EMA/ADX/VOL - 크립토 킬러


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EMA/ADX/VOL - 크립토 킬러

EMA 평행선 시스템을 사용하여 트렌드 방향을 판단하고, ADX 지표는 트렌드 강점을 판단하고, 거래량 필터링과 결합한 입찰을 위한 양적 거래 전략

원칙

이 전략은 우선 5개의 다른 주기의 EMA 평균선을 사용하여 가격 경향 방향을 판단합니다. 5개의 EMA 평균선이 모두 상승했을 때 다목 트렌드 형성으로 판단하고, 5개의 EMA 평균선이 모두 떨어졌을 때 공중 트렌드 형성으로 판단합니다.

그리고 ADX 지표를 사용하여 트렌드의 강점을 판단합니다. DI+ 라인이 DI- 라인보다 높고 ADX 값이 설정된 임계치를 초과할 때 강력한 다중 거래로 판단하고, DI- 라인이 DI+ 라인보다 높고 ADX 값이 설정된 임계치를 초과할 때 공허 거래로 판단합니다.

동시에 거래량 돌파구를 활용하여 추가 확인이 이루어지며, 현재 K 라인 거래량이 일정 주기 평균의 배수보다 크기를 요구하여 낮은 양의 위치에서 잘못된 입장을 피한다.

트렌드 방향, 트렌드 강도 및 거래량에 대한 종합적인 판단을 결합하여 이 전략의 다중 헤드 및 빈 헤드 포지션 로직을 형성한다.

장점

  1. EMA 평균선 시스템을 사용하여 트렌드 방향을 판단하는 것은 단일 EMA 평균선 판단보다 더 신뢰할 수 있습니다.

  2. ADX 지표로 트렌드 강점을 판단하고, 명확한 트렌드가 없는 경우 잘못된 입장을 피한다.

  3. 거래량 필터링 메커니즘, 충분한 거래량 지원을 보장하고 전략의 신뢰성을 강화합니다.

  4. 다중 조건의 통합 판단으로 포지션 개설 신호가 더 정확하고 신뢰할 수 있다.

  5. 정책의 매개 변수가 많기 때문에 매개 변수를 최적화하여 지속적으로 정책의 효과를 향상시킬 수 있다.

위험과 해결

  1. 충격적인 상황에서는 EMA 평균선, ADX 등의 판단이 잘못된 신호를 발산하여 불필요한 손실을 초래할 수 있으며, 적절한 변수를 조정하거나 다른 지표를 추가하여 보조 판단 할 수 있습니다.

  2. 거래량 필터링 조건이 너무 엄격하여 시장 기회를 놓칠 수 있으므로 거래량 필터링의 매개 변수를 적절히 줄일 수 있습니다.

  3. 전략으로 인해 거래 빈도가 높을 수 있으며, 자금 관리에 주의를 기울이고, 단일 포지션 규모를 적절히 통제해야 한다.

최적화 방향

  1. 다양한 변수 조합을 테스트하여 최적의 변수를 찾고, 전략의 효과를 향상시킵니다.

  2. MACD, KDJ와 같은 다른 지표를 추가하여 EMA와 ADX와 결합하여 더 강력한 포지션 개시 판단을 형성합니다.

  3. “피해 방지 전략”을 추가하여 위험을 더욱 통제합니다.

  4. 포지션 관리 전략을 최적화하고, 더 과학적인 자금 관리를 실현한다.

요약하다

이 전략은 종합적으로 가격 트렌드 방향, 트렌드 강도 및 거래량 정보를 고려하여 포지션 개설 규칙을 형성하고, 어느 정도 오해의 흔한 함정을 피하고, 강력한 신뢰성을 가지고 있다. 그러나 여전히 파라미터 최적화, 지표 최적화 및 위험 제어를 통해 전략 시스템을 개선하여 효과를 더욱 향상시킬 필요가 있다.

전략 소스 코드
/*backtest
start: 2022-11-28 00:00:00
end: 2023-12-04 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// © BabehDyo


//@version=4


strategy("EMA/ADX/VOL-CRYPTO KILLER [15M]", overlay = true, pyramiding=1,initial_capital = 10000, default_qty_type= strategy.percent_of_equity, default_qty_value = 100, calc_on_order_fills=false, slippage=0,commission_type=strategy.commission.percent,commission_value=0.03)

//SOURCE =============================================================================================================================================================================================================================================================================================================

src                 =                   input(open,                             title="  Source")

// Inputs ========================================================================================================================================================================================================================================================================================================

//ADX --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

ADX_options         =                   input("MASANAKAMURA",                   title="  Adx Type",                                       options = ["CLASSIC", "MASANAKAMURA"],                                            group="ADX")
ADX_len             =                   input(21,                               title="  Adx Length",                                     type=input.integer, minval = 1,                                                   group="ADX")
th                  =                   input(20,                               title="  Adx Treshold",                                   type=input.float, minval = 0, step = 0.5,                                         group="ADX")

//EMA--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Length_ema1 = input(8,  title="  1-EMA Length", minval=1)
Length_ema2 = input(13, title="  2-EMA Length", minval=1)
Length_ema3 = input(21, title="  3-EMA Length", minval=1)
Length_ema4 = input(34, title="  4-EMA Length", minval=1)
Length_ema5 = input(55, title="  5-EMA Length", minval=1)


// Range Filter ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

per_                =                   input(15,                               title="  Period",                                             minval=1,                                                                       group = "Range Filter")
mult                =                   input(2.6,                              title="  mult.",                                              minval=0.1, step = 0.1,                                                         group = "Range Filter")


// Volume ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

volume_f            =                   input(3.2,                              title="  Volume mult.",                                       minval = 0, step = 0.1,                                                         group="Volume")
sma_length          =                   input(20,                               title="  Volume lenght",                                      minval = 1,                                                                     group="Volume")

volume_f1            =                   input(1.9,                              title="  Volume mult. 1",                                       minval = 0, step = 0.1,                                                         group="Volume")
sma_length1          =                   input(22,                               title="  Volume lenght 1",                                      minval = 1,                                                                     group="Volume")


//TP PLOTSHAPE -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

tp_long0            =                   input(0.9,                              title="  % TP Long",                                        type = input.float,     minval = 0,     step = 0.1,                           group="Target Point") 
tp_short0           =                   input(0.9,                              title="  % TP Short",                                       type = input.float,     minval = 0,     step = 0.1,                           group="Target Point") 

// SL PLOTSHAPE ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

sl0                 =                   input(4.2,                              title="  % Stop loss",                                        type = input.float,     minval = 0,     step = 0.1,                             group="Stop Loss")

//INDICATORS =======================================================================================================================================================================================================================================================================================================

//ADX-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

calcADX(_len) =>
    up              =                                                                                                                       change(high)
	down            =                                                                                                                      -change(low)
	plusDM          =                                                                                                                       na(up)   ? na : (up > down and up > 0   ? up   : 0)
    minusDM         =                                                                                                                       na(down) ? na : (down > up and down > 0 ? down : 0)
	truerange       =                                                                                                                       rma(tr, _len)
	_plus           =                                                                                                                       fixnan(100 * rma(plusDM, _len)  / truerange)
	_minus          =                                                                                                                       fixnan(100 * rma(minusDM, _len) / truerange)
	sum             =                                                                                                                       _plus + _minus
	_adx            =                                                                                                                       100 * rma(abs(_plus - _minus) / (sum == 0 ? 1 : sum), _len)
    [_plus,_minus,_adx]
calcADX_Masanakamura(_len) =>
    SmoothedTrueRange                   =                                                                                                   0.0
    SmoothedDirectionalMovementPlus     =                                                                                                   0.0
    SmoothedDirectionalMovementMinus    =                                                                                                   0.0
    TrueRange                           =                                                                                                   max(max(high - low, abs(high - nz(close[1]))), abs(low - nz(close[1])))
    DirectionalMovementPlus             =                                                                                                   high - nz(high[1]) > nz(low[1]) - low ? max(high - nz(high[1]), 0) : 0
    DirectionalMovementMinus            =                                                                                                   nz(low[1]) - low > high - nz(high[1]) ? max(nz(low[1]) - low, 0)   : 0
    SmoothedTrueRange                   :=                                                                                                  nz(SmoothedTrueRange[1]) - (nz(SmoothedTrueRange[1]) /_len) + TrueRange
    SmoothedDirectionalMovementPlus     :=                                                                                                  nz(SmoothedDirectionalMovementPlus[1])  - (nz(SmoothedDirectionalMovementPlus[1])  / _len) + DirectionalMovementPlus
    SmoothedDirectionalMovementMinus    :=                                                                                                  nz(SmoothedDirectionalMovementMinus[1]) - (nz(SmoothedDirectionalMovementMinus[1]) / _len) + DirectionalMovementMinus
    DIP                                 =                                                                                                   SmoothedDirectionalMovementPlus  / SmoothedTrueRange * 100
    DIM                                 =                                                                                                   SmoothedDirectionalMovementMinus / SmoothedTrueRange * 100
    DX                                  =                                                                                                   abs(DIP-DIM) / (DIP+DIM)*100
    adx                                 =                                                                                                   sma(DX, _len)
    [DIP,DIM,adx]
[DIPlusC,DIMinusC,ADXC] =                                                                                                                   calcADX(ADX_len) 
[DIPlusM,DIMinusM,ADXM] =                                                                                                                   calcADX_Masanakamura(ADX_len)

DIPlus                  =                                                                                                                   ADX_options == "CLASSIC" ? DIPlusC    : DIPlusM
DIMinus                 =                                                                                                                   ADX_options == "CLASSIC" ? DIMinusC   : DIMinusM
ADX                     =                                                                                                                   ADX_options == "CLASSIC" ? ADXC       : ADXM
L_adx                   =                                                       DIPlus > DIMinus and ADX > th
S_adx                   =                                                       DIPlus < DIMinus and ADX > th

//EMA-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

xPrice = close
EMA1 = ema(xPrice, Length_ema1)
EMA2 = ema(xPrice, Length_ema2)
EMA3 = ema(xPrice, Length_ema3)
EMA4 = ema(xPrice, Length_ema4)
EMA5 = ema(xPrice, Length_ema5)
L_ema			=							EMA1 < close and  EMA2 < close and  EMA3  < close and  EMA4  < close and  EMA5  < close
S_ema			=							EMA1 > close and  EMA2 > close and  EMA3  > close and  EMA4  > close and  EMA5  > close


// Range Filter ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

var bool L_RF = na,  var bool S_RF = na

Range_filter(_src, _per_, _mult)=>
    var float _upward   =                                                                                                                   0.0
    var float _downward =                                                                                                                   0.0
    wper                =                                                                                                                   (_per_*2) - 1
    avrng               =                                                                                                                   ema(abs(_src - _src[1]), _per_)
    _smoothrng          =                                                                                                                   ema(avrng, wper)*_mult
    _filt               =                                                                                                                   _src
    _filt               :=                                                                                                                  _src > nz(_filt[1]) ? ((_src-_smoothrng) < nz(_filt[1]) ? nz(_filt[1]) : (_src-_smoothrng)) : ((_src+_smoothrng) > nz(_filt[1]) ? nz(_filt[1]) : (_src+_smoothrng))
    _upward             :=                                                                                                                  _filt > _filt[1] ? nz(_upward[1]) + 1 : _filt < _filt[1] ? 0 : nz(_upward[1])
    _downward           :=                                                                                                                  _filt < _filt[1] ? nz(_downward[1]) + 1 : _filt > _filt[1] ? 0 : nz(_downward[1])
    [_smoothrng,_filt,_upward,_downward]
[smoothrng, filt, upward, downward] = Range_filter(src, per_, mult)
hband                   =                                                                                                                   filt + smoothrng
lband                   =                                                                                                                   filt - smoothrng
L_RF                    :=                                                      high > hband and upward > 0
S_RF                    :=                                                      low < lband and downward > 0


// Volume -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Volume_condt            =                                                       volume > sma(volume,sma_length)*volume_f
Volume_condt1           =                                                       volume > sma(volume,sma_length1)*volume_f1


//STRATEGY ==========================================================================================================================================================================================================================================================================================================

var bool longCond = na, var bool shortCond = na
var int CondIni_long = 0, var int CondIni_short = 0
var bool _Final_longCondition = na, var bool _Final_shortCondition = na
var float last_open_longCondition = na, var float last_open_shortCondition = na
var int last_longCondition = na, var int last_shortCondition = na
var int last_Final_longCondition = na, var int last_Final_shortCondition = na
var int nLongs = na, var int nShorts = na

L_1     =                                                                       L_adx and Volume_condt  and L_RF and L_ema
S_1     =                                                                       S_adx and Volume_condt  and S_RF and S_ema

L_2     =                                                                       L_adx and  L_RF and L_ema and Volume_condt1
S_2     =                                                                       S_adx and  S_RF and S_ema and Volume_condt1

L_basic_condt       =         L_1 or L_2
S_basic_condt       =         S_1 or S_2

longCond                :=                                                      L_basic_condt
shortCond               :=                                                      S_basic_condt

CondIni_long                := longCond[1]              ? 1 :                   shortCond[1] ? -1 :                             nz(CondIni_long[1]                                          )
CondIni_short               := longCond[1]              ? 1 :                   shortCond[1] ? -1 :                             nz(CondIni_short[1]                                         )
longCondition               = (longCond[1]              and                                                                     nz(CondIni_long[1])                 == -1                   )
shortCondition              = (shortCond[1]             and                                                                     nz(CondIni_short[1])                ==  1                   )

//POSITION PRICE-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

var float sum_long = 0.0, var float sum_short = 0.0
var float Position_Price = 0.0

last_open_longCondition     :=                      longCondition               ? close[1]      : nz(last_open_longCondition[1]                     )
last_open_shortCondition    :=                      shortCondition              ? close[1]      : nz(last_open_shortCondition[1]                    )
last_longCondition          :=                      longCondition               ? time          : nz(last_longCondition[1]                          )
last_shortCondition         :=                      shortCondition              ? time          : nz(last_shortCondition[1]                         )
in_longCondition            =                       last_longCondition          >           last_shortCondition
in_shortCondition           =                       last_shortCondition         >           last_longCondition
last_Final_longCondition    :=                      longCondition               ? time                                                  :    nz(last_Final_longCondition[1]                 )
last_Final_shortCondition   :=                      shortCondition              ? time                                                  :    nz(last_Final_shortCondition[1]                )
nLongs                      :=                      nz(nLongs[1]                                                                                                                            )
nShorts                     :=                      nz(nShorts[1]                                                                                                                           )
if longCondition
    nLongs                  :=                      nLongs                      + 1
    nShorts                 := 0
    sum_long                :=                      nz(last_open_longCondition) +           nz(sum_long[1])
    sum_short               := 0.0
if shortCondition
    nLongs                  := 0
    nShorts                 :=                      nShorts + 1
    sum_short               :=                      nz(last_open_shortCondition)+ nz(sum_short[1])
    sum_long                := 0.0
    
Position_Price              :=                      nz(Position_Price[1])

Position_Price              :=                      longCondition               ?       sum_long/nLongs         :       shortCondition      ?       sum_short/nShorts       :       na

//TP---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

var bool long_tp = na, var bool short_tp = na
var int last_long_tp = na, var int last_short_tp = na
var bool Final_Long_tp = na, var bool Final_Short_tp = na
var bool Final_Long_sl0 = na, var bool Final_Short_sl0 = na
var bool Final_Long_sl = na, var bool Final_Short_sl = na
var int last_long_sl = na, var int last_short_sl = na

tp_long             =       ((nLongs  > 1)              ?                       tp_long0  / nLongs              :           tp_long0)                       / 100
tp_short            =       ((nShorts > 1)              ?                       tp_short0 / nShorts             :           tp_short0)                      / 100
long_tp             := high                             >                       (fixnan(Position_Price)         *           (1 + tp_long))                  and                 in_longCondition
short_tp            := low                              <                       (fixnan(Position_Price)         *           (1 - tp_short))                 and                 in_shortCondition
last_long_tp        :=      long_tp                     ?                       time : nz(last_long_tp[1])
last_short_tp       :=      short_tp                    ?                       time : nz(last_short_tp[1])
Final_Long_tp       :=      (long_tp                    and                     last_longCondition              >           nz(last_long_tp[1])             and                 last_longCondition  > nz(last_long_sl[1]))
Final_Short_tp      :=      (short_tp                   and                     last_shortCondition             >           nz(last_short_tp[1])            and                 last_shortCondition > nz(last_short_sl[1]))
L_tp                 =      iff(Final_Long_tp,                                  fixnan(Position_Price)          *           (1 + tp_long)                   ,                   na) 
S_tp                 =      iff(Final_Short_tp,                                 fixnan(Position_Price)          *           (1 - tp_short)                  ,                   na) 

//TP SIGNALS--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

tplLevel            = (in_longCondition                 and 
                      (last_longCondition               >                       nz(last_long_tp[1]))            and 
                      (last_longCondition               >                       nz(last_long_sl[1]))            and not Final_Long_sl[1])                   ? 
                      (nLongs > 1)                      ? 
                      (fixnan(Position_Price)           *                       (1 + tp_long))                  :               (last_open_longCondition    *              (1 + tp_long)) : na
tpsLevel            = (in_shortCondition                and 
                      (last_shortCondition              >                       nz(last_short_tp[1]))           and 
                      (last_shortCondition              >                       nz(last_short_sl[1]))           and not Final_Short_sl[1])                  ? 
                      (nShorts > 1)                     ? 
                      (fixnan(Position_Price)           *                       (1 - tp_short))                 :               (last_open_shortCondition   *             (1 - tp_short)) : na

//SL ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Risk                = sl0
Percent_Capital     = 99

sl                  =  in_longCondition  ?  min(sl0,(((Risk) * 100) / (Percent_Capital *  max(1, nLongs))))  : 
                       in_shortCondition ?  min(sl0,(((Risk) * 100) / (Percent_Capital *  max(1, nShorts)))) : sl0
                       
Normal_long_sl      =               ((in_longCondition                and low                             <= ((1 - (sl / 100))    *               (fixnan(Position_Price)))))
Normal_short_sl     =               ((in_shortCondition               and high                            >= ((1 + (sl / 100))    *               (fixnan(Position_Price)))))  
last_long_sl        :=              Normal_long_sl      ? time : nz(last_long_sl[1])
last_short_sl       :=              Normal_short_sl     ? time : nz(last_short_sl[1])
Final_Long_sl       :=              Normal_long_sl      and last_longCondition              > nz(last_long_sl[1])               and last_longCondition  > nz(last_long_tp[1])  and not Final_Long_tp
Final_Short_sl      :=              Normal_short_sl     and last_shortCondition             > nz(last_short_sl[1])              and last_shortCondition > nz(last_short_tp[1]) and not Final_Short_tp

//RE-ENTRY ON TP-HIT-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

if Final_Long_tp                    or                                          Final_Long_sl
    CondIni_long    :=                                                          -1
    sum_long        :=                                                          0.0
    nLongs          :=                                                          na
    
if Final_Short_tp                   or                                          Final_Short_sl
    CondIni_short   :=                                                          1
    sum_short       :=                                                          0.0
    nShorts         :=                                                          na


// Colors ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Bar_color = in_longCondition ? #009688 : in_shortCondition ? #f06292 : color.orange
barcolor                                                                        (color = Bar_color)

//PLOTS==============================================================================================================================================================================================================================================================================================================

plot(L_tp,                                                  title = "TP_L",                 style = plot.style_cross,                                                                 color = color.fuchsia,                          linewidth = 7   )
plot(S_tp,                                                  title = "TP_S",                 style = plot.style_cross,                                                                 color = color.fuchsia,                          linewidth = 7   )

//Price plots ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

plot((nLongs > 1) or (nShorts > 1) ? Position_Price : na, title = "Price", color = in_longCondition ? color.aqua : color.orange, linewidth = 2, style = plot.style_cross)
plot(tplLevel,                      title="Long TP ",               style = plot.style_cross,                                                                   color=color.fuchsia,                                                                                      linewidth = 1               )
plot(tpsLevel,                      title="Short TP ",              style = plot.style_cross,                                                                   color=color.fuchsia,                                                                                        linewidth = 1               )

//PLOTSHAPES----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------


plotshape(Final_Long_tp,            title="TP Long Signal",         style = shape.triangledown,                     location=location.abovebar,                         color=color.red,            size=size.tiny ,          text="TP",             textcolor=color.red,               transp = 0                  ) 
plotshape(Final_Short_tp,           title="TP Short Signal",        style = shape.triangleup,                     location=location.belowbar,                         color=color.green,          size=size.tiny ,            text="TP",           textcolor=color.green,             transp = 0                  ) 

plotshape(longCondition,            title="Long",                   style=shape.triangleup,                 location=location.belowbar,                         color=color.blue,           size=size.tiny ,                                                           transp = 0                  )
plotshape(shortCondition,           title="Short",                  style=shape.triangledown,               location=location.abovebar,                         color=color.red,            size=size.tiny ,                                                           transp = 0                  )


// Backtest  ==================================================================================================================================================================================================================================================================================================================================

if                                                                              L_basic_condt
    strategy.entry                                                              ("LONG", strategy.long )
if                                                                              S_basic_condt
    strategy.entry                                                              ("SHORT", strategy.short )
    
    
strategy.exit("TP_L", "LONG", profit = (abs((last_open_longCondition  * (1 + tp_long)) - last_open_longCondition) / syminfo.mintick), limit = nLongs >= 1 ? strategy.position_avg_price * (1 + tp_long) : na, loss = (abs((last_open_longCondition*(1-(sl/100)))-last_open_longCondition)/syminfo.mintick))

strategy.exit("TP_S", "SHORT", profit = (abs((last_open_shortCondition * (1 - tp_short)) - last_open_shortCondition) / syminfo.mintick), limit = nShorts >= 1 ? strategy.position_avg_price*(1-(tp_short)) : na, loss     = (abs((last_open_shortCondition*(1+(sl/100)))-last_open_shortCondition)/syminfo.mintick))



//By BabehDyo