コード例 #1
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        //Empty
        public Particle()
        {
            X = 0;
            Y = 0;

            Similarity = 0;
            StepId = -1;
            StepLength = 0;
            CampBias = 0;
            Offspring = 0;
            Weight = 0;
            GpWeight = 0;
            IsRentry = false;

            Id = new[] {1, 0, 0};
            CellIndex = new[] {0, 0};

            Father = null;
            Child = null;
            Left = null;
            Right = null;

            HistoryGridIndex = new Dictionary<int, int[]>();
            HistoryPosition = new Dictionary<int, double[]>();
        }
コード例 #2
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        private void PruneTree()
        {
            //Set virtual pointers.
            Particle workPar1 = HeadPar;

            //Prune the upper branch.
            while (workPar1 != null)
            {
                PruneBranch(workPar1);
                workPar1 = workPar1.Right;
            }

            //find the lower level curpar.
            Particle tmpPar = _iniPar;
            while (tmpPar.Child != null)
            {
                tmpPar = tmpPar.Child;
            }
            HeadPar = tmpPar; //The head par is set here.

            //Connect the lower branch.
            workPar1 = HeadPar;
            int tempNum = 0;
            while (tempNum < (_parNum - 1)) //To be tested.
            {
                while (workPar1.Right != null)
                {
                    workPar1 = workPar1.Right;
                    tempNum++; //Record the shift.
                }
                if (workPar1.Father.Right == null) continue;
                Particle workPar2 = workPar1.Father.Right.Child;
                workPar1.Right = workPar2;
                workPar2.Left = workPar1;
                workPar1 = workPar1.Right;
                tempNum++;
            }
        }
コード例 #3
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        private static void PruneBranch(Particle par)
        {
            //Delete the particle.
            //Prune the resampled branch.
            if (par.Offspring == 0)
            {
                par.Father.Offspring--;

                if (par.Right != null && par.Left != null)
                {
                    if (par.Father.Child == par)
                    {
                        if (par.Right.Id[0] == par.Father.Id[0])
                        {
                            par.Father.Child = par.Right;
                            par.Left.Right = par.Right;
                            par.Right.Left = par.Left;
                        }
                        else
                        {
                            par.Left.Right = par.Right;
                            par.Right.Left = par.Left;
                            par.Father.Child = null;
                        }
                    }
                    else
                    {
                        par.Left.Right = par.Right;
                        par.Right.Left = par.Left;
                    }
                }
                else if (par.Right != null && par.Left == null) //PROBLEM HERE
                {
                    if (par.Right.Id[0] == par.Father.Id[0] || par.Id[1] == 1)
                    {
                        par.Father.Child = par.Right;
                        par.Right.Left = null;
                    }
                    else
                    {
                        par.Right.Left = null;
                        par.Father.Child = null;
                    }
                }
                else if (par.Right == null && par.Left != null)
                {
                    par.Left.Right = null;
                }
            }
            //Recursion
            if (par.Father != null)
            {
                PruneBranch(par.Father);
            }
        }
コード例 #4
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        //For initial
        public Particle(Particle father, int id, double range, double avgSl, double avgCb, double iniX,
            double iniY)
        {
            X = iniX;
            Y = iniY;
            StepId = 0;
            Weight = 0;
            GpWeight = 0;
            Similarity = 0;
            IsRentry = false;
            CellIndex = new int[2];
            HistoryGridIndex = new Dictionary<int, int[]>();
            HistoryPosition = new Dictionary<int, double[]>();

            //Build the tree
            Id = new int[3];
            Id[0] = id;
            Id[1] = 1;

            if (father.Child == null)
            {
                Father = father;
                father.Child = this;
                Left = null;
                Right = null;
                Child = null;
            }
            else
            {
                Father = father;
                Particle tmpPar = Father.Child;
                while (tmpPar.Right != null)
                {
                    tmpPar = tmpPar.Right;
                }
                tmpPar.Right = this;
                Left = tmpPar;
                Child = null;
                Right = null;
                Id[2] = Left.Id[2] + 1;
            }

            Father.Offspring++;
            Offspring = 0;

            //Set the initial position
            var ran = new Random(Guid.NewGuid().GetHashCode());
            double theta = ran.NextDouble()*2*Math.PI;
            double radius;
            do
            {
                radius = Math.Abs(BasicMath.GetGaussianRandom(0, 10)); //@CONTROL
            } while (radius > range);
            X += Math.Cos(theta)*radius;
            Y += Math.Sin(theta)*radius;
            HistoryPosition.Add(StepId, new[] {X, Y});

            //Set the sl and cb
            do
            {
                //Here I set the initial step length as a little bigger value based on the experienment results.
                StepLength = BasicMath.GetGaussianRandom(avgSl*1.25, 5); //@CONTROL
            } while (StepLength < 1*avgSl || StepLength > 1.5*avgSl); //@CONTROL

            CampBias = (ran.NextDouble()*2 - 1)*avgCb; //@CONTROL
        }
コード例 #5
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        /// <summary>
        ///     Initial the particle cloud using the given parameters.
        /// </summary>
        /// <param name="iniRss"></param>
        /// <param name="iniX">Current position X</param>
        /// <param name="iniY">Current position Y</param>
        public void IniCloud(Dictionary<string, double> iniRss, double iniX, double iniY)
        {
            _iniX = iniX;
            _iniY = iniY;
            _iniPar = new Particle();

            for (int i = 1; i <= _parNum; i++)
            {
                _og.RecordParticle(new Particle(_iniPar, i, _iniRange, _preStepLength, _preCampBias, _iniX, _iniY));
            }
            HeadPar = _iniPar.Child;

            _historyRss.Add(HeadPar.StepId, iniRss);
        }
コード例 #6
0
ファイル: ParticleFilter.cs プロジェクト: kyangc/OR-DPSLAM
        //For repopulate.
        public Particle(Particle father)
        {
            //Ini vars.
            StepId = father.StepId;
            IsRentry = false;
            Weight = 0;
            GpWeight = father.GpWeight; //@TEST
            Similarity = 0;
            CellIndex = new int[2];
            HistoryGridIndex = new Dictionary<int, int[]>();
            //Here the map is newly set,that is, there's only 1 gen history path saved in a particle.
            HistoryPosition = new Dictionary<int, double[]>();
            //When we need the former path ,we look up the father particle.

            //Build the particle tree.
            Id = new int[3];
            Id[0] = father.Id[0]; //Father ID
            Id[1] = father.Id[1] + 1; //Gen ID
            if (father.Child == null)
            {
                Father = father;
                father.Child = this;
                Id[2] = 1;
                Left = null;
                Right = null;
                Child = null;
            }
            else
            {
                Father = father;
                Particle tmpPar = father.Child;
                while (tmpPar.Right != null)
                {
                    tmpPar = tmpPar.Right;
                }
                tmpPar.Right = this;
                Left = tmpPar;
                Child = null;
                Right = null;
                Id[2] = Left.Id[2] + 1;
            }
            father.Offspring++;
            Offspring = 0;

            //Set the current position.
            //Attention here: cause this cur-par is a newly created particle at the same position as its father's
            //so here we don't need to save it's current position,we record it's position (by method 'move') from its first step.
            X = father.X;
            Y = father.Y;

            //Reset the step length. Principle: Add a little pertubance to the parent's.
            var ran = new Random(Guid.NewGuid().GetHashCode());
            double sldisturb = (ran.NextDouble()*0.1 - 0.05)*father.StepLength; //@CONTROL
            ran = new Random(Guid.NewGuid().GetHashCode());
            double cbdisturb = (ran.NextDouble()*0.1 - 0.05)*father.CampBias; //@CONTROL
            StepLength = Father.StepLength + sldisturb;
            CampBias = Father.CampBias + cbdisturb;
        }
コード例 #7
0
ファイル: OccupancyGrid.cs プロジェクト: kyangc/OR-DPSLAM
 /// <summary>
 ///     Record the given particle into the cell it in.
 /// </summary>
 /// <param name="par">The given particle.</param>
 public void RecordParticle(Particle par)
 {
     par.HistoryGridIndex.Add(par.StepId, GetCellIndex(par.X, par.Y));
     par.CellIndex = par.HistoryGridIndex[par.StepId];
 }