Esempio n. 1
0
        public static void TestCase()
        {
            StringReferenceList  refList = new StringReferenceList("Yes", "No");
            DiscreteMassFunction m1      = new DiscreteMassFunction();

            m1.AddMass(new DiscreteElement(2, 1), 0.1);
            m1.AddMass(new DiscreteElement(2, 2), 0.3);
            m1.AddMass(new DiscreteElement(2, 3), 0.6);
            m1.AddMass(new DiscreteElement(2, 3), 0.4);

            Console.WriteLine("\n\n" +
                              "+--------------------------------------------------------------------+\n" +
                              "|                      DiscreteMassFunction Tests                    |\n" +
                              "+--------------------------------------------------------------------+"
                              );
            Console.WriteLine(refList);
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine(m1);
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Removing 0.4 to the total ignorance.");
            m1.RemoveMass(DiscreteElement.GetCompleteElement(2), 0.4);
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");
            DiscreteElement yes    = new DiscreteElement(2, 1);
            DiscreteElement no     = new DiscreteElement(2, 2);
            DiscreteElement yesUNo = new DiscreteElement(2, 3);

            Console.WriteLine("Belief tests:");
            Console.WriteLine("bel({0}) = {1} (should be 0.1)", yes, m1.Bel(yes));
            Console.WriteLine("bel({0}) = {1} (should be 0.3)", no, m1.Bel(no));
            Console.WriteLine("bel({0}) = {1} (should be 1.0)", yesUNo, m1.Bel(yesUNo));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("BetP tests:");
            Console.WriteLine("BetP({0}) = {1} (should be 0.4)", yes, m1.BetP(yes));
            Console.WriteLine("BetP({0}) = {1} (should be 0.6)", no, m1.BetP(no));
            Console.WriteLine("BetP({0}) = {1} (should be 1.0)", yesUNo, m1.BetP(yesUNo));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Plausibility tests:");
            Console.WriteLine("pl({0}) = {1} (should be 0.7)", yes, m1.Pl(yes));
            Console.WriteLine("pl({0}) = {1} (should be 0.9)", no, m1.Pl(no));
            Console.WriteLine("pl({0}) = {1} (should be 1.0)", yesUNo, m1.Pl(yesUNo));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Commonality tests:");
            Console.WriteLine("q({0}) = {1} (should be 0.7)", yes, m1.Q(yes));
            Console.WriteLine("q({0}) = {1} (should be 0.9)", no, m1.Q(no));
            Console.WriteLine("q({0}) = {1} (should be 0.6)", yesUNo, m1.Q(yesUNo));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Conditioning test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("Conditioning by {0}...", yes.ToString(refList));
            m1 = m1.Conditioning(yes);
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Conditioning test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("Conditioning by {0}...", no.ToString(refList));
            m1 = m1.Conditioning(no);
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.1);
            m1.AddMass(new DiscreteElement(2, 2), 0.3);
            m1.AddMass(new DiscreteElement(2, 3), 0.6);

            Console.WriteLine("Conditioning test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("Conditioning by {0}...", no.ToString(refList));
            m1 = m1.Conditioning(no);
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Conditioning test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("Conditioning by {0}...", yes.ToString(refList));
            m1 = m1.Conditioning(yes);
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.1);
            m1.AddMass(new DiscreteElement(2, 2), 0.3);
            m1.AddMass(new DiscreteElement(2, 3), 0.6);

            Console.WriteLine("Weakening test:");
            Console.WriteLine(m1.ToString(refList));
            m1 = m1.Weakening(0.1);
            Console.WriteLine("Weakened by with alpha = 0.1");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.1);
            m1.AddMass(new DiscreteElement(2, 2), 0.3);
            m1.AddMass(new DiscreteElement(2, 3), 0.6);

            Console.WriteLine("Discounting test:");
            Console.WriteLine(m1.ToString(refList));
            m1 = m1.Discounting(0.1);
            Console.WriteLine("Disounting by with alpha = 0.1");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.0);
            m1.AddMass(new DiscreteElement(2, 2), 0.3);
            m1.AddMass(new DiscreteElement(2, 3), 0.7);

            Console.WriteLine("Cleaning test:");
            Console.WriteLine(m1.ToString(refList));
            m1.Clean();
            Console.WriteLine("After cleaning:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.33);
            m1.AddMass(new DiscreteElement(2, 2), 0.66);
            m1.AddMass(new DiscreteElement(2, 3), 1.01);

            Console.WriteLine("Normalization test");
            Console.WriteLine(m1.ToString(refList));
            m1.Normalise();
            Console.WriteLine("After normalization:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine("----------------------------------------------------------------------");

            m1 = new DiscreteMassFunction();
            m1.AddMass(new DiscreteElement(2, 1), 0.2);
            m1.AddMass(new DiscreteElement(2, 2), 0.2);
            m1.AddMass(new DiscreteElement(2, 3), 0.6);

            DiscreteMassFunction m2 = new DiscreteMassFunction();

            m2.AddMass(new DiscreteElement(2, 1), 0.2);
            m2.AddMass(new DiscreteElement(2, 2), 0.6);
            m2.AddMass(new DiscreteElement(2, 3), 0.2);

            Console.WriteLine("Smets combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationSmets(m2));
            Console.WriteLine("----------------------------------------------------------------------");

            DiscreteMassFunction m3 = new DiscreteMassFunction();

            m3.AddMass(new DiscreteElement(2, 1), 0.8);
            m3.AddMass(new DiscreteElement(2, 2), 0.2);

            Console.WriteLine("Smets combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationSmets(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Dempster combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDempster(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Dempster combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDempster(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Disjunctive combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDisjunctive(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Disjunctive combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDisjunctive(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Yager combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationYager(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Yager combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationYager(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Average combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationAverage(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Average combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationAverage(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Murphy combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationMurphy(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Murphy combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationMurphy(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Chen combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationChen(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Chen combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationChen(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("GetTreeOfFocals test with previous mass functions:");
            List <List <DiscreteElement> > tree = DiscreteMassFunction.GetTreeOfFocals(m1, m2);

            foreach (List <DiscreteElement> list in tree)
            {
                Console.Write("< ");
                foreach (DiscreteElement e in list)
                {
                    Console.Write("{0} ", e);
                }
                Console.Write(">\n");
            }
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("DuboisPrade combination test:");
            Console.WriteLine("m1: {0}\nm2: {1}", m1, m2);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDuboisPrade(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("GetTreeOfFocals test with previous mass functions:");
            tree = DiscreteMassFunction.GetTreeOfFocals(m1, m2, m3);
            foreach (List <DiscreteElement> list in tree)
            {
                Console.Write("< ");
                foreach (DiscreteElement e in list)
                {
                    Console.Write("{0} ", e);
                }
                Console.Write(">\n");
            }
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("DuboisPrade combination test:");
            Console.WriteLine("Adding a mass function: {0}", m3);
            Console.WriteLine("Combination:\n{0}", m1.CombinationDuboisPrade(m2, m3));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Distance trivial test:\n{0}", m1);
            Console.WriteLine("Distance with itself: {0}", m1.Distance(m1));
            Console.WriteLine("----------------------------------------------------------------------");
            DiscreteMassFunction trivial1 = new DiscreteMassFunction();

            trivial1.AddMass(new DiscreteElement(3, 0), 1);
            DiscreteMassFunction trivial2 = new DiscreteMassFunction();

            trivial2.AddMass(new DiscreteElement(3, 7), 1);
            Console.WriteLine("Distance trivial test 2:\n{0}\nand {1}", trivial1, trivial2);
            Console.WriteLine("Distance between both: {0}", trivial1.Distance(trivial2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Distance test:\n{0}\n{1}", m1, m2);
            Console.WriteLine("Distance between both: {0}", m1.Distance(m2));
            Console.WriteLine("----------------------------------------------------------------------");
            Console.WriteLine("Distance test:\n{0}\n{1}", m1, m2);
            Console.WriteLine("Distance between both + m1: {0}", m1.Distance(m1, m2));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("Auto-conflict test:\n{0}", m1);
            Console.WriteLine("Auto-conflict:\nDegree 1: {0}", m1.AutoConflict(1));
            Console.WriteLine("Degree 2: {0}", m1.AutoConflict(2));
            Console.WriteLine("Degree 3: {0}", m1.AutoConflict(3));
            Console.WriteLine("Degree 4: {0}", m1.AutoConflict(4));
            Console.WriteLine("Degree 5: {0}", m1.AutoConflict(5));
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("GetMax test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine();
            List <FocalElement <DiscreteElement> > max;

            max = m1.GetMax(m1.M, 1);
            Console.WriteLine("Max of m(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.M, 2);
            Console.WriteLine("Max of m(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Bel, 1);
            Console.WriteLine("Max of bel(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Bel, 2);
            Console.WriteLine("Max of bel(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.BetP, 1);
            Console.WriteLine("Max of BetP(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.BetP, 2);
            Console.WriteLine("Max of BetP(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Pl, 1);
            Console.WriteLine("Max of pl(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Pl, 2);
            Console.WriteLine("Max of pl(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Q, 1);
            Console.WriteLine("Max of q(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            max = m1.GetMax(m1.Q, 2);
            Console.WriteLine("Max of q(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in max)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine("----------------------------------------------------------------------");

            Console.WriteLine("GetMin test:");
            Console.WriteLine(m1.ToString(refList));
            Console.WriteLine();
            List <FocalElement <DiscreteElement> > min;

            min = m1.GetMin(m1.M, 1);
            Console.WriteLine("Min of m(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.M, 2);
            Console.WriteLine("Min of m(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Bel, 1);
            Console.WriteLine("Min of bel(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Bel, 2);
            Console.WriteLine("Min of bel(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.BetP, 1);
            Console.WriteLine("Min of BetP(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.BetP, 2);
            Console.WriteLine("Min of BetP(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Pl, 1);
            Console.WriteLine("Min of pl(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Pl, 2);
            Console.WriteLine("Min of pl(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Q, 1);
            Console.WriteLine("Min of q(), maxCard = 1:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine();

            min = m1.GetMin(m1.Q, 2);
            Console.WriteLine("Min of q(), maxCard = 2:");
            foreach (FocalElement <DiscreteElement> fe in min)
            {
                Console.WriteLine("Element: {0}, Value: {1}", fe.Element.ToString(refList), fe.Value);
            }
            Console.WriteLine("----------------------------------------------------------------------");
        }
        //------------------------------------------------------------------------------------------------

        /// <summary>
        /// Builds a new discrete mass function based on the received measure and the current model. If
        /// measure == null, it means that no measure has been received. The effect of options (temporisation,
        /// variation) are applied here.
        /// </summary>
        /// <param name="measure">The sensor measure received.</param>
        /// <returns>Returns a new discrete mass function based on the current model and the received
        /// measurement (and if options are applied also previous measurements).</returns>
        public DiscreteMassFunction GetEvidence(double?measure)
        {
            // ----
            //If variation applies:
            // ----
            double?newMeasure     = 0;
            int    variationIndex = -1;

            for (int i = 0; i < Options.Count; i++)
            {
                if (Options[i].Flag == DiscreteSensorOption.Option_Flags.OP_VARIATION)
                {
                    variationIndex = i;
                }
            }
            if (variationIndex != -1)
            {
                double sum        = 0;
                int    nbMeasures = 0;
                for (int i = 0; i < Options[i].Param; i++)
                {
                    if (Options[i].Data[i].Measure != null)
                    {
                        sum += measure.Value - Options[i].Data[i].Measure.Value;
                        nbMeasures++;
                    }
                }
                if (nbMeasures != 0)
                {
                    newMeasure = sum / nbMeasures;
                }
                else
                {
                    newMeasure = null;
                }
                Options[variationIndex].AddMeasure(measure);
            }
            else
            {
                newMeasure = measure;
            }
            // ---- /Variations ----

            //Get evidence from the model:
            DiscreteMassFunction evidence = _model.GetEvidence(newMeasure);

            // ----
            //Apply temporization if needed:
            // ----
            int tempo = -1;

            for (int i = 0; i < Options.Count; i++)
            {
                if (Options[i].Flag == DiscreteSensorOption.Option_Flags.OP_TEMPO_FUSION)
                {
                    tempo = i;
                }
            }
            // ----
            //Apply tempo fusion:
            // ----
            if (tempo != -1)
            {
                long newTime = _watch.ElapsedMilliseconds;
                //First measure:
                if (Options[tempo].PreviousTime == -1)
                {
                    Options[tempo].UpdatePreviousTime(newTime);
                    Options[tempo].PreviousMassFunction.Clear();
                    foreach (FocalElement <DiscreteElement> e in evidence)
                    {
                        Options[tempo].PreviousMassFunction.AddMass(e);
                    }
                }
                else
                {
                    //Not first measure:
                    long elapsedTime = newTime - Options[tempo].PreviousTime;
                    if (newMeasure != null)
                    {
                        if (!(elapsedTime >= Options[tempo].Param))
                        {
                            DiscreteMassFunction discounted = Options[tempo].PreviousMassFunction.Discounting((double)elapsedTime / Options[tempo].Param);
                            evidence = discounted.CombinationDuboisPrade(evidence);
                        }
                        Options[tempo].UpdatePreviousTime(newTime);
                        Options[tempo].PreviousMassFunction.Clear();
                        foreach (FocalElement <DiscreteElement> e in evidence)
                        {
                            Options[tempo].PreviousMassFunction.AddMass(e);
                        }
                    }
                    else
                    {
                        if (elapsedTime >= Options[tempo].Param)
                        {
                            evidence = DiscreteMassFunction.GetVacuousMassFunction(_model.ElementSize);
                        }
                        else
                        {
                            evidence = Options[tempo].PreviousMassFunction.Discounting((double)elapsedTime / Options[tempo].Param);
                        }
                    }
                }
                // --- /TempoFusion ----
            }
            else
            {
                for (int i = 0; i < Options.Count; i++)
                {
                    if (Options[i].Flag == DiscreteSensorOption.Option_Flags.OP_TEMPO_SPECIFICITY)
                    {
                        tempo = i;
                    }
                }
                // ----
                //Apply tempo specificity:
                // ----
                if (tempo != -1)
                {
                    long newTime = _watch.ElapsedMilliseconds;
                    //First measure:
                    if (Options[tempo].PreviousTime == -1)
                    {
                        Options[tempo].UpdatePreviousTime(newTime);
                        Options[tempo].PreviousMassFunction.Clear();
                        foreach (FocalElement <DiscreteElement> e in evidence)
                        {
                            Options[tempo].PreviousMassFunction.AddMass(e);
                        }
                    }
                    else
                    {
                        //Not first measure:
                        long elapsedTime = newTime - Options[tempo].PreviousTime;
                        if (newMeasure == null)
                        {
                            if (elapsedTime >= Options[tempo].Param)
                            {
                                evidence = DiscreteMassFunction.GetVacuousMassFunction(_model.ElementSize);
                            }
                            else
                            {
                                evidence = Options[tempo].PreviousMassFunction.Discounting((double)elapsedTime / Options[tempo].Param);
                            }
                        }
                        else
                        {
                            if (elapsedTime >= Options[tempo].Param)
                            {
                                Options[tempo].UpdatePreviousTime(newTime);
                                // ----
                                Options[tempo].PreviousMassFunction.Clear();
                                foreach (FocalElement <DiscreteElement> e in evidence)
                                {
                                    Options[tempo].PreviousMassFunction.AddMass(e);
                                }
                            }
                            else
                            {
                                DiscreteMassFunction discounted = Options[tempo].PreviousMassFunction.Discounting((double)elapsedTime / Options[tempo].Param);
                                if (discounted.Specificity > evidence.Specificity)
                                {
                                    evidence = discounted;
                                }
                                else
                                {
                                    Options[tempo].UpdatePreviousTime(newTime);
                                    // ----
                                    Options[tempo].PreviousMassFunction.Clear();
                                    foreach (FocalElement <DiscreteElement> e in evidence)
                                    {
                                        Options[tempo].PreviousMassFunction.AddMass(e);
                                    }
                                }
                            }
                        }
                    }
                }
                // ---- /TempoSpec ----
            }
            return(evidence);
        }