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Estratégia de tendência baseada em velas MA e supertendência

Autora:ChaoZhang, Data: 2023-09-13 18:07:54
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Esta estratégia é chamada Trend Following Strategy Based on MA Candles and Supertrend. Ela usa médias móveis para construir velas de tendência e incorpora mecanismo de supertrend para gerar sinais de negociação para seguir tendência.

Especificamente, a lógica de negociação é:

  1. Calcular os preços de abertura, alta, baixa e fechamento com médias móveis para traçar velas de tendência.

  2. Aplicar a técnica de supertrend nas velas de tendência para derivar paradas longas e curtas.

  3. Quando os preços ultrapassam a parada longa, são gerados sinais de compra. Quando os preços ultrapassam a parada curta, são gerados sinais de venda.

  4. Incorporar preços altos/baixos anuais de prazos mais longos para evitar sinais inválidos excessivos durante os mercados de gama.

  5. Quando a supertendência se inverte, as posições são fechadas com stop loss.

A vantagem desta estratégia é a integração de múltiplos indicadores técnicos melhora a precisão. mas parâmetros para médias móveis e supertrend necessidade de otimização. stop loss também é indispensável.

Em geral, a integração de indicadores e modelos compensa parcialmente as limitações dos indivíduos, mas nenhuma estratégia pode ser perfeita.


/*backtest
start: 2023-01-01 00:00:00
end: 2023-04-14 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("MA Candles Supertrend Strategy", shorttitle="MACSTS", overlay=true, initial_capital = 20000, default_qty_type = strategy.percent_of_equity, default_qty_value = 100, commission_type = strategy.commission.percent, pyramiding = 1, commission_value = 0.01)

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

AtrMAType = input(title="Moving Average Type", defval="rma", options=["ema", "sma", "hma", "rma", "vwma", "wma"])
AtrLength = input(30, step=10)
AtrMult = input(1)
adoptiveWicks = false // does not work
wicks = input(true)

dThreshold = input(0.2, step=0.1, maxval=1)
rThreshold = input(0.7, step=0.1, maxval=1)
tradeDirection = input(title="Trade Direction", defval=strategy.direction.long, options=[strategy.direction.all, strategy.direction.long, strategy.direction.short])
i_startTime = input(defval = timestamp("01 Jan 2010 00:00 +0000"), title = "Start Time", type = input.time)
i_endTime = input(defval = timestamp("01 Jan 2099 00:00 +0000"), title = "End Time", type = input.time)
inDateRange = true
strategy.risk.allow_entry_in(tradeDirection)

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_secureSecurity(_symbol, _res, _src, _offset) => security(_symbol, _res, _src[_offset], lookahead = barmerge.lookahead_on)

f_getYearlyHighLowCondition()=>
    yhighrange = f_secureSecurity(syminfo.tickerid, '12M', high, 1) 
    ylowrange = f_secureSecurity(syminfo.tickerid, '12M', low, 1)
    yearlyHighCondition = close > yhighrange*(1-dThreshold) or close > ylowrange*(1+rThreshold)
    yearlyLowCondition = close < ylowrange*(1+dThreshold) or close < yhighrange*(1-rThreshold)
    [yearlyHighCondition, yearlyLowCondition]


f_getSupertrend(oOpen, oClose, oHigh, oLow, AtrMAType, AtrLength, AtrMult, wicks)=>
    truerange = max(oHigh, oClose[1]) - min(oLow, oClose[1])
    
    averagetruerange = f_getMovingAverage(truerange, AtrMAType, AtrLength)
    atr = averagetruerange * AtrMult

    longWicks = (adoptiveWicks and (close < oClose)) or wicks
    shortWicks = (adoptiveWicks and (close > oClose)) or wicks
    longStop = oClose - atr
    longStopPrev = nz(longStop[1], longStop)
    longStop := (longWicks ? oLow[1] : oClose[1]) > longStopPrev ? max(longStop, longStopPrev) : longStop
    
    shortStop = oClose + atr
    shortStopPrev = nz(shortStop[1], shortStop)
    shortStop := (shortWicks ? oHigh[1] : oClose[1]) < shortStopPrev ? min(shortStop, shortStopPrev) : shortStop
    
    dir = 1
    dir := nz(dir[1], dir)
    dir := dir == -1 and (longWicks ? oHigh : oClose) > shortStopPrev ? 1 : dir == 1 and (shortWicks[1]? oLow : oClose) < longStopPrev ? -1 : dir
    

    [dir, longStop, shortStop]

oOpen = f_getMovingAverage(open, MAType, LoopbackBars)
oClose = f_getMovingAverage(close, MAType, LoopbackBars)
oHigh = f_getMovingAverage(high, MAType, LoopbackBars)
oLow = f_getMovingAverage(low, MAType, LoopbackBars)

colorByPreviousClose = false
candleColor = colorByPreviousClose ?
                 (oClose[1] < oClose ? color.green : oClose[1] > oClose ? color.red : color.silver) : 
                 (oOpen < oClose ? color.green : oOpen > oClose ? color.red : color.silver)
plotcandle(oOpen, oHigh, oLow, oClose, 'Oscilator Candles', color = candleColor)

[yearlyHighCondition, yearlyLowCondition] =  f_getYearlyHighLowCondition()
[dir, longStop, shortStop] = f_getSupertrend(oOpen, oClose, oHigh, oLow, AtrMAType, AtrLength, AtrMult, wicks)
trailingStop = dir == 1? longStop : shortStop
trendColor = dir == 1? color.green: color.red
plot(trailingStop, title="TrailingStop", color=trendColor, linewidth=2, style=plot.style_linebr)

longCondition = close > shortStop and dir == 1 and yearlyHighCondition
shortCondition = close < longStop and dir == -1 and yearlyLowCondition

exitLongCondition = dir == -1
exitShortCondition = dir == 1

strategy.risk.allow_entry_in(tradeDirection)
strategy.entry("Long", strategy.long, when=longCondition, oca_name="oca_buy")
strategy.close("Long", when=exitLongCondition)
strategy.entry("Short", strategy.short, when=shortCondition, oca_name="oca_sell")
strategy.close("Short", when=exitShortCondition)


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