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Stratégie de trading automatique basée sur plusieurs indicateurs et stop loss dynamique

Auteur:ChaoZhang est là., Date: le 26 septembre 2023 à 14h38h40
Les étiquettes:

Résumé

Cette stratégie combine plusieurs indicateurs tels que les lignes MA rapides, moyennes et lentes et le MACD pour générer des signaux de trading complets, et utilise un stop loss dynamique basé sur l'ATR pour contrôler le niveau de risque.

La logique de la stratégie

La stratégie utilise principalement les indicateurs EMA, MACD et ATR. Les lignes rapides, moyennes et lentes de l'EMA forment le système de jugement de tendance. Le MACD génère des signaux de trading. L'ATR définit dynamiquement les lignes de stop loss. Plus précisément, la direction de la tendance est déterminée par la combinaison des lignes EMA. Le croisement MACD 0 est le signal d'entrée. Entrez long lorsque la ligne rapide traverse au-dessus de la ligne moyenne, et sortez en dessous. Entrez court lorsque la ligne rapide traverse au-dessous de la ligne moyenne, et sortez en haut. Le stop loss s'ajuste dynamiquement en fonction de l'ATR pour contrôler le risque en fonction de la volatilité du marché.

Analyse des avantages

  • La combinaison de plusieurs indicateurs rend les signaux de trading précis et fiables.
  • Le système EMA rapide, moyen et lent fournit un jugement clair sur la tendance.
  • Le MACD aide à éviter une fausse rupture.
  • Le stop loss dynamique gère mieux le risque.
  • La stratégie mécanique convient bien au trading automatisé.

Risques et améliorations

  • Les paramètres complexes nécessitent une optimisation approfondie.
  • La logique complexe des multiples indicateurs rend la négociation manuelle difficile.
  • Il faut ajouter d'autres filtres comme le volume pour éviter d'être piégé.
  • On peut envisager d'optimiser la stratégie d'apprentissage automatique pour le réglage automatisé des paramètres.

Résumé

La stratégie combine les avantages de plusieurs indicateurs pour un jugement précis de la tendance et un contrôle du retrait. Des améliorations supplémentaires telles que l'optimisation des paramètres et l'ajout de filtres peuvent améliorer la robustesse.


/*backtest
start: 2023-09-18 00:00:00
end: 2023-09-18 21:00:00
period: 1h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=4
strategy("STRAT_STEMWAP", overlay=true, pyramiding = 0, default_qty_value = 10, slippage = 3)

EMA_Smooth_Period = input(7, minval=1)
ST_EMA = ema(close, EMA_Smooth_Period)

ST_VWAP_Period = input(7, minval=1)
VWAP_TUNING_MULT = input(type=input.float, defval=0.000)
ST_VWAP = ema(vwap,ST_VWAP_Period)


ST_VWAP_TUNING = VWAP_TUNING_MULT * (ST_EMA - ST_VWAP)


length = input(title="ATR Period", type=input.integer, defval=13)
mult = input(title="ATR Multiplier", type=input.float, step=0.1, defval=2.0)
showLabels = input(title="Show Buy/Sell Labels ?", type=input.bool, defval=true)
highlightState = input(title="Highlight State ?", type=input.bool, defval=true)

atr = mult * atr(length)


StopLoss_Long_Adjust = input(22.00, type=input.float)
StopLoss_Short_Adjust = input(16.00, type=input.float)


longStop = (ST_EMA) - atr - (ST_VWAP_TUNING) - StopLoss_Long_Adjust
longStopPrev = nz(longStop[1], longStop)
longStop := (close[1]) > longStopPrev ? max(longStop, longStopPrev) : longStop

shortStop = (ST_EMA) + atr - (ST_VWAP_TUNING) + StopLoss_Short_Adjust
shortStopPrev = nz(shortStop[1], shortStop)
shortStop := (close[1]) < shortStopPrev ? min(shortStop, shortStopPrev) : shortStop

dir = 1
dir := nz(dir[1], dir)
dir := dir == -1 and (close) > shortStopPrev ? 1 : dir == 1 and (close) < longStopPrev ? -1 : dir


fastLength = input(1, minval=1), medLength=input(4, minval=1), slowLength=input(24, minval=1), signalLength=input(8,minval=1)
fastMA = ema(close, fastLength)
//,fastMA1 = ema(close[1], fastLength), fastMA2 = ema(close[2], fastLength),fastMA3 = ema(close[3], fastLength),fastMA4 = ema(close[4], fastLength),fastMA5 = ema(close[5], fastLength), fastMA6 = ema(close[6], fastLength), fastMA7 = ema(close[7], fastLength),fastMA8 = ema(close[8], fastLength),fastMA9 = ema(close[9], fastLength),fastMA10 = ema(close[10], fastLength),fastMA11 = ema(close[11], fastLength),fastMA12 = ema(close[12], fastLength),fastMA13 = ema(close[13], fastLength)
medMA = ema(close, medLength)
//, medMA1 = ema(close[1], medLength), medMA2 = ema(close[2], medLength), medMA3 = ema(close[3], medLength), medMA4 = ema(close[4], medLength), medMA5 = ema(close[5], medLength), medMA6 = ema(close[6], medLength), medMA7 = ema(close[7], medLength), medMA8 = ema(close[8], medLength), medMA9 = ema(close[9], medLength), medMA10 = ema(close[10], medLength), medMA11 = ema(close[11], medLength), medMA12 = ema(close[12], medLength), medMA13 = ema(close[13], medLength)
slowMA = ema(close, slowLength)
//, slowMA1 = ema(close[1], slowLength), slowMA2 = ema(close[2], slowLength), slowMA3 = ema(close[3], slowLength), slowMA4 = ema(close[4], slowLength), slowMA5 = ema(close[5], slowLength), slowMA6 = ema(close[6], slowLength), slowMA7 = ema(close[7], slowLength), slowMA8 = ema(close[8], slowLength), slowMA9 = ema(close[9], slowLength), slowMA10 = ema(close[10], slowLength), slowMA11 = ema(close[11], slowLength), slowMA12 = ema(close[12], slowLength), slowMA13 = ema(close[13], slowLength)
macd = fastMA - slowMA
//, macd1 = fastMA1 - slowMA1, macd2 = fastMA2 - slowMA2, macd3 = fastMA3 - slowMA3, macd4 = fastMA4 - slowMA4, macd5 = fastMA5 - slowMA5, macd6 = fastMA6 - slowMA6, macd7 = fastMA7 - slowMA7, macd8 = fastMA8 - slowMA8, macd9 = fastMA9 - slowMA9, macd10 = fastMA10 - slowMA10, macd11 = fastMA11 - slowMA11, macd12 = fastMA12 - slowMA12, macd13 = fastMA13 - slowMA13
fmacd = fastMA - medMA
//, fmacd1 = fastMA1 - medMA1,fmacd2 = fastMA2 - medMA2,fmacd3 = fastMA3 - medMA3,fmacd4 = fastMA4 - medMA4,fmacd5 = fastMA5 - medMA5, fmacd6 = fastMA6 - medMA6, fmacd7 = fastMA7 - medMA7, fmacd8 = fastMA8 - medMA8, fmacd9 = fastMA9 - medMA9, fmacd10 = fastMA10 - medMA10, fmacd11 = fastMA11 - medMA11, fmacd12 = fastMA12 - medMA12, fmacd13 = fastMA13 - medMA13
smacd = slowMA - medMA
//, smacd1 = slowMA1 - medMA1, smacd2 = slowMA2 - medMA2, smacd3 = slowMA3 - medMA3, smacd4 = slowMA4 - medMA4, smacd5 = slowMA5 - medMA5, smacd6 = slowMA6 - medMA6, smacd7 = slowMA7 - medMA7, smacd8 = slowMA8 - medMA8, smacd9 = slowMA9 - medMA9, smacd10 = slowMA10 - medMA10, smacd11 = slowMA11 - medMA11, smacd12 = slowMA12 - medMA12, smacd13 = slowMA13 - medMA13,


signal = ema(macd, signalLength)
//,signal1 = sma(macd1, signalLength),signal2 = sma(macd2, signalLength),signal3 = sma(macd3, signalLength),signal4 = sma(macd4, signalLength),signal5 = sma(macd5, signalLength),signal6 = sma(macd6, signalLength),signal7 = sma(macd7, signalLength),signal8 = sma(macd8, signalLength),signal9 = sma(macd9, signalLength),signal10 = sma(macd10, signalLength),signal11 = sma(macd11, signalLength),signal12 = sma(macd12, signalLength),signal13 = sma(macd13, signalLength),
fsignal = ema(fmacd, signalLength)
//, fsignal1 = sma(fmacd1, signalLength), fsignal2 = sma(fmacd2, signalLength), fsignal3 = sma(fmacd3, signalLength), fsignal4 = sma(fmacd4, signalLength), fsignal5 = sma(fmacd5, signalLength), fsignal6 = sma(fmacd6, signalLength), fsignal7 = sma(fmacd7, signalLength), fsignal8 = sma(fmacd8, signalLength), fsignal9 = sma(fmacd9, signalLength), fsignal10 = sma(fmacd10, signalLength), fsignal11 = sma(fmacd11, signalLength), fsignal12 = sma(fmacd12, signalLength), fsignal13 = sma(fmacd13, signalLength),
ssignal = ema(smacd, signalLength)
//, ssignal1 = sma(smacd1, signalLength), ssignal2 = sma(smacd2, signalLength), ssignal3 = sma(smacd3, signalLength), ssignal4 = sma(smacd4, signalLength), ssignal5 = sma(smacd5, signalLength), ssignal6 = sma(smacd6, signalLength), ssignal7 = sma(smacd7, signalLength), ssignal8 = sma(smacd8, signalLength), ssignal9 = sma(smacd9, signalLength), ssignal10 = sma(smacd10, signalLength), ssignal11 = sma(smacd11, signalLength), ssignal12 = sma(smacd12, signalLength), ssignal13 = sma(smacd13, signalLength),


ATR_Signal_Period = input(2, type=input.integer, minval=1, maxval=2000)


SetStopLossShort = 0.0
SetStopLossShort := if(strategy.position_size < 0)
    StopLossShort = shortStop
    min(StopLossShort,SetStopLossShort[1])


plot(SetStopLossShort, style = plot.style_cross, color = color.yellow)    


SetStopLossLong = 0.0
SetStopLossLong := if(strategy.position_size > 0)
    StopLossLong = longStop
    max(StopLossLong,SetStopLossLong[1])


plot(SetStopLossLong, style = plot.style_cross, color = color.purple)

ATR_SIGNAL_FINE_TUNE = input(0.986, type=input.float)  

tol_atr = atr(ATR_Signal_Period)*ATR_SIGNAL_FINE_TUNE

StopLoss_Initial_Short = input(1.00, type=input.float)
StopLoss_Initial_Long = input(5.00, type=input.float)



VOLUME_CHECK_SHORT = input(42)
VOLUME_CHECK_LONG = input(16)

MAX_LOSS = input(0.00, type=input.float)

//Custom Time Interval
fromMinute = input(defval = 0, title = "From Minute", minval = 0, maxval = 60)
fromHour = input(defval = 0, title = "From Hour", minval = 0, maxval = 24)
fromDay = input(defval = 1, title = "From Day", minval = 1)
fromMonth = input(defval = 1, title = "From Month", minval = 1)
fromYear = input(defval = 2019, title = "From Year", minval = 1900)
tillMinute = input(defval = 0, title = "Till Minute", minval = 0, maxval = 60)
tillHour = input(defval = 0, title = "Till Hour", minval = 0, maxval = 24)
tillDay = input(defval = 1, title = "Till Day", minval = 1)
tillMonth = input(defval = 1, title = "Till Month", minval = 1)
tillYear = input(defval = 2021, title = "Till Year", minval = 1900)
timestampStart = timestamp(fromYear,fromMonth,fromDay,fromHour,fromMinute)
timestampEnd = timestamp(tillYear,tillMonth,tillDay,tillHour,tillMinute)



if ( strategy.position_size <= 0 and ((fsignal[1] -fsignal) <= 0) and volume > VOLUME_CHECK_LONG and ( cross(signal, macd) or cross(signal[1], macd[1]) or cross(signal[2], macd[2]) or cross(signal[3], macd[3]) or cross(signal[4], macd[4]) or cross(signal[5], macd[5]) or cross(signal[6], macd[6]) or cross(signal[7], macd[7]) or  cross(signal[8], macd[8]) or  cross(signal[9], macd[9]) or  cross(signal[10], macd[10]) or  cross(signal[11], macd[11]) or  cross(signal[12], macd[12]) or  cross(signal[13], macd[13])  or cross(fmacd, macd) or cross(fmacd[1],macd[1]) or  cross(fmacd[2],macd[2]) or cross(fmacd[3],macd[3]) or cross(fmacd[4],macd[4])or cross(fsignal, fmacd)  or cross(fmacd, smacd) )  and (  (crossover(close,open+tol_atr) or crossover(close[1],open[1]+tol_atr[1]) or crossover(close[2],open[2]+tol_atr[2]) or crossover(close[3],open[3]+tol_atr[3]) or crossover(close[4],open[4]+tol_atr[4]) or crossover(close[5],open[5]+tol_atr[5]) or crossover(close[6],open[6]+tol_atr[6]) or crossover(close[7],open[7]+tol_atr[7]) or crossover(close[8],open[8]+tol_atr[8]) or crossover(close[9],open[9]+tol_atr[9]) or crossover(close[10],open[10]+tol_atr[10]) ) or ( (cross(ssignal, smacd) or cross(ssignal[1],smacd[1]) or cross(ssignal[2],smacd[2])) and ( (ssignal - ssignal[1]) > 0 ) ) )  )
    strategy.exit("SELL")
    strategy.entry("BUY", strategy.long)
    strategy.exit("BUY_STOP","BUY", stop = close - StopLoss_Initial_Long)
    

if ( (dir == -1 and dir[1] == 1 and dir[2] == 1 and dir[3] == 1 and dir[4] == 1 ) and strategy.position_size >= 0 and volume > VOLUME_CHECK_SHORT and ((fsignal[1] -fsignal) >= 0)  and (  crossunder(close, open - tol_atr) or crossunder(close[1], open[1] - tol_atr[1]) or crossunder(close[2], open[2] - tol_atr[2]) or crossunder(close[3], open[3] - tol_atr[3]) )  and ( cross(signal, macd) or cross(signal[1], macd[1]) or cross(signal[2], macd[2]) or cross(signal[3], macd[3]) or cross(signal[4], macd[4]) or cross(signal[5], macd[5]) or cross(signal[6], macd[6]) or cross(signal[7], macd[7]) or  cross(signal[8], macd[8]) or  cross(signal[9], macd[9]) or  cross(signal[10], macd[10]) or  cross(signal[11], macd[11])  or  cross(signal[12], macd[12]) or  cross(signal[13], macd[13])  )  )
    strategy.exit( "BUY")
    strategy.entry("SELL", strategy.short)
    strategy.exit("SELL_STOP","SELL", stop = close + StopLoss_Initial_Short)
    

strategy.close_all(when = strategy.openprofit <  (-1 * MAX_LOSS) )


// if (strategy.max_contracts_held_long > 0 )
//     strategy.exit("BUY_TRAIL_STOP","BUY", stop = longStop - StopLoss_Long_Adjust)
    
// if (strategy.max_contracts_held_short > 0 )    
//     strategy.exit("SELL_TRAIL_STOP","SELL", stop = shortStop + StopLoss_Short_Adjust)


    
    //strategy.exit("BUY_TRAIL_STOP","BUY", stop = SetStopLossLong)
    //strategy.exit("SELL_TRAIL_STOP","SELL", stop = SetStopLossShort)     

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