Zero-Lag EMA 기반 추세 추종 전략


생성 날짜: 2023-09-20 14:30:03 마지막으로 수정됨: 2023-09-20 14:30:03
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avatar of ChaoZhang ChaoZhang
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집중하다
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개요

이 전략은 전형적인 트렌드 추적 전략이다. 그것은 빠른 느린 Zero-Lag EMA 전략을 사용하여 트렌드 방향을 판단하고, 이동 스톱, 스톱, 리패스 등의 메커니즘과 결합하여 트렌드 추적 거래를 실현한다.

전략 원칙

  1. 빠른 제로-래그 EMA와 느린 제로-래그 EMA를 계산한다. 그들은 각각 다른 주기적인 평형 가격을 사용합니다.

  2. 빠른 선에서 느린 선을 통과할 때 다중 신호가 발생하고, 빠른 선 아래에서 느린 선을 통과할 때 공백 신호가 발생한다.

  3. 진입 후 모바일 스톱로스 라인을 설정하여 최고 가격/최저 가격을 추적하고, 위험을 제어한다.

  4. 이동식 정지선을 설정하고, 가격이 일정 비율에 도달했을 때 정지선이 탈퇴한다.

  5. 포지션 개시 횟수 카운터를 사용하여 비슷한 수익을 올리는 포지션 메커니즘을 구현한다.

우위 분석

  1. 제로-래그 EMA는 지연에 대한 반응이 작고, 트렌드 전환을 더 빨리 포착할 수 있다.

  2. 이중 EMA 전략은 간단하고 직관적이며, 작동 방향을 판단하기 쉽습니다.

  3. 손해 차단장치 설정은 합리적이며, 단편적 손실을 잘 통제할 수 있다.

  4. 가증기계는 추세가 확장될 때 더 많은 수익을 얻을 수 있다.

위험 분석

  1. 파라미터를 잘못 설정하면 스톱더스가 너무 급진적이거나 보수적이 될 수 있습니다.

  2. 트렌드를 판단하는 지표의 선택이 잘못되면 트렌드 전환을 놓칠 수 있다.

  3. 가증기계는 추세가 역전될 경우 총 손실을 확대할 수 있다.

  4. 다른 품종에 대한 파라미터를 조정할 필요가 있으며, 특정 품종에 너무 적합하지 않습니다.

최적화 방향

  1. 다른 EMA 주기 변수를 테스트하여 더 적합한 변수 조합을 찾습니다.

  2. 수익과 위험 통제 사이의 균형을 찾기 위해 손실 중지 비율을 최적화하십시오.

  3. 한방으로 최대 포지션 개시 횟수를 제한하는 포지션 증가 논리를 조정한다.

  4. 다른 기술 지표를 추가하여 입력 필터링을 수행하고 신호 품질을 향상시킵니다.

  5. 특정 시간 동안 거래를 종료하고, 잘못된 신호가 발생할 수 있는 시간을 피하십시오.

  6. 다양한 품종 특성에 따라 각각 테스트 파라미터를 사용하여 안정성을 높인다.

요약하다

이 전략은 전체적으로 안정적으로 운영되며 수익 위험 비율도 우수하다. 변수 최적화, 보조 필터링 등의 수단으로 전략 효과를 더욱 강화할 수 있다. 또한 개별 상황에서 발생할 수 있는 신호 오류를 경계할 필요가 있다. 전체적으로 이 전략 프레임워크는 합리적으로 설계되어 있으며, 지속적인 조정으로 최적화가 안정적인 수익의 트렌드 추적 전략이 될 전망이다.

전략 소스 코드
//@version=3
// Learn more about Autoview and how you can automate strategies like this one here: https://autoview.with.pink/
strategy("MP ZeroLag EMA", "MP 0 Strat", overlay=true, pyramiding=0, initial_capital=100000, currency=currency.USD, default_qty_type = strategy.percent_of_equity, default_qty_value = 100, commission_type=strategy.commission.percent, commission_value=0.1)
 
//bgcolor ( color=black, transp=40, title='Blackground', editable=true)
 
///////////////////////////////////////////////
//* Backtesting Period Selector | Component *//
///////////////////////////////////////////////
 
testStartYear = input(2018, "Backtest Start Year")
testStartMonth = input(3, "Backtest Start Month")
testStartDay = input(1, "Backtest Start Day")
testPeriodStart = timestamp(testStartYear,testStartMonth,testStartDay,00,00)
 
testStopYear = input(77777777, "Backtest Stop Year")
testStopMonth = input(11, "Backtest Stop Month")
testStopDay = input(15, "Backtest Stop Day")
testPeriodStop = timestamp(testStopYear,testStopMonth,testStopDay,0,0)
 
testPeriod() => true
 
/////////////////////////////////////
//* Put your strategy logic below *//
/////////////////////////////////////
 
// === INPUTS ===
zlmaSource      = input(defval = close, title = "ZeroLag EMA Source")
zlmaFastLength  = input(defval = 8, title = "ZeroLag EMA Fast Length")
zlmaSlowLength  = input(defval = 21, title = "ZeroLag EMA Slow Length")

// === /INPUTS ===
 
// === SERIES SETUP ===
// Fast ZeroLag EMA
zema1=ema(zlmaSource, zlmaFastLength)
zema2=ema(zema1, zlmaFastLength)
c1=zema1-zema2
zlemaFast=zema1+c1
 
// Slow ZeroLag EMA
zema3=ema(zlmaSource, zlmaSlowLength)
zema4=ema(zema3, zlmaSlowLength)
c2=zema3-zema4
zlemaSlow=zema3+c2
 
// Plots and Conditions
plot(zlemaFast, title='Fast ZeroLag EMA', color = yellow, linewidth=4)
plot(zlemaSlow, title='Slow ZeroLag EMA', color = fuchsia, linewidth=4)

 
// Long/Short Logic
longLogic = crossover(zlemaFast,zlemaSlow) ? 1 : 0
shortLogic = crossunder(zlemaFast,zlemaSlow) ? 1 : 0
 
//////////////////////////
//* Strategy Component *//
//////////////////////////
 
isLong = input(false, "Longs Only")
isShort = input(false, "Shorts Only")
isFlip = input(false, "Flip the Opens")
 
long = longLogic
short = shortLogic
 
if isFlip
    long := shortLogic
    short := longLogic
else
    long := longLogic
    short := shortLogic
 
if isLong
    long := long
    short := na
 
if isShort
    long := na
    short := short
   
////////////////////////////////
//======[ Signal Count ]======//
////////////////////////////////
 
sectionLongs = 0
sectionLongs := nz(sectionLongs[1])
sectionShorts = 0
sectionShorts := nz(sectionShorts[1])
 
if long
    sectionLongs := sectionLongs + 1
    sectionShorts := 0
 
if short
    sectionLongs := 0
    sectionShorts := sectionShorts + 1
 
//////////////////////////////
//======[ Pyramiding ]======//
//////////////////////////////
 
pyrl = input(1, "Pyramiding less than") // If your count is less than this number
pyre = input(0, "Pyramiding equal to") // If your count is equal to this number
pyrg = input(1000000, "Pyramiding greater than") // If your count is greater than this number
 
longCondition = long and sectionLongs <= pyrl or long and sectionLongs >= pyrg or long and sectionLongs == pyre ? 1 : 0
shortCondition = short and sectionShorts <= pyrl or short and sectionShorts >= pyrg or short and sectionShorts == pyre ? 1 : 0
 
////////////////////////////////
//======[ Entry Prices ]======//
////////////////////////////////
 
last_open_longCondition = na
last_open_shortCondition = na
last_open_longCondition := longCondition ? close : nz(last_open_longCondition[1])
last_open_shortCondition := shortCondition ? close : nz(last_open_shortCondition[1])
 
////////////////////////////////////
//======[ Open Order Count ]======//
////////////////////////////////////
 
sectionLongConditions = 0
sectionLongConditions := nz(sectionLongConditions[1])
sectionShortConditions = 0
sectionShortConditions := nz(sectionShortConditions[1])
 
if longCondition
    sectionLongConditions := sectionLongConditions + 1
    sectionShortConditions := 0
 
if shortCondition
    sectionLongConditions := 0
    sectionShortConditions := sectionShortConditions + 1
   
///////////////////////////////////////////////
//======[ Position Check (long/short) ]======//
///////////////////////////////////////////////
 
last_longCondition = na
last_shortCondition = na
last_longCondition := longCondition ? time : nz(last_longCondition[1])
last_shortCondition := shortCondition ? time : nz(last_shortCondition[1])
 
in_longCondition = last_longCondition > last_shortCondition
in_shortCondition = last_shortCondition > last_longCondition
 
/////////////////////////////////////
//======[ Position Averages ]======//
/////////////////////////////////////
 
totalLongs = 0.0
totalLongs := nz(totalLongs[1])
totalShorts = 0.0
totalShorts := nz(totalShorts[1])
averageLongs = 0.0
averageLongs := nz(averageLongs[1])
averageShorts = 0.0
averageShorts := nz(averageShorts[1])
 
if longCondition
    totalLongs := totalLongs + last_open_longCondition
    totalShorts := 0.0
 
if shortCondition
    totalLongs := 0.0
    totalShorts := totalShorts + last_open_shortCondition
 
averageLongs := totalLongs / sectionLongConditions
averageShorts := totalShorts / sectionShortConditions
 
/////////////////////////////////
//======[ Trailing Stop ]======//
/////////////////////////////////
 
isTS = input(false, "Trailing Stop")
tsi = input(1300, "Activate Trailing Stop Price (%). Divided by 100 (1 = 0.01%)") / 100
ts = input(400, "Trailing Stop (%). Divided by 100 (1 = 0.01%)") / 100
 
last_high = na
last_low = na
last_high_short = na
last_low_short = na
last_high := not in_longCondition ? na : in_longCondition and (na(last_high[1]) or high > nz(last_high[1])) ? high : nz(last_high[1])
last_high_short := not in_shortCondition ? na : in_shortCondition and (na(last_high[1]) or high > nz(last_high[1])) ? high : nz(last_high[1])
last_low := not in_shortCondition ? na : in_shortCondition and (na(last_low[1]) or low < nz(last_low[1])) ? low : nz(last_low[1])
last_low_short := not in_longCondition ? na : in_longCondition and (na(last_low[1]) or low < nz(last_low[1])) ? low : nz(last_low[1])
 
long_ts = isTS and not na(last_high) and low <= last_high - last_high / 100 * ts and longCondition == 0 and last_high >= averageLongs + averageLongs / 100 * tsi
short_ts = isTS and not na(last_low) and high >= last_low + last_low / 100 * ts and shortCondition == 0 and last_low <= averageShorts - averageShorts/ 100 * tsi
 
///////////////////////////////
//======[ Take Profit ]======//
///////////////////////////////
 
isTP = input(true, "Take Profit")
tp = input(300, "Take Profit (%). Divided by 100 (1 = 0.01%)") / 100
long_tp = isTP and close > averageLongs + averageLongs / 100 * tp and not longCondition
short_tp = isTP and close < averageShorts - averageShorts / 100 * tp and not shortCondition
 
/////////////////////////////
//======[ Stop Loss ]======//
/////////////////////////////
 
isSL = input(false, "Stop Loss")
sl = input(750, "Stop Loss (%). Divided by 100 (1 = 0.01%)") / 100
long_sl = isSL and close < averageLongs - averageLongs / 100 * sl and longCondition == 0
short_sl = isSL and close > averageShorts + averageShorts / 100 * sl and shortCondition == 0
 
/////////////////////////////////
//======[ Close Signals ]======//
/////////////////////////////////
 
longClose = long_tp or long_sl or long_ts  ? 1 : 0
shortClose = short_tp or short_sl or short_ts ? 1: 0
 
///////////////////////////////
//======[ Plot Colors ]======//
///////////////////////////////
 
longCloseCol = na
shortCloseCol = na
longCloseCol := long_tp ? purple : long_sl ? maroon : long_ts ? blue : longCloseCol[1]
shortCloseCol := short_tp ? purple : short_sl ? maroon : short_ts ? blue : shortCloseCol[1]
tpColor = isTP and in_longCondition ? purple : isTP and in_shortCondition ? purple : white
slColor = isSL and in_longCondition ? red : isSL and in_shortCondition ? red : white
 
//////////////////////////////////
//======[ Strategy Plots ]======//
//////////////////////////////////
 
plot(isTS and in_longCondition ? averageLongs + averageLongs / 100 * tsi : na, "Long Trailing Activate", blue, style=3, linewidth=2)
plot(isTS and in_longCondition and last_high >= averageLongs +  averageLongs / 100 * tsi ? last_high - last_high / 100 * ts : na, "Long Trailing", fuchsia, style=2, linewidth=3)
plot(isTS and in_shortCondition ? averageShorts - averageShorts/ 100 * tsi : na, "Short Trailing Activate", blue, style=3, linewidth=2)
plot(isTS and in_shortCondition and last_low <= averageShorts - averageShorts/ 100 * tsi ? last_low + last_low / 100 * ts : na, "Short Trailing", fuchsia, style=2, linewidth=3)
plot(isTP and in_longCondition and last_high < averageLongs + averageLongs / 100 * tp ? averageLongs + averageLongs / 100 * tp : na, "Long TP", tpColor, style=3, linewidth=2)
plot(isTP and in_shortCondition and last_low > averageShorts - averageShorts / 100 * tp ? averageShorts - averageShorts / 100 * tp : na, "Short TP", tpColor, style=3, linewidth=2)
plot(isSL and in_longCondition and last_low_short > averageLongs - averageLongs / 100 * sl ? averageLongs - averageLongs / 100 * sl : na, "Long SL", slColor, style=3, linewidth=2)
plot(isSL and in_shortCondition and last_high_short < averageShorts + averageShorts / 100 * sl ? averageShorts + averageShorts / 100 * sl : na, "Short SL", slColor, style=3, linewidth=2)
 
///////////////////////////////
//======[ Alert Plots ]======//
///////////////////////////////
 
// Old Signal Plots
//plot(longCondition, "Long", green)
//plot(shortCondition, "Short", red)
//plot(longClose, "Long Close", longCloseCol)
//plot(shortClose, "Short Close", shortCloseCol)
 
 
// New Signal Plots
//plotshape(series=longCondition, title="Long", style=shape.triangleup, location=location.belowbar, color=green, size=size.tiny)
//plotshape(series=shortCondition, title="Short", style=shape.triangledown, location=location.abovebar, color=red, size=size.tiny)
//plotshape(series=longClose, title="Long Close", style=shape.triangleup, location=location.belowbar, color=blue, size=size.tiny)
//plotshape(series=shortClose, title="Short Close", style=shape.triangledown, location=location.abovebar, color=purple, size=size.tiny)
 
//alertcondition(condition=longCondition, title="Long", message="")
//alertcondition(condition=shortCondition, title="Short", message="")
//alertcondition(condition=longClose, title="Long Close", message="")
//alertcondition(condition=shortClose, title="Short Close", message="")
 
///////////////////////////////////
//======[ Reset Variables ]======//
///////////////////////////////////
 
if longClose or not in_longCondition
    averageLongs := 0
    totalLongs := 0.0
    sectionLongs := 0
    sectionLongConditions := 0
 
if shortClose or not in_shortCondition
    averageShorts := 0
    totalShorts := 0.0
    sectionShorts := 0
    sectionShortConditions := 0
 
////////////////////////////////////////////
//======[ Strategy Entry and Exits ]======//
////////////////////////////////////////////
 
if testPeriod()
    strategy.entry("Long", 1, when=longCondition)
    strategy.entry("Short", 0,  when=shortCondition)
    strategy.close("Long", when=longClose)
    strategy.close("Short", when=shortClose)
    
    
//////NEW STUFF

//temainput  = input(24, minval=1, title="Fast TEMA")
//hullinput = input(39, minval=1, title="Slow hullMA")
//rmainput = input(48, minval=1, title="RMA (BB Signal)")
//bblength = input(20, minval=1, title="BB Length")
//mult = input(1.5, minval=0.001, maxval=50, title="BB stdev Mult")
//src = input(defval=close, type=source, title="Source")

//Moving Average Params

//hullMA
//hullma = wma(2*wma(close, hullinput/2)-wma(close, hullinput), round(sqrt(hullinput)))

//TEMA
//ema = ema(close, temainput)
//ema1 = ema(ema, temainput)
//ema2 = ema(ema1, temainput)
//tema = 3 * (ema - ema1) + ema2

//RMA
//rma = ema(close, 96)

//BB
//basis = sma(tema, bblength)
//dev = mult * stdev(tema, bblength)
//upper = basis + dev
//lower = basis - dev

//Color Swaps
//ribbon = tema>=hullma ? #c0fff4 : #ffbcc8
//bandcolor = rma>=basis ? #ffbcc8 : #c0fff4


//Plots
//plot(basis, title="Bollinger Band Basis", color=red, transp=0)
//upband = plot(upper, color=#ffbcc8, transp=100, editable=false)
//downband = plot(lower, color=#ffbcc8, transp=100, editable=false)

//Fills
//temap = plot(tema, title="TEMA", color=white, transp=100, editable=false)
//emap = plot(hullma, title="EMA", color=white, transp=100, editable=false)
//fill (temap, emap, color=ribbon, title="MA Ribbon", transp=50)
//fill(upband, downband, title="Bollinger Band Background", color=bandcolor)

///////END NEW

///--------New, DW Art----------

//Period
per = input(defval=34, title="Lookback Period")

//Current Resolution
res = input(defval=30, title="Resolution")

//Deviations
ndev = input(defval=7, minval=0, maxval=7, title="Number of Fibonacci Volatility Deviations")

//----------------------------------------------------------------------------------------------------------------------------------------------------------------
//Definitions
//----------------------------------------------------------------------------------------------------------------------------------------------------------------

//Source
src  = close
dsrc = high - low

//Periods Per Annum
ppa = (1440/res)*365

//Periodic Volatility
Si = log(close/close[1])
Sm = avg(Si, per)
pv = (sqrt((sum(pow((Si - Sm), 2), per))/(per*ppa)))

//Price Geometric Moving Averages
lmean = log(src)
smean = sum(lmean,per)
gma   = exp(smean/per)
lmeand = log(dsrc)
smeand = sum(lmeand,per)
gmad   = exp(smeand/per)

//Deviations
dev  = gmad*pv
ud1  = gma + dev
dd1  = gma - dev
ud2  = gma + dev*2
dd2  = gma - dev*2
ud3  = gma + dev*3
dd3  = gma - dev*3
ud5  = gma + dev*5
dd5  = gma - dev*5
ud8  = gma + dev*8
dd8  = gma - dev*8
ud13 = gma + dev*13
dd13 = gma - dev*13
ud21 = gma + dev*21
dd21 = gma - dev*21
u1  = (ndev==1) or (ndev==2) or (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? ud1 : na
d1  = (ndev==1) or (ndev==2) or (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? dd1 : na
u2  = (ndev==2) or (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? ud2 : na
d2  = (ndev==2) or (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? dd2 : na
u3  = (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? ud3 : na
d3  = (ndev==3) or (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? dd3 : na
u5  = (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? ud5 : na
d5  = (ndev==4) or (ndev==5) or (ndev==6) or (ndev==7) ? dd5 : na
u8  = (ndev==5) or (ndev==6) or (ndev==7) ? ud8 : na
d8  = (ndev==5) or (ndev==6) or (ndev==7) ? dd8 : na
u13 = (ndev==6) or (ndev==7) ? ud13 : na
d13 = (ndev==6) or (ndev==7) ? dd13 : na
u21 = (ndev==7) ? ud21 : na
d21 = (ndev==7) ? dd21 : na

//----------------------------------------------------------------------------------------------------------------------------------------------------------------
//Plots
//----------------------------------------------------------------------------------------------------------------------------------------------------------------

//GMA
gp = plot(gma, color=black, title="GMA")

//Deviations
u21p = plot(u21, color=lime, title="Upper Deviation x 21", transp=100)
u13p = plot(u13, color=lime, title="Upper Deviation x 13", transp=100)
u8p  = plot(u8,  color=lime, title="Upper Deviation x 8",  transp=100)
u5p  = plot(u5,  color=lime, title="Upper Deviation x 5",  transp=100)
u3p  = plot(u3,  color=lime, title="Upper Deviation x 3",  transp=100)
u2p  = plot(u2,  color=lime, title="Upper Deviation x 2",  transp=100)
u1p  = plot(u1,  color=lime, title="Uper Deviation",       transp=100)
d1p  = plot(d1,  color=red,  title="Lower Deviation",      transp=100)
d2p  = plot(d2,  color=red,  title="Lower Deviation x 2",  transp=100)
d3p  = plot(d3,  color=red,  title="Lower Deviation x 3",  transp=100)
d5p  = plot(d5,  color=red,  title="Lower Deviation x 5",  transp=100)
d8p  = plot(d8,  color=red,  title="Lower Deviation x 8",  transp=100)
d13p = plot(d13, color=red,  title="Lower Deviation x 13", transp=100)
d21p = plot(d21, color=red,  title="Lower Deviation x 21", transp=100)

//Fills
fill(u21p, gp, color=silver, transp=90)
fill(u13p, gp, color=silver, transp=90)
fill(u8p, gp,  color=silver, transp=90)
fill(u5p, gp,  color=silver, transp=90)
fill(u3p, gp,  color=silver, transp=90)
fill(u2p, gp,  color=silver, transp=90)
fill(u1p, gp,  color=silver, transp=90)
fill(d1p, gp,  color=silver,  transp=90)
fill(d2p, gp,  color=silver,  transp=90)
fill(d3p, gp,  color=silver,  transp=90)
fill(d5p, gp,  color=silver,  transp=90)
fill(d8p, gp,  color=silver,  transp=90)
fill(d13p, gp, color=silver,  transp=90)
fill(d21p, gp, color=silver,  transp=90)