public void testCrankNicolsonWithDamping() { SavedSettings backup = new SavedSettings(); DayCounter dc = new Actual360(); Date today = Date.Today; SimpleQuote spot = new SimpleQuote(100.0); YieldTermStructure qTS = Utilities.flatRate(today, 0.06, dc); YieldTermStructure rTS = Utilities.flatRate(today, 0.06, dc); BlackVolTermStructure volTS = Utilities.flatVol(today, 0.35, dc); StrikedTypePayoff payoff = new CashOrNothingPayoff(Option.Type.Put, 100, 10.0); double maturity = 0.75; Date exDate = today + Convert.ToInt32(maturity * 360 + 0.5); Exercise exercise = new EuropeanExercise(exDate); BlackScholesMertonProcess process = new BlackScholesMertonProcess(new Handle <Quote>(spot), new Handle <YieldTermStructure>(qTS), new Handle <YieldTermStructure>(rTS), new Handle <BlackVolTermStructure>(volTS)); IPricingEngine engine = new AnalyticEuropeanEngine(process); VanillaOption opt = new VanillaOption(payoff, exercise); opt.setPricingEngine(engine); double expectedPV = opt.NPV(); double expectedGamma = opt.gamma(); // fd pricing using implicit damping steps and Crank Nicolson int csSteps = 25, dampingSteps = 3, xGrid = 400; List <int> dim = new InitializedList <int>(1, xGrid); FdmLinearOpLayout layout = new FdmLinearOpLayout(dim); Fdm1dMesher equityMesher = new FdmBlackScholesMesher( dim[0], process, maturity, payoff.strike(), null, null, 0.0001, 1.5, new Pair <double?, double?>(payoff.strike(), 0.01)); FdmMesher mesher = new FdmMesherComposite(equityMesher); FdmBlackScholesOp map = new FdmBlackScholesOp(mesher, process, payoff.strike()); FdmInnerValueCalculator calculator = new FdmLogInnerValue(payoff, mesher, 0); object rhs = new Vector(layout.size()); Vector x = new Vector(layout.size()); FdmLinearOpIterator endIter = layout.end(); for (FdmLinearOpIterator iter = layout.begin(); iter != endIter; ++iter) { (rhs as Vector)[iter.index()] = calculator.avgInnerValue(iter, maturity); x[iter.index()] = mesher.location(iter, 0); } FdmBackwardSolver solver = new FdmBackwardSolver(map, new FdmBoundaryConditionSet(), new FdmStepConditionComposite(), new FdmSchemeDesc().Douglas()); solver.rollback(ref rhs, maturity, 0.0, csSteps, dampingSteps); MonotonicCubicNaturalSpline spline = new MonotonicCubicNaturalSpline(x, x.Count, rhs as Vector); double s = spot.value(); double calculatedPV = spline.value(Math.Log(s)); double calculatedGamma = (spline.secondDerivative(Math.Log(s)) - spline.derivative(Math.Log(s))) / (s * s); double relTol = 2e-3; if (Math.Abs(calculatedPV - expectedPV) > relTol * expectedPV) { QAssert.Fail("Error calculating the PV of the digital option" + "\n rel. tolerance: " + relTol + "\n expected: " + expectedPV + "\n calculated: " + calculatedPV); } if (Math.Abs(calculatedGamma - expectedGamma) > relTol * expectedGamma) { QAssert.Fail("Error calculating the Gamma of the digital option" + "\n rel. tolerance: " + relTol + "\n expected: " + expectedGamma + "\n calculated: " + calculatedGamma); } }
static void Main(string[] args) { const int xSteps = 100; const int tSteps = 25; const int dampingSteps = 0; Date today = new Date(15, Month.January, 2020); Settings.instance().setEvaluationDate(today); DayCounter dc = new Actual365Fixed(); YieldTermStructureHandle rTS = new YieldTermStructureHandle( new FlatForward(today, 0.06, dc)); YieldTermStructureHandle qTS = new YieldTermStructureHandle( new FlatForward(today, 0.02, dc)); const double strike = 110.0; StrikedTypePayoff payoff = new PlainVanillaPayoff(Option.Type.Put, strike); Date maturityDate = today.Add(new Period(1, TimeUnit.Years)); double maturity = dc.yearFraction(today, maturityDate); Exercise exercise = new AmericanExercise(today, maturityDate); Instrument vanillaOption = new VanillaOption(payoff, exercise); QuoteHandle spot = new QuoteHandle(new SimpleQuote(100.0)); BlackVolTermStructureHandle volatility = new BlackVolTermStructureHandle( new BlackConstantVol(today, new TARGET(), 0.20, dc)); BlackScholesMertonProcess process = new BlackScholesMertonProcess(spot, qTS, rTS, volatility); vanillaOption.setPricingEngine(new FdBlackScholesVanillaEngine( process, tSteps, xSteps, dampingSteps)); double expected = vanillaOption.NPV(); // build an PDE engine from scratch Fdm1dMesher equityMesher = new FdmBlackScholesMesher( xSteps, process, maturity, strike, nullDouble(), nullDouble(), 0.0001, 1.5, new DoublePair(strike, 0.1)); FdmMesherComposite mesher = new FdmMesherComposite(equityMesher); FdmLinearOpComposite op = new FdmBlackScholesOp(mesher, process, strike); FdmInnerValueCalculator calc = new FdmLogInnerValue(payoff, mesher, 0); QlArray x = new QlArray(equityMesher.size()); QlArray rhs = new QlArray(equityMesher.size()); FdmLinearOpIterator iter = mesher.layout().begin(); for (uint i = 0; i < rhs.size(); ++i, iter.increment()) { x.set(i, mesher.location(iter, 0)); rhs.set(i, calc.avgInnerValue(iter, maturity)); } FdmBoundaryConditionSet bcSet = new FdmBoundaryConditionSet(); FdmStepConditionComposite stepCondition = FdmStepConditionComposite.vanillaComposite( new DividendSchedule(), exercise, mesher, calc, today, dc); FdmLinearOpComposite proxyOp = new FdmLinearOpCompositeProxy( new FdmBSDelegate(op)); FdmBackwardSolver solver = new FdmBackwardSolver( proxyOp, bcSet, stepCondition, FdmSchemeDesc.Douglas()); solver.rollback(rhs, maturity, 0.0, tSteps, dampingSteps); double logS = Math.Log(spot.value()); double calculated = new CubicNaturalSpline(x, rhs).call(logS); Console.WriteLine("Homebrew PDE engine : {0:0.0000}", calculated); Console.WriteLine("FdBlackScholesVanillaEngine: {0:0.0000}", expected); }