이동 평균 방향성 트렌드 전략

저자:차오장, 날짜: 2023-09-14 17:47:01
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전략 논리

이 전략은 다중 이동 평균의 방향성을 분석하여 장기 트렌드 방향을 결정합니다. 트렌드에 따라 길거나 짧습니다.

논리는 다음과 같습니다.

  1. 서로 다른 기간의 이동 평균을 계산합니다. 예를 들어 5일, 20일, 50일 등.

  2. 일관된 정렬을 결정하기 위해 MA의 방향 경향을 비교합니다.

  3. MA가 일정하게 상승하는 경우, 장기적으로 상승하는 시각이 유지됩니다. 일정하게 하락하는 경우, 장기적으로 하락합니다.

  4. 상승상황에서 하락적 스톱 로스 이상의 브레이크는 긴 엔트리를 유발합니다.

  5. 하향 조건에서 상향 스톱 로스 이하의 브레이크오웃은 짧은 엔트리를 유발합니다.

  6. 트레일링 스톱은 위험을 제어하는 데 사용됩니다.

이 전략은 비시스템적 위험을 줄이기 위해 거래 전에 장기적 경향을 확인하는 것을 강조합니다.

장점

  • 여러 MA가 결합하여 장기적인 트렌드 방향성을 판단합니다.

  • 브레이크아웃 엔트리는 트렌드를 따르고 있습니다.

  • 트레일링 스톱 전략은 위험을 제어합니다.

위험성

  • MAs 자체는 가격에서 뒤떨어져 있습니다.

  • 잘못된 추세 판단은 지속적인 손실로 이어질 수 있습니다.

  • 길고 짧게는 기회를 놓칠 뿐이야

요약

이 전략은 비 체계적인 위험을 최소화하기 위해 MA 방향성을 통해 세속적 추세를 결정하는 것을 강조합니다. 그러나 판단 정확성과 정지 조정은 중요합니다.


/*backtest
start: 2022-09-07 00:00:00
end: 2023-06-24 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/
// © HeWhoMustNotBeNamed

//@version=4
strategy("TrendMaAlignmentStrategy", overlay=true, initial_capital = 2000, default_qty_type = strategy.percent_of_equity, default_qty_value = 100, commission_type = strategy.commission.cash_per_order, pyramiding = 1, commission_value = 2)

MAType = input(title="Moving Average Type", defval="sma", options=["ema", "sma", "hma", "rma", "vwma", "wma"])
LookbackPeriod = input(5, step=10)
shortHighLowPeriod = input(10, step=10)
longHighLowPeriod = input(20, step=10)

atrlength=input(22)
stopMultiplyer = input(6, minval=1, maxval=10, step=0.5)
reentryStopMultiplyer = input(3, minval=1, maxval=10, step=0.5)
exitOnSignal = input(false)
tradeDirection = input(title="Trade Direction", defval=strategy.direction.long, options=[strategy.direction.all, strategy.direction.long, strategy.direction.short])

backtestYears = input(10, minval=1, step=1)
inDateRange = true

allowReduceCompound=true
includePartiallyAligned = true
considerYearlyHighLow = true
considerNewLongTermHighLows = true

//////////////////////////////////// Get Moving average ///////////////////////////////////
f_getMovingAverage(source, MAType, length)=>
    ma = sma(source, length)
    if(MAType == "ema")
        ma := ema(source,length)
    if(MAType == "hma")
        ma := hma(source,length)
    if(MAType == "rma")
        ma := rma(source,length)
    if(MAType == "vwma")
        ma := vwma(source,length)
    if(MAType == "wma")
        ma := wma(source,length)
    ma
    
f_getMaAlignment(MAType, includePartiallyAligned)=>
    ma5 = f_getMovingAverage(close,MAType,5)
    ma10 = f_getMovingAverage(close,MAType,10)
    ma20 = f_getMovingAverage(close,MAType,20)
    ma30 = f_getMovingAverage(close,MAType,30)
    ma50 = f_getMovingAverage(close,MAType,50)
    ma100 = f_getMovingAverage(close,MAType,100)
    ma200 = f_getMovingAverage(close,MAType,200)

    upwardScore = 0
    upwardScore := close > ma5? upwardScore+1:upwardScore
    upwardScore := ma5 > ma10? upwardScore+1:upwardScore
    upwardScore := ma10 > ma20? upwardScore+1:upwardScore
    upwardScore := ma20 > ma30? upwardScore+1:upwardScore
    upwardScore := ma30 > ma50? upwardScore+1:upwardScore
    upwardScore := ma50 > ma100? upwardScore+1:upwardScore
    upwardScore := ma100 > ma200? upwardScore+1:upwardScore
    
    upwards = close > ma5 and ma5 > ma10 and ma10 > ma20 and ma20 > ma30 and ma30 > ma50 and ma50 > ma100 and ma100 > ma200
    downwards = close < ma5 and ma5 < ma10 and ma10 < ma20 and ma20 < ma30 and ma30 < ma50 and ma50 < ma100 and ma100 < ma200
    upwards?1:downwards?-1:includePartiallyAligned ? (upwardScore > 5? 0.5: upwardScore < 2?-0.5:upwardScore>3?0.25:-0.25) : 0

f_getMaAlignmentHighLow(MAType, includePartiallyAligned, LookbackPeriod)=>
    maAlignment = f_getMaAlignment(MAType,includePartiallyAligned)
    [highest(maAlignment, LookbackPeriod), lowest(maAlignment, LookbackPeriod)]

//////////////////////////////////// Calculate new high low condition //////////////////////////////////////////////////
f_calculateNewHighLows(shortHighLowPeriod, longHighLowPeriod, considerNewLongTermHighLows)=>
    newHigh = highest(shortHighLowPeriod) == highest(longHighLowPeriod) or not considerNewLongTermHighLows
    newLow = lowest(shortHighLowPeriod) == lowest(longHighLowPeriod) or not considerNewLongTermHighLows
    [newHigh,newLow]

//////////////////////////////////// Calculate stop and compound //////////////////////////////////////////////////
f_calculateStopAndCompound(target, atr, stopMultiplyer, allowReduceCompound, barState)=>
    buyStop = target - (stopMultiplyer * atr)
    sellStop = target + (stopMultiplyer * atr)
    buyStop := (barState > 0 or strategy.position_size > 0 ) and (buyStop < buyStop[1] or close < sellStop[1])? buyStop[1] : strategy.position_size < 0 and close > buyStop[1]? buyStop[1] : barState < 0 and allowReduceCompound and buyStop > buyStop[1] ? buyStop[1] : buyStop
    sellStop := (barState < 0 or strategy.position_size < 0) and (sellStop > sellStop[1] or close > buyStop[1])? sellStop[1] : strategy.position_size > 0 and close < sellStop[1]? sellStop[1]: barState > 0 and allowReduceCompound and sellStop < sellStop[1] ? sellStop[1] : sellStop
    [buyStop, sellStop]

//////////////////////////////////// Calculate Yearly High Low //////////////////////////////////////////////////
f_getYearlyHighLowCondition(considerYearlyHighLow)=>
    yhigh = security(syminfo.tickerid, '12M', high[1]) 
    ylow = security(syminfo.tickerid, '12M', low[1]) 
    yhighlast = yhigh[365]
    ylowlast = ylow[365]
    yhighllast = yhigh[2 * 365]
    ylowllast = ylow[2 * 365]
    
    yearlyTrendUp = na(yhigh)? true : na(yhighlast)? close > yhigh : na(yhighllast)? close > max(yhigh,yhighlast) : close > max(yhigh, min(yhighlast, yhighllast))
    yearlyHighCondition = (  (na(yhigh) or na(yhighlast) ? true : (yhigh > yhighlast) ) and ( na(yhigh) or na(yhighllast) ? true : (yhigh > yhighllast))) or yearlyTrendUp or not considerYearlyHighLow
    yearlyTrendDown = na(ylow)? true : na(ylowlast)? close < ylow : na(ylowllast)? close < min(ylow,ylowlast) : close < min(ylow, max(ylowlast, ylowllast))
    yearlyLowCondition = (  (na(ylow) or na(ylowlast) ? true : (ylow < ylowlast) ) and ( na(ylow) or na(ylowllast) ? true : (ylow < ylowllast))) or yearlyTrendDown or not considerYearlyHighLow
    
    [yearlyHighCondition,yearlyLowCondition]
    
atr = atr(atrlength)    
[maAlignmentHigh, maAlignmentLow] = f_getMaAlignmentHighLow(MAType, includePartiallyAligned, LookbackPeriod)
[newHigh,newLow] = f_calculateNewHighLows(shortHighLowPeriod, longHighLowPeriod, considerNewLongTermHighLows)
[middle, upper, lower] = bb(close, 20, 2)
barState = (maAlignmentLow > 0 or maAlignmentHigh == 1) and newHigh ? 1 : (maAlignmentHigh < 0 or maAlignmentLow == -1) and newLow ? -1 : 0
[buyStop, sellStop] = f_calculateStopAndCompound(close, atr, stopMultiplyer, allowReduceCompound, barState)
[yearlyHighCondition,yearlyLowCondition] = f_getYearlyHighLowCondition(considerYearlyHighLow)

barcolor(barState == 1?color.lime : barState == -1? color.orange: color.silver)
//plot(maAlignmentHigh, title="AlighmentHigh", color=color.green, linewidth=2, style=plot.style_line)
//plot(maAlignmentLow, title="AlignmentLow", color=color.red, linewidth=2, style=plot.style_line)

plot(barState == 1 or strategy.position_size != 0 ?buyStop:na, title="BuyStop", color=color.green, linewidth=2, style=plot.style_linebr)
plot(barState == -1 or strategy.position_size != 0 ?sellStop:na, title="SellStop", color=color.red, linewidth=2, style=plot.style_linebr)

buyEntry = barState == 1 and close - reentryStopMultiplyer*atr > buyStop and yearlyHighCondition and inDateRange
sellEntry = barState == -1 and close + reentryStopMultiplyer*atr < sellStop and yearlyLowCondition and inDateRange
buyExit = barState == -1
sellExit = barState == 1

strategy.risk.allow_entry_in(tradeDirection)
strategy.entry("Buy", strategy.long, when=buyEntry)
strategy.close("Buy", when=buyExit and exitOnSignal)
strategy.exit("ExitBuy", "Buy", stop = buyStop)

strategy.entry("Sell", strategy.short, when=sellEntry)
strategy.close("Sell", when=sellExit and exitOnSignal)
strategy.exit("ExitSell", "Sell", stop = sellStop)

더 많은