ストカスティックOTT取引戦略

作者: リン・ハーンチャオチャン,日付: 2023年11月22日 10:11:33
タグ:

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概要

この戦略は,ストカスティックオシレーターとOTTインジケーターを組み合わせて取引信号を生成する.高速と遅いOTTラインが交差するときに注文を誘発する.偽の信号をフィルタリングするために,ストカスティックオシレーターは検証に使用される.

戦略の論理

  1. 移動平均値とストップ損失パーセントに基づいて,高速と遅いOTTラインを計算します.
  2. 高値,低値,閉値に基づいてストカスティックオシレータを計算する.
  3. 速くて遅いOTTラインが交差するときに長または短方向を判断します. 検証のためにストカスティックを確認します.
  4. クロスオーバーと指示に従って命令を入力します.

利点分析

  1. OTT自体には良い逆転効果があり,転換点にも敏感です.
  2. ストカスティックは偽の信号をフィルターし 統合に囚われないようにします
  3. 異なる市場に対応する柔軟性のために調整可能な平均型.
  4. リスク管理のために利益とストップ・ロスを取る.

リスク分析

  1. パラメータの調節が不適切なら 過剰取引やバイアスになる可能性があります
  2. OTTは,トレンド市場で間違った信号を生む可能性があります.
  3. 市場全体のサイクルも考慮されるべきです.

オプティマイゼーションの方向性

  1. パラメータの組み合わせを最適化して 最高のパフォーマンスを確保する
  2. 動向指標を組み合わせて 効果的な期間を判断する
  3. 資金管理モジュールを導入します

概要

この戦略は,OTTの逆転とストカスティックのフィルタリング能力を統合し,リスクを効果的に制御する.逆転またはレンジング市場にはうまく機能する.しかし,市場サイクルとチューニングには注意が必要である.パラメータ最適化とマネーマネジメントではさらなる改善が可能である.


/*backtest
start: 2022-11-21 00:00:00
end: 2023-11-21 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/
// © BigCoinHunter

//@version=5
strategy(title='OTT-Stoch-TP/SL', overlay=true, 
     pyramiding=0, default_qty_type=strategy.percent_of_equity, 
     default_qty_value=100, initial_capital=1000, 
     currency=currency.USD, commission_value=0.05, 
     commission_type=strategy.commission.percent, 
     process_orders_on_close=true)

//-------------- fetch user inputs ------------------
src = input(defval=close, title='OTT source')
src1 = input(defval=close, title="Stoch OTT source")

ottFastPercent = input.float(title='OTT Fast Percent(%):', defval=3.0, minval=0.1, maxval=30.0, step=0.1)
ottSlowPercent = input.float(title='OTT Slow Percent(%):', defval=10.0, minval=0.1, maxval=30.0, step=0.1)

ottFastLength = input.int(title="OTT Fast Length:", defval=1, minval=1)
ottSlowLength = input.int(title="OTT Slow Length:", defval=1, minval=1)

periodK = input.int(defval=500, title="%K Length", minval=1, step=10)
smoothK = input.int(defval=200, title="%K Smoothing", minval=1, step=10)
stochLength=input.int(defval=2, title="Stoch OTT Period", minval=1)
stochPercent=input.float(defval=0.5, title="Stoch OTT Percent", step=0.1, minval=0)

mav = input.string(title="Moving Average Type", defval="SMA", options=["SMA", "EMA", "WMA", "TMA", "VAR", "WWMA", "ZLEMA", "TSF"])

tp = input.float(title="Take Profit:", defval=0.0, minval=0.0, maxval=100.0, step=0.1) * 0.01
sl = input.float(title="Stop Loss:  ", defval=0.0, minval=0.0, maxval=100.0, step=0.1) * 0.01

//showsupport = input.bool(title="Show Support Line?", defval=true)
stoch = input.bool(title="evaluate Stoch OTT", defval=false)

longEntry = input.bool(defval=true, title= 'Long Entry', inline="11")
shortEntry = input.bool(defval=true, title='Short Entry', inline="11")


//---------- backtest range setup ------------
fromDay   = input.int(defval = 1, title = "From Day", minval = 1, maxval = 31)
fromMonth = input.int(defval = 1, title = "From Month", minval = 1, maxval = 12)
fromYear  = input.int(defval = 2021, title = "From Year", minval = 2010)
toDay     = input.int(defval = 30, title = "To Day", minval = 1, maxval = 31)
toMonth   = input.int(defval = 12, title = "To Month", minval = 1, maxval = 12)
toYear    = input.int(defval = 2022, title = "To Year", minval = 2010)


//------------ time interval setup -----------
start     = timestamp(fromYear, fromMonth, fromDay, 00, 00)  // backtest start window
finish    = timestamp(toYear, toMonth, toDay, 23, 59)        // backtest finish window
window()  => time >= start and time <= finish ? true : false // create function "within window of time"


//-------- calculate the OTT lines ----------
Var_Func(src,length)=>
    valpha=2/(length+1)
    vud1=src>src[1] ? src-src[1] : 0
    vdd1=src<src[1] ? src[1]-src : 0
    vUD=math.sum(vud1,9)
    vDD=math.sum(vdd1,9)
    vCMO=nz((vUD-vDD)/(vUD+vDD))
    VAR=0.0
    VAR:=nz(valpha*math.abs(vCMO)*src)+(1-valpha*math.abs(vCMO))*nz(VAR[1])
    
//VAR=Var_Func(src,length)

Wwma_Func(src,length)=>
    wwalpha = 1/ length
    WWMA = 0.0
    WWMA := wwalpha*src + (1-wwalpha)*nz(WWMA[1])
    
//WWMA=Wwma_Func(src,length)

Zlema_Func(src,length)=>
    zxLag = length/2==math.round(length/2) ? length/2 : (length - 1) / 2
    zxEMAData = (src + (src - src[zxLag]))
    ZLEMA = ta.ema(zxEMAData, length)
    
//ZLEMA=Zlema_Func(src,length)

Tsf_Func(src,length)=>
    lrc = ta.linreg(src, length, 0)
    lrc1 = ta.linreg(src,length,1)
    lrs = (lrc-lrc1)
    TSF = ta.linreg(src, length, 0)+lrs
    
//TSF=Tsf_Func(src,length)

getMA(src, length) =>
    ma = 0.0
    if mav == "SMA"
        ma := ta.sma(src, length)
        ma

    if mav == "EMA"
        ma := ta.ema(src, length)
        ma

    if mav == "WMA"
        ma := ta.wma(src, length)
        ma

    if mav == "TMA"
        ma := ta.sma(ta.sma(src, math.ceil(length / 2)), math.floor(length / 2) + 1)
        ma

    if mav == "VAR"
        ma := Var_Func(src,length)
        ma

    if mav == "WWMA"
        ma := Wwma_Func(src,length)
        ma

    if mav == "ZLEMA"
        ma := Zlema_Func(src,length)
        ma

    if mav == "TSF"
        ma := Tsf_Func(src,length)
        ma
    ma

//-------- OTT line calculation --------
MAvg1=getMA(src, ottFastLength)
fark1=MAvg1*ottFastPercent*0.01
longStop1 = MAvg1 - fark1
longStopPrev1 = nz(longStop1[1], longStop1)
longStop1 := MAvg1 > longStopPrev1 ? math.max(longStop1, longStopPrev1) : longStop1
shortStop1 =  MAvg1 + fark1
shortStopPrev1 = nz(shortStop1[1], shortStop1)
shortStop1 := MAvg1 < shortStopPrev1 ? math.min(shortStop1, shortStopPrev1) : shortStop1
dir1 = 1
dir1 := nz(dir1[1], dir1)
dir1 := dir1 == -1 and MAvg1 > shortStopPrev1 ? 1 : dir1 == 1 and MAvg1 < longStopPrev1 ? -1 : dir1
MT1 = dir1==1 ? longStop1: shortStop1

OTTFast=MAvg1>MT1 ? MT1*(200+ottFastPercent)/200 : MT1*(200-ottFastPercent)/200

MAvg2=getMA(src, ottSlowLength)
fark2=MAvg2*ottSlowPercent*0.01
longStop2 = MAvg2 - fark2
longStopPrev2 = nz(longStop2[1], longStop2)
longStop2 := MAvg2 > longStopPrev2 ? math.max(longStop2, longStopPrev2) : longStop2
shortStop2 =  MAvg2 + fark2
shortStopPrev2 = nz(shortStop2[1], shortStop2)
shortStop2 := MAvg2 < shortStopPrev2 ? math.min(shortStop2, shortStopPrev2) : shortStop2
dir2 = 1
dir2 := nz(dir2[1], dir2)
dir2 := dir2 == -1 and MAvg2 > shortStopPrev2 ? 1 : dir2 == 1 and MAvg2 < longStopPrev2 ? -1 : dir2
MT2 = dir2==1 ? longStop2: shortStop2

OTTSlow=MAvg2>MT2 ? MT2*(200+ottSlowPercent)/200 : MT2*(200-ottSlowPercent)/200

//-------- Stoch OTT calculation ----------

Var_Func1(src1,length)=>
    valpha1=2/(length+1)
    vud11=src1>src1[1] ? src1-src1[1] : 0
    vdd11=src1<src1[1] ? src1[1]-src1 : 0
    vUD1=math.sum(vud11,9)
    vDD1=math.sum(vdd11,9)
    vCMO1=nz((vUD1-vDD1)/(vUD1+vDD1))
    VAR1=0.0
    VAR1:=nz(valpha1*math.abs(vCMO1)*src1)+(1-valpha1*math.abs(vCMO1))*nz(VAR1[1])
VAR1=Var_Func1(src1,stochLength)

k = Var_Func1(ta.stoch(close, high, low, periodK), smoothK)
k1=k+1000

VAR2=Var_Func(k1,stochLength)

MAvg3=Var_Func(k1, stochLength)
fark3=MAvg3*stochPercent*0.01
longStop3 = MAvg3 - fark3
longStopPrev3 = nz(longStop3[1], longStop3)
longStop3 := MAvg3 > longStopPrev3 ? math.max(longStop3, longStopPrev3) : longStop3
shortStop3 =  MAvg3 + fark3
shortStopPrev3 = nz(shortStop3[1], shortStop3)
shortStop3 := MAvg3 < shortStopPrev3 ? math.min(shortStop3, shortStopPrev3) : shortStop3
dir3 = 1
dir3 := nz(dir3[1], dir3)
dir3 := dir3 == -1 and MAvg3 > shortStopPrev3 ? 1 : dir3 == 1 and MAvg3 < longStopPrev3 ? -1 : dir3
MT3 = dir3==1 ? longStop3: shortStop3
OTTStoch=MAvg3>MT3 ? MT3*(200+stochPercent)/200 : MT3*(200-stochPercent)/200 


//------- define the global variables ------
var bool long = true
var bool stoppedOutLong = false
var bool stoppedOutShort = false

//-------- determine the market direction --------
if OTTFast > OTTSlow
    long := true
else if OTTFast < OTTSlow
    long := false

        
//--------- calculate the input/output points -----------
longProfitPrice  = strategy.position_avg_price * (1 + tp)     // tp -> take profit percentage
longStopPrice = strategy.position_avg_price * (1 - sl)        // sl -> stop loss percentage

shortProfitPrice  = strategy.position_avg_price * (1 - tp)
shortStopPrice = strategy.position_avg_price * (1 + sl)

//------------------- determine buy and sell points ---------------------
buySignall = false
sellSignall = false

if stoch == false
    buySignall := window() and long  and (not stoppedOutLong)
    sellSignall := window() and (not long)  and (not stoppedOutShort)
else
    buySignall := window() and long  and (not stoppedOutLong) and ( k1 > OTTStoch )
    sellSignall := window() and (not long)  and (not stoppedOutShort) and ( k1 < OTTStoch )

//---------- execute the strategy -----------------
if(longEntry and shortEntry)
    if long 
        strategy.entry("LONG", strategy.long, when = buySignall, comment = "ENTER LONG")
        stoppedOutLong := true
        stoppedOutShort := false
    else 
        strategy.entry("SHORT", strategy.short, when = sellSignall, comment = "ENTER SHORT")
        stoppedOutLong  := false
        stoppedOutShort := true

else if(longEntry)
    strategy.entry("LONG", strategy.long,  when = buySignall)
    strategy.close("LONG", when = sellSignall)
    if long 
        stoppedOutLong := true
    else
        stoppedOutLong  := false

else if(shortEntry)
    strategy.entry("SHORT", strategy.short, when = sellSignall)
    strategy.close("SHORT", when = buySignall)
    if not long
        stoppedOutShort := true
    else
        stoppedOutShort := false
    

//----------------- take profit and stop loss -----------------
if(tp>0.0 and sl>0.0)
    if ( strategy.position_size > 0 )
        strategy.exit(id="LONG", limit=longProfitPrice, stop=longStopPrice, comment="Long TP/SL Trigger")

    else if ( strategy.position_size < 0 )
        strategy.exit(id="SHORT", limit=shortProfitPrice, stop=shortStopPrice, comment="Short TP/SL Trigger")

else if(tp>0.0)
    if ( strategy.position_size > 0 )
        strategy.exit(id="LONG", limit=longProfitPrice, comment="Long TP Trigger")

    else if ( strategy.position_size < 0 )
        strategy.exit(id="SHORT", limit=shortProfitPrice, comment="Short TP Trigger")
        
else if(sl>0.0)
    if ( strategy.position_size > 0 )
        strategy.exit(id="LONG",  stop=longStopPrice, comment="Long SL Trigger")

    else if ( strategy.position_size < 0 )
        strategy.exit(id="SHORT",  stop=shortStopPrice, comment="Short SL Trigger")
        
        
//------------- plot charts ---------------------
lineColor1 = long ? color.green : color.red
lineColor2 = long ? color.aqua : color.fuchsia

light_green=#08ff12
light_red=#fe0808

plot(nz(OTTFast), color=light_green, linewidth=3, title="OTT Fast")
plot(nz(OTTSlow), color=light_red, linewidth=3, title="OTT Slow")















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