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std::vector<double> mob_;
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std::vector<double> s0_;
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std::vector<std::vector<int> > columns_;
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// Storing the upwind and downwind graphs for experiments.
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std::vector<int> ia_upw_;
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std::vector<int> ja_upw_;
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std::vector<int> ia_downw_;
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std::vector<int> ja_downw_;
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struct Residual;
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double fracFlow(double s, int cell) const;
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struct GravityResidual;
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void mobility(double s, int cell, double* mob) const;
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#endif
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};
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} // namespace Opm
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#endif // OPM_TRANSPORTSOLVERTWOPHASEAD_HEADER_INCLUDED
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