Kalman filter (candles)(mtf)

Author: © mladen, 2019
Miscellaneous
It issuies visual alerts to the screen
0 Views
0 Downloads
0 Favorites
Kalman filter (candles)(mtf)
ÿþ//------------------------------------------------------------------

#property copyright "© mladen, 2019"

#property link      "mladenfx@gmail.com"

//------------------------------------------------------------------

#property indicator_chart_window

#property indicator_buffers 8

#property indicator_plots   2

#property indicator_label1  "Kalman filter candles"

#property indicator_type1   DRAW_COLOR_CANDLES

#property indicator_color1  clrDarkGray,clrTurquoise,clrOrange

#property indicator_label2  "Kalman filter"

#property indicator_type2   DRAW_COLOR_LINE

#property indicator_color2  clrDarkGray,clrTurquoise,clrOrange

#property indicator_width2  2



//

//---

//



enum enTimeFrames

{

   tf_cu  = PERIOD_CURRENT, // Current time frame

   tf_m1  = PERIOD_M1,      // 1 minute

   tf_m2  = PERIOD_M2,      // 2 minutes

   tf_m3  = PERIOD_M3,      // 3 minutes

   tf_m4  = PERIOD_M4,      // 4 minutes

   tf_m5  = PERIOD_M5,      // 5 minutes

   tf_m6  = PERIOD_M6,      // 6 minutes

   tf_m10 = PERIOD_M10,     // 10 minutes

   tf_m12 = PERIOD_M12,     // 12 minutes

   tf_m15 = PERIOD_M15,     // 15 minutes

   tf_m20 = PERIOD_M20,     // 20 minutes

   tf_m30 = PERIOD_M30,     // 30 minutes

   tf_h1  = PERIOD_H1,      // 1 hour

   tf_h2  = PERIOD_H2,      // 2 hours

   tf_h3  = PERIOD_H3,      // 3 hours

   tf_h4  = PERIOD_H4,      // 4 hours

   tf_h6  = PERIOD_H6,      // 6 hours

   tf_h8  = PERIOD_H8,      // 8 hours

   tf_h12 = PERIOD_H12,     // 12 hours

   tf_d1  = PERIOD_D1,      // daily

   tf_w1  = PERIOD_W1,      // weekly

   tf_mn  = PERIOD_MN1,     // monthly

   tf_cp1 = -1,             // Next higher time frame

   tf_cp2 = -2,             // Second higher time frame

   tf_cp3 = -3              // Third higher time frame

};

input enTimeFrames       inpTimeFrame = tf_cu;       // Time frame

input double             inpPeriod    = 1;           // Period/smoothing ratio

input ENUM_APPLIED_PRICE inpPrice     = PRICE_CLOSE; // Price

enum enIterpolate

{

   interolate_yes=(int)true, // Interpolate data when in multi time frame

   interolate_no =(int)false // Do not interpolate data when in multi time frame

};

input enIterpolate inpInterpolate = interolate_yes; // Interpolation



//

//--- indicator buffers

//



double val[],valc[],count[],cano[],canh[],canl[],canc[],cancl[];

ENUM_TIMEFRAMES _indicatorTimeFrame; string _indicatorName; int  _indicatorMtfHandle; 

#define _mtfCall iCustom(_Symbol,_indicatorTimeFrame,_indicatorName,0,inpPeriod,inpPrice)



//------------------------------------------------------------------

// Custom indicator initialization function

//------------------------------------------------------------------ 

//

//

//



int OnInit()

{

   //

   //--- indicator buffers mapping

   //

      SetIndexBuffer(0,cano ,INDICATOR_DATA);

      SetIndexBuffer(1,canh ,INDICATOR_DATA);

      SetIndexBuffer(2,canl ,INDICATOR_DATA);

      SetIndexBuffer(3,canc ,INDICATOR_DATA);

      SetIndexBuffer(4,cancl,INDICATOR_COLOR_INDEX);

      SetIndexBuffer(5,val  ,INDICATOR_DATA);

      SetIndexBuffer(6,valc ,INDICATOR_COLOR_INDEX);

      SetIndexBuffer(7,count,INDICATOR_CALCULATIONS);

            _indicatorTimeFrame  = MathMax(_Period,timeFrameGet(inpTimeFrame)); 

            if (_indicatorTimeFrame != _Period) 

               {

                  _indicatorName = getIndicatorName(); 

                  _indicatorMtfHandle = _mtfCall; if (!_checkHandle(_indicatorMtfHandle,"Target time frame instance")) return(INIT_FAILED); 

               }

            else iKalmanFilter.init(inpPeriod);

   //      

   //--- indicator short name assignment

   //

   IndicatorSetString(INDICATOR_SHORTNAME,"Kalman filter ("+(string)inpPeriod+")");

   return (INIT_SUCCEEDED);

}

void OnDeinit(const int reason) { }



//------------------------------------------------------------------

// Custom indicator iteration function

//------------------------------------------------------------------

//

//---

//



#define _setPrice(_priceType,_where,_index) { \

   switch(_priceType) \

   { \

      case PRICE_CLOSE:    _where = close[_index];                                              break; \

      case PRICE_OPEN:     _where = open[_index];                                               break; \

      case PRICE_HIGH:     _where = high[_index];                                               break; \

      case PRICE_LOW:      _where = low[_index];                                                break; \

      case PRICE_MEDIAN:   _where = (high[_index]+low[_index])/2.0;                             break; \

      case PRICE_TYPICAL:  _where = (high[_index]+low[_index]+close[_index])/3.0;               break; \

      case PRICE_WEIGHTED: _where = (high[_index]+low[_index]+close[_index]+close[_index])/4.0; break; \

      default : _where = 0; \

   }}



//

//---

//



int OnCalculate(const int rates_total,const int prev_calculated,const datetime &time[],

                const double &open[],

                const double &high[],

                const double &low[],

                const double &close[],

                const long &tick_volume[],

                const long &volume[],

                const int &spread[])

{

   static int _displayType = -1;

         if (_displayType!=ChartGetInteger(0,CHART_MODE))

         {

             _displayType = (int)ChartGetInteger(0,CHART_MODE);

             if (_displayType==CHART_CANDLES)

                  PlotIndexSetInteger(0,PLOT_DRAW_TYPE,DRAW_COLOR_CANDLES);

             else PlotIndexSetInteger(0,PLOT_DRAW_TYPE,DRAW_COLOR_BARS);

         }

   //

   //---

   //

         if(_indicatorTimeFrame!=_Period)

         {

            double result[1]; if (CopyBuffer(_indicatorMtfHandle,7,0,1,result)<0) result[0] = rates_total;



            //

            //---

            //

      

            #define _mtfRatio (double)PeriodSeconds((ENUM_TIMEFRAMES)_indicatorTimeFrame)/PeriodSeconds(_Period)

            int  n,k,i=MathMin(MathMax(prev_calculated-1,0),MathMax(rates_total-int(result[0]*_mtfRatio)-1,0)),_prevMark=-99; datetime _prevTime;

            for(; i<rates_total && !_StopFlag; i++)

            {

               int _currMark = iBarShift(_Symbol,_indicatorTimeFrame,time[i]); if (_currMark<0) continue;

               if (_currMark!=_prevMark)

               {

                  _prevMark =_currMark;

                  _prevTime = time[i];

                  #define _mtfCopy(_buff,_buffNo) { if(CopyBuffer(_indicatorMtfHandle,_buffNo,_currMark,1,result)<1) break; _buff[i]=result[0]; }

                          _mtfCopy(val ,5);

                          _mtfCopy(valc,6);

               }

               else 

               {

                  #define _mtfCopyValue(_buff) _buff[i] = _buff[i-1]; 

                          _mtfCopyValue(val);

                          _mtfCopyValue(valc);

               }                  

               cancl[i] = valc[i];

               cano[i]  = open[i];

               canh[i]  = high[i];

               canl[i]  = low[i];

               canc[i]  = close[i];

               

               //

               //---

               //



               if(!inpInterpolate) continue;

                  int _nextMark = (i<rates_total-1) ? iBarShift(_Symbol,_indicatorTimeFrame,time[i+1]) : _prevMark+1; if(_nextMark==_prevMark) continue;               

                  for (n=1; (i-n)> 0 && time[i-n] >= _prevTime; n++) continue;

                  for (k=1; (i-k)>=0 && k<n; k++)

                  {

                     #define _mtfInterpolate(_buff) _buff[i-k]=_buff[i]+(_buff[i-n]-_buff[i])*k/n

                             _mtfInterpolate(val);

                  }               

            }

            return(i);

         }

   

   //

   //

   //----------------------------------------

   //

   //

   

   int i= prev_calculated-1; if (i<0) i=0; for (; i<rates_total && !_StopFlag; i++)

   {

      double _price,_velocity; _setPrice(inpPrice,_price,i);

      val[i]   = iKalmanFilter.calculate(_price,_velocity,i,rates_total);

      valc[i]  = (_velocity>0) ?  1 :(_velocity<0) ? 2 : 0;

      cancl[i] = valc[i];

      cano[i]  = open[i];

      canh[i]  = high[i];

      canl[i]  = low[i];

      canc[i]  = close[i];

      

   }

   count[rates_total-1]=MathMax(i-prev_calculated+1,1);

   return(i);

}



//------------------------------------------------------------------

// Custom functions

//------------------------------------------------------------------

//

//---

//



class CKalmanFilter

{

   private :

      double m_period;

      double m_coeff;

      struct sKalmanFilter

      {

         double filter;

         double velocity;

      };

      sKalmanFilter m_array[];

      int           m_arraySize;

      

   public :      

      CKalmanFilter() : m_arraySize(-1) {};

     ~CKalmanFilter()                   {};

     

      //

      //

      //

      

      void init (double period)

      {

         m_coeff  = (period>0 ? period : 1.0)/100.0;

         m_period = MathSqrt(m_coeff);

      }

      double calculate(double value,double& velocity, int i, int bars)

      {

         if (m_arraySize<bars) m_arraySize = ArrayResize(m_array,bars+500);

         

         if (i>0)

         {

            double _distance = value-m_array[i-1].filter;

            double _error    = m_array[i-1].filter+_distance*m_period;

                               m_array[i].velocity = m_array[i-1].velocity+_distance*m_coeff;

                               m_array[i].filter   = _error+m_array[i].velocity;

         }

         else { m_array[i].filter = value; m_array[i].velocity = 0; }

         velocity = m_array[i].velocity; 

             return(m_array[i].filter);

      }

};

CKalmanFilter iKalmanFilter;



//

//---

//



ENUM_TIMEFRAMES _tfsPer[]={PERIOD_M1,PERIOD_M2,PERIOD_M3,PERIOD_M4,PERIOD_M5,PERIOD_M6,PERIOD_M10,PERIOD_M12,PERIOD_M15,PERIOD_M20,PERIOD_M30,PERIOD_H1,PERIOD_H2,PERIOD_H3,PERIOD_H4,PERIOD_H6,PERIOD_H8,PERIOD_H12,PERIOD_D1,PERIOD_W1,PERIOD_MN1};

string          _tfsStr[]={"1 minute","2 minutes","3 minutes","4 minutes","5 minutes","6 minutes","10 minutes","12 minutes","15 minutes","20 minutes","30 minutes","1 hour","2 hours","3 hours","4 hours","6 hours","8 hours","12 hours","daily","weekly","monthly"};



//

//---

//



string timeFrameToString(int period)

{

   if(period==PERIOD_CURRENT)

      period=_Period;

   int i; for(i=0;i<ArraySize(_tfsPer);i++) if(period==_tfsPer[i]) break;

   return(_tfsStr[i]);

}



//

//---

//



ENUM_TIMEFRAMES timeFrameGet(int period)

{

   int _shift = (period<0 ? MathAbs(period) : 0); if (period<=0) period=_Period;

   int i; for(i=0;i<ArraySize(_tfsPer);i++) if(period==_tfsPer[i]) break;

      return(_tfsPer[(int)MathMin(i+_shift,ArraySize(_tfsPer)-1)]);

}



//

//---

//



string getIndicatorName()

{

   string _path=MQL5InfoString(MQL5_PROGRAM_PATH); StringToLower(_path);

   string _partsA[];

   int    _partsN = StringSplit(_path,StringGetCharacter("\\",0),_partsA);

   string name=_partsA[_partsN-1]; for(int n=_partsN-2; n>=0 && _partsA[n]!="indicators"; n--) name=_partsA[n]+"\\"+name;

   return(name);

}



//

//---

//  



bool _checkHandle(int _handle, string _description)

{

   static int  _chandles[];

          int  _size   = ArraySize(_chandles);

          bool _answer = (_handle!=INVALID_HANDLE);

          if  (_answer)

               { ArrayResize(_chandles,_size+1); _chandles[_size]=_handle; }

          else { for (int i=_size-1; i>=0; i--) IndicatorRelease(_chandles[i]); ArrayResize(_chandles,0); Alert(_description+" initialization failed"); }

   return(_answer);

} 



//------------------------------------------------------------------

Comments

Markdown supported. Formatting help

Markdown Formatting Guide

Element Markdown Syntax
Heading # H1
## H2
### H3
Bold **bold text**
Italic *italicized text*
Link [title](https://www.example.com)
Image ![alt text](image.jpg)
Code `code`
Code Block ```
code block
```
Quote > blockquote
Unordered List - Item 1
- Item 2
Ordered List 1. First item
2. Second item
Horizontal Rule ---