Esempio n. 1
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        public void TestInitializeEnsembleFromPrmFile()
        {
            string ParameterFile           = "SmallDiverseModel.prm";
            int    NumberOfEnsembleMembers = 10;


            string          paramsFileFullPath = TestDataFolder + "\\" + ParameterFile;
            EnsembleHandler EnsMods            = new EnsembleHandler();

            EnsMods.InitializeFromFile(paramsFileFullPath, NumberOfEnsembleMembers);
            EnsembleStatistics ensstats = new EnsembleStatistics();

            ensstats.SetStats(true, false, true, true, false);
            EnsMods.AddOutputVariable(DtuSmModels.SmOutput.OutputType.GlobalVolumen, ensstats, "");
            EnsMods.AddOutputVariable(DtuSmModels.SmOutput.OutputType.nodeVolume, ensstats, "SM3");

            double[] rainfall = new double[1200];
            rainfall[5] = 5; //5 mm of rainfall in one minute.

            IEnsembleNoise noise = new TemporallyCorrelatedNoise(NumberOfEnsembleMembers, 0.8, 60 * 10, 60, 3);

            EnsMods.AddNoiseOnRain(noise);

            EnsMods.SetRainDataForAllCatchments(rainfall);
            EnsMods.runForOneMinuteRainInput();
            EnsMods.SetRainDataForAllCatchments(rainfall);
            EnsMods.runForOneMinuteRainInput();
            var data1 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[0].data.ToArray();
            var data2 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[1].data.ToArray();
            var data3 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[2].data.ToArray();
        }
Esempio n. 2
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        public void TestRunAndUpdate1()
        {
            string ParameterFile           = "SmallDiverseModel.prm";
            int    NumberOfEnsembleMembers = 10;


            string          paramsFileFullPath = TestDataFolder + "\\" + ParameterFile;
            EnsembleHandler EnsMods            = new EnsembleHandler();

            EnsMods.InitializeFromFile(paramsFileFullPath, NumberOfEnsembleMembers);
            EnsembleStatistics ensstats = new EnsembleStatistics();

            ensstats.SetStats(true, false, true, true, false);
            //EnsMods.AddOutputVariable(DtuSmModels.SmOutput.outputType.GlobalVolumen, ensstats, "");
            EnsMods.Mat_AddOutputVariable(DtuSmModels.SmOutput.OutputType.outletFlowTimeSeries, "outlet1", true, true, true, true, false);
            EnsMods.Mat_AddOutputVariableLinkFlow("SM3", "SM4", "myPipe", true, true, true, true, false);


            EnsMods.AddDA_variable(DtuSmModels.SmOutput.OutputType.outletFlowTimeSeries, "outlet1", "", "", "");


            double[] rainfall = new double[1200];
            rainfall[5] = 5; //5 mm of rainfall in one minute.

            IEnsembleNoise noise = new TemporallyCorrelatedNoise(NumberOfEnsembleMembers, 0.8, 60 * 10, 60, 3);

            EnsMods.AddNoiseOnRain(noise);
            double affald = 0.7;

            Double[] obs = { affald };
            Double[,] obsVar = { { 0.1 } };
            for (int i = 0; i < rainfall.Length / 5; i++)
            {//update every fifth time step.
                EnsMods.SetRainDataForAllCatchments(rainfall.Skip(i * 5).Take(5).ToArray());
                EnsMods.runForOneMinuteRainInput();
                EnsMods.UpdateToObs(obs, obsVar, 1, 1);
            }



            EnsMods.SetRainDataForAllCatchments(rainfall);
            EnsMods.runForOneMinuteRainInput();
            var data1 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[0].data.ToArray();
            var data2 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[1].data.ToArray();
            var data3 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[2].data.ToArray();
        }
Esempio n. 3
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        public void TestKalmanUpdateOfParameters()
        {
            //string ParameterFile = "SmallDiverseModel.prm";

            string ParameterFile           = "SmallLinResModel.prm";
            int    NumberOfEnsembleMembers = 4;
            double initialStdOfParams      = 0.2;                                                     //relative.
            double varianceScaling         = Math.Sqrt(12 * initialStdOfParams * initialStdOfParams); //since I use a uniform distribution


            string          paramsFileFullPath = TestDataFolder + "\\" + ParameterFile;
            EnsembleHandler EnsMods            = new EnsembleHandler();

            EnsMods.InitializeFromFile(paramsFileFullPath, NumberOfEnsembleMembers);
            EnsembleStatistics ensstats = new EnsembleStatistics();

            ensstats.SetStats(true, false, true, true, false);
            //EnsMods.AddOutputVariable(DtuSmModels.SmOutput.outputType.GlobalVolumen, ensstats, "");
            EnsMods.Mat_AddOutputVariable(DtuSmModels.SmOutput.OutputType.outletFlowTimeSeries, "outlet1", true, true, true, true, false);


            EnsMods.AddDA_variable(DtuSmModels.SmOutput.OutputType.outletFlowTimeSeries, "outlet1", "", "", "");

            Random rand = new Random();

            for (int i = 0; i < NumberOfEnsembleMembers; i++)
            {
                double[] prm = EnsMods.models[i].getParameters();
                for (int j = 0; j < prm.Length; j++)
                {
                    prm[j] = prm[j] * (1 + (rand.NextDouble() - 0.5) * varianceScaling);
                }
                EnsMods.models[i].setParameter(prm);
            }
            EnsMods.Mat_SetParameterDaMethod("TolDEnKF", 0, 0, 0);


            double[] rainfall = new double[1200];
            rainfall[5] = 5; //5 mm of rainfall in one minute.

            IEnsembleNoise noise = new TemporallyCorrelatedNoise(NumberOfEnsembleMembers, 0.8, 60 * 10, 60, 3);

            EnsMods.AddNoiseOnRain(noise);

            Double[] obs = { 0.7 };
            Double[,] obsVar = { { 0.1 } };
            for (int i = 0; i < rainfall.Length / 5; i++)
            {//update every fifth time step.
                EnsMods.SetRainDataForAllCatchments(rainfall.Skip(i * 5).Take(5).ToArray());
                EnsMods.runForOneMinuteRainInput();
                EnsMods.updateParamsFromObs(obs, obsVar, 1.001, 0.01);
                EnsMods.UpdateToObs(obs, obsVar, 1, 1);
            }



            EnsMods.SetRainDataForAllCatchments(rainfall);
            EnsMods.runForOneMinuteRainInput();
            var data1 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[0].data.ToArray();
            var data2 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[1].data.ToArray();
            var data3 = EnsMods.outputCollection.hydraulicOutput[0].dataSeries[2].data.ToArray();
        }