Triple Super Trend Kuantitatif Strategi Perdagangan


Tarikh penciptaan: 2023-12-01 16:43:02 Akhirnya diubah suai: 2023-12-01 16:43:02
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Triple Super Trend Kuantitatif Strategi Perdagangan

Gambaran keseluruhan

Strategi perdagangan kuantitatif triple overtrend adalah strategi perdagangan garis pendek yang menggabungkan tiga indikator overtrend. Strategi ini sesuai untuk perdagangan dalam sehari dan short-line arbitraj di pasaran perdagangan frekuensi tinggi seperti cryptocurrency, forex dan lain-lain.

Prinsip Strategi

  • Menggunakan purata bergerak 200 hari untuk menentukan arah trend pasaran keseluruhan. Harga lebih tinggi apabila naik, harga lebih rendah apabila turun.
  • Menggunakan tiga petanda super trend untuk menentukan arah trend segmen pasaran. Petanda super trend dapat menentukan dengan tepat trend overhead segmen pasaran.
  • Menggunakan tanda Brin untuk menilai overbought dan oversold untuk membina isyarat masuk. RSI Stoch dapat mengenal pasti peluang untuk berbalik.
  • Berdasarkan stop loss overtrend, stop stop overtrend menentukan nisbah pulangan risiko sebanyak 1.5 kali ganda.

Kelebihan Strategik

  • Memeriksa pelbagai indikator trend untuk meningkatkan ketepatan keputusan.
  • Indikator Overbought dan Oversold mengenal pasti peluang untuk berbalik dan mengambil inisiatif untuk berbalik.
  • Pencegahan kerugian mekanisme kawalan nisbah risiko dan keuntungan.
  • Ia juga boleh digunakan untuk perdagangan frekuensi rendah dan mempunyai ruang untuk keuntungan yang besar.

Risiko Strategik

  • Apabila keadaan kitaran besar tidak baik, risiko kerugian dalam perdagangan garis pendek lebih besar.
  • Namun begitu, peluang untuk gagal dalam proses ini masih ada, dan ia boleh menyebabkan keputusan yang salah.
  • Ia memerlukan pembiayaan yang kerap dan tidak sesuai untuk perdagangan luar lapangan.

Pengoptimuman Strategi

  • Optimumkan parameter purata bergerak untuk tempoh yang lebih lama.
  • Optimumkan parameter Stoch RSI untuk mengurangkan kadar isyarat salah.
  • Mengoptimumkan parameter kitaran ATR melampaui trend untuk meningkatkan kesan hentikan kerugian.
  • Menambah pengurusan kedudukan, meningkatkan kedudukan mengikut kadar penarikan balik

ringkaskan

Strategi perdagangan kuantitatif triple overtrend, menggunakan pengesahan indikator trend ganda untuk meningkatkan ketepatan keputusan, menghentikan stop loss dan mengawal nisbah keuntungan risiko, sesuai untuk perdagangan garis pendek frekuensi tinggi. Parameter pengoptimuman boleh disesuaikan dengan kitaran perdagangan yang lebih lama, mengurangkan kebarangkalian isyarat yang salah, meningkatkan kesan stop loss.

Kod sumber strategi
/*backtest
start: 2022-11-24 00:00:00
end: 2023-11-30 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=4
strategy("3x SuperTrend Strategy (Mel0nTek) V1", calc_on_every_tick=true, overlay=true)

// ***************************************************
//  A Mel0nTek Project
//  Author: mel0n
//  Revision: 1.0 - Initial Release
// ***************************************************

// ***************************************************
//              Strategy & Rules
// ***************************************************
// === Sources ===
// Strategy Idea:
// Trade Pro - HIGHEST PROFIT Triple Supertrend Trading Strategy Proven 100 Trade Results
// https://www.youtube.com/watch?v=HpNZ2VpZzSE
//
// Combining SuperTrend with StochRSI is not a new idea by any means.
// However the method/criteria used in his video to apply them caught my interest.
// So I decided to code it up for myself to do some backtesting.
// The default values are the ones he uses in his video, however I found some tuning beneficial. YMMV
// Trade Pro makes some great content, the video is a good watch to get a better understanding of this strategy.
//
// Improved SuperTrend Calculation Method:
// SuperTrend by KivancOzbilgic

// === Indicators ===
// EMA 
// @ 200
// Stoch RSI (default)
// @ 3, 3, 14, 14, close
// Supertrend slow
// @ 12, hl2, 3, change = true
// Supertrend med
// @ 11, hl2, 2, change = true
// Supertrend fast
// @ 10, hl2, 1, change = true

// === Rules ===
// long only 
// - price above EMA200
// short only 
// - price below EMA200
// Stop Loss = 2nd SuperTrend line above (short) or below(long) entry candle
// Profit = 1.5x SL/risk (Profit Ratio x Max Loss)

// === Entries ===
// LONG
// - long entry (Typical): 
// - Stoch RSI below 20, cross up
// - 2nd SuperTrend line below close

// SHORT
// - short entry (Typical): 
// - Stoch RSI above 80, cross down
// - 2nd SuperTrend line above close


// ***************************************************
// Backtest Parameters
// ***************************************************
testStartYear = input(2020, "Backtest Start Year")
testStartMonth = input(1, "Backtest Start Month")
testStartDay = input(1, "Backtest Start Day")
testPeriodStart = timestamp(testStartYear, testStartMonth, testStartDay, 0, 0)
timeCondition = time >= testPeriodStart
direction = input(0, title = "Strategy Direction", type=input.integer, minval=-1, maxval=1)
strategy.risk.allow_entry_in(direction == 0 ? strategy.direction.all : (direction < 0 ? strategy.direction.short : strategy.direction.long))

// ***************************************************
// Inputs
// ***************************************************
// P/L Ratio
plInput = input(1.5, title="P/L Ratio", step=0.1, minval=0.1)
// EMA
EMAInputlength = input(200, "EMA Length",step=100, minval=1)
// Stoch RSI
srsiInputSmoothK = input(3, "K", minval=1)
srsiInputSmoothD = input(3, "D", minval=1)
srsiInputLengthRSI = input(14, "Stoch RSI Length", minval=1)
srsiInputLengthStoch = input(14, "Stochastic Length", minval=1)
srsiInputSrc = input(close, title="Stoch RSI Source")
srsiInputThresh = input(20, title="Stoch RSI Entry Thresh", minval=1)
// SuperTrends
stInputSrc = input(hl2, title="SuperTrend Source")
stSlowInputLength = input(12, "Slow SuperTrend Length", minval=1)
stSlowInputMult = input(3, "Slow SuperTrend Multiplier", minval=1)
stMedInputLength = input(11, "Med SuperTrend Length", minval=1)
stMedInputMult = input(2, "Med SuperTrend Multiplier", minval=1)
stFastInputLength = input(10, "Fast SuperTrend Length", minval=1)
stFastInputMult = input(1, "Fast SuperTrend Multiplier", minval=1)
stInputchangeATR= input(title="Alternate SuperTrend ATR Calculation?", type=input.bool, defval=true)
// Toggles
showPLTargets = input(true, title="Show Open Profit/Loss Targets?")
showBuySell = input(true, title="Show Buy/Sell Indicators?")


// ***************************************************
// Indicator Functions
// ***************************************************
// SuperTrend Function
superTrend(period, src, mult, chgATR) =>
    stATRSmooth = sma(tr, period)                       // tr = true range
    stATR = chgATR ? atr(period) : stATRSmooth          // select ATR to use
    stUP = src - (mult * stATR)                         // up value
    stUP1 = nz(stUP[1], stUP)                           // prev candle value if not 0
    stUP := close[1] > stUP1 ? max(stUP,stUP1) : stUP   // select the larger up value if close is higher than previous up value
    stDN = src  + (mult * stATR)
    stDN1 = nz(stDN[1], stDN)
    stDN := close[1] < stDN1 ? min(stDN, stDN1) : stDN
    stTrend = 1
    stTrend := nz(stTrend[1], stTrend)
    stTrend := stTrend == -1 and close > stDN1 ? 1 : stTrend == 1 and close < stUP1 ? -1 : stTrend
    stBuySignal = stTrend == 1 and stTrend[1] == -1
    stSellSignal = stTrend == -1 and stTrend[1] == 1
    stChangeCond = stTrend != stTrend[1]
    [stUP, stDN, stTrend, stBuySignal, stSellSignal, stChangeCond]

// Stochastic RSI Function
stochRSI(smoothK, smoothD, lengthRSI, lengthStoch, src) =>
    rsiVal = rsi(src, lengthRSI)
    k = sma(stoch(rsiVal, rsiVal, rsiVal, lengthStoch), smoothK)
    d = sma(k, smoothD)
    [k, d]

// ***************************************************
// Data Calculation
// ***************************************************
// SuperTrend Slow
[stSlowUP, stSlowDN, stSlowTrend, stSlowBuy, stSlowSell, stSlowChanged] = superTrend(stSlowInputLength, stInputSrc, stSlowInputMult, stInputchangeATR)

// SuperTrend Medium
[stMedUP, stMedDN, stMedTrend, stMedBuy, stMedSell, stMedChanged] = superTrend(stMedInputLength, stInputSrc, stMedInputMult, stInputchangeATR)

// SuperTrend Fast
[stFastUP, stFastDN, stFastTrend, stFastBuy, stFastSell, stFastChanged] = superTrend(stFastInputLength, stInputSrc, stFastInputMult, stInputchangeATR)

// Stoch RSI
[srsiK, srsiD] = stochRSI(srsiInputSmoothK,srsiInputSmoothD,srsiInputLengthRSI,srsiInputLengthStoch,srsiInputSrc)

// EMA
emaVal = ema(close,EMAInputlength)

// ***************************************************
// Indicator Plots
// ***************************************************
// EMA
plot(emaVal, "K", color=#0094FF)

// SuperTrend Slow
plot(stSlowTrend == 1 ? stSlowUP : na, title="Slow Up Trend", style=plot.style_linebr, linewidth=2, color=color.green)
plotshape(stSlowBuy ? stSlowUP : na, title="Slow UpTrend Begins", location=location.absolute, style=shape.triangleup, size=size.tiny, color=color.green, transp=0)
plot(stSlowTrend == 1 ? na : stSlowDN, title="Slow Down Trend", style=plot.style_linebr, linewidth=2, color=color.red)
plotshape(stSlowSell ? stSlowDN : na, title="Slow DownTrend Begins", location=location.absolute, style=shape.triangledown, size=size.tiny, color=color.red, transp=0)

// SuperTrend Medium
plot(stMedTrend == 1 ? stMedUP : na, title="Med Up Trend", style=plot.style_linebr, linewidth=2, color=color.green)
plotshape(stMedBuy ? stMedUP : na, title="Med UpTrend Begins", location=location.absolute, style=shape.triangleup, size=size.tiny, color=color.green, transp=0)
plot(stMedTrend == 1 ? na : stMedDN, title="Med Down Trend", style=plot.style_linebr, linewidth=2, color=color.red)
plotshape(stMedSell ? stMedDN : na, title="Med DownTrend Begins", location=location.absolute, style=shape.triangledown, size=size.tiny, color=color.red, transp=0)

// SuperTrend Fast
plot(stFastTrend == 1 ? stFastUP : na, title="Fast Up Trend", style=plot.style_linebr, linewidth=2, color=color.green)
plotshape(stFastBuy ? stFastUP : na, title="Fast UpTrend Begins", location=location.absolute, style=shape.triangleup, size=size.tiny, color=color.green, transp=0)
plot(stFastTrend == 1 ? na : stFastDN, title="Fast Down Trend", style=plot.style_linebr, linewidth=2, color=color.red)
plotshape(stFastSell ? stFastDN : na, title="Fast DownTrend Begins", location=location.absolute, style=shape.triangledown, size=size.tiny, color=color.red, transp=0)

// Stoch RSI
// plot(srsiK, "K", color=#0094FF)
// plot(srsiD, "D", color=#FF6A00)
// h0 = hline(80, "Upper Band", color=#606060)
// h1 = hline(20, "Lower Band", color=#606060)
// fill(h0, h1, color=#9915FF, transp=80, title="Background")

// ***************************************************
// Conditional Logic
// ***************************************************
// common vars
float longStop = na
float longProfit = na
float shortStop = na
float shortProfit = na

// check EMA to determine long/short side trading
emaTrend = emaVal < close ? 1 : -1

// count how many supertrends are above/below
stCount = 0
stCount := stFastTrend + stMedTrend + stSlowTrend

// LONG
// - long entry (Typical): 
// - Stoch RSI below 20, cross up
// - 2 ST's below close
stochLongCond = srsiK < srsiInputThresh and crossover(srsiK, srsiD)
stLongCond = stCount >= 1
longCondition = emaTrend > 0 and stochLongCond and stLongCond

tempStopLong = longCondition ? stCount == 3 ? stMedUP : stSlowUP : longStop
longStopDelta = abs(close - tempStopLong)
tempProfitLong = longCondition ? close + (plInput * longStopDelta) : longProfit

longStop := strategy.position_size <= 0 ? longCondition ? tempStopLong : na : longStop[1]
longProfit := strategy.position_size <= 0 ? longCondition ? tempProfitLong : na : longProfit[1]

// SHORT
// - short entry (Typical): 
// - Stoch RSI above 80, cross down
// - 2 ST's above close
stochShortCond = srsiK > 100 - srsiInputThresh and crossunder(srsiK, srsiD)
stShortCond = stCount <= -1
shortCondition = emaTrend < 0 and stochShortCond and stShortCond

tempStopShort = shortCondition ? stCount == -3 ? stMedDN : stSlowDN : shortStop
shortStopDelta = abs(close - tempStopShort)
tempProfitShort = shortCondition ? close - (plInput * shortStopDelta) : shortProfit

shortStop := strategy.position_size >= 0 ? shortCondition ? tempStopShort : na : shortStop[1]
shortProfit := strategy.position_size >= 0 ? shortCondition ? tempProfitShort : na : shortProfit[1]

// ***************************************************
// Strategy Execution
// ***************************************************
strategy.exit("TP/SL", "LongPos", stop=longStop, limit=longProfit) 
strategy.exit("TP/SL", "ShortPos", stop=shortStop, limit=shortProfit) 

if (longCondition)
	strategy.entry("LongPos", strategy.long, stop=longStop, oca_name="3xST", comment="Long")
else
	strategy.cancel(id="LongPos")
if (shortCondition)
	strategy.entry("ShortPos", strategy.short, stop=shortStop, oca_name="3xST", comment="Short")
else
	strategy.cancel(id="ShortPos")

// ***************************************************
// Strategy Plotting
// ***************************************************
// profit/loss target lines
plot(showPLTargets ? strategy.position_size <= 0 ? na : longStop : na, title="Long Stop Loss", color=color.new(#ff0000, 0), style=plot.style_linebr, linewidth=2)
plot(showPLTargets ? strategy.position_size <= 0 ? na : longProfit : na, title="Long Profit Target", color=color.new(#00ff00, 0), style=plot.style_linebr, linewidth=2)
plot(showPLTargets ? strategy.position_size >= 0 ? na : shortStop : na, title="Short Stop Loss", color=color.new(#ff0000, 0), style=plot.style_linebr, linewidth=2)
plot(showPLTargets ? strategy.position_size >= 0 ? na : shortProfit : na, title="Short Profit Target", color=color.new(#00ff00, 0), style=plot.style_linebr, linewidth=2)
// buy/sell arrows
plotshape(showBuySell and longCondition ? true : na, title='Buy Arrow',  location=location.belowbar, color=color.green,   style=shape.arrowup,   text="BUY",  textcolor=color.green, transp=0, size=size.small)
plotshape(showBuySell and shortCondition ? true : na, title='Sell Arrow', location=location.abovebar, color=color.red,     style=shape.arrowdown, text="SELL", textcolor=color.red,   transp=0, size=size.small)

// ***************************************************
// Alerts (for use in a study)
// ***************************************************
alertcondition(longCondition, title="3xST Buy alert", message="Buy")
alertcondition(shortCondition, title="3xST SELL alert", message="Sell")
alertcondition(stSlowChanged, title="3xST Slow Trend alert", message="Slow Trend Changed")