Strategie auf der Grundlage von Kerzenmustern

Schriftsteller:ChaoZhang, Datum: 2023-09-22 12:28:59
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Übersicht

Diese Strategie basiert auf Kerzenmustern, um verschiedene Kerzensignale zu identifizieren und den Trend zu handeln.

Strategie Logik

Die Strategie identifiziert hauptsächlich folgende Kerzenmuster für Handelssignale:

  • Abnahme: Aufwärtstrend und Abwärtstrend

  • Piercing Line/Dark Cloud Cover: Aufwärtstrend für die Piercing-Linie und die dunkle Wolkendecke

  • Morgenstern/Abendstern: bullische Morgenstern- und bärische Abendsternmuster

  • Belt Hold: Aufwärts- und Abwärts-Belt Hold-Muster

  • Drei weiße Soldaten/Drei schwarze Krähen: drei weiße Soldaten und drei schwarze Krähen

  • Drei Sterne im Süden: drei Sterne im Südmuster

  • Stick Sandwich: Stick Sandwich Muster

  • Meeting Line: Aufwärtstrend- und Abwärtstrendmuster

  • Kicking: Aufwärtstrend und Abwärtstrend

  • Leiterboden: Leiterbodenmuster

Bei der Erkennung dieser Kerzensignale platziert es ausstehende Aufträge in der Nähe des offenen Preises des nächsten Balkens, mit vordefiniertem Stop-Loss und Take-Profit für den Trend.

Es fügt auch einen gleitenden Durchschnittsfilter hinzu, um zu vermeiden, Signale zu empfangen, wenn der Preis auf der falschen Seite des MA liegt.

Vorteile

  1. Basierend auf klassischen Kerzenmustern hat es eine universelle Anwendbarkeit.

  2. Der Handel erfolgt mechanisch nach Musterregeln, unbeeinflusst von subjektiven Faktoren.

  3. angemessene Stop-Loss- und Take-Profit-Einstellungen zur Kontrolle von Einzelhandelsrisiken.

  4. Der Trailing-Stop-Mechanismus passt den Stop-Loss dynamisch mit dem Markt an.

  5. Der MA-Filter fügt mehr Logik hinzu, um nicht in falsche Trades gefangen zu werden.

Risiken und Lösungen

  1. Kerzenmuster haben einige Fehler bei der Identifizierung, was zu falschen Signalen führen kann.

  2. Der statische Stop-Loss kann Risiken durch Marktereignisse nicht vollständig vermeiden.

  3. Empfindlich für Handelssitzungen, kann nicht 24x7 laufen, kann Handelszeiten anpassen oder Auktionsfilter hinzufügen.

  4. Der MA-Filter kann einige Gelegenheiten verpassen, den MA-Zeitraum verringern oder den Filter entfernen.

  5. Es ist schwierig, von beiden Seiten zusammen zu profitieren, weil es Konflikte gibt.

Optimierungsrichtlinien

  1. Optimierung der Parameter der Kerzenmuster zur besseren Identifizierung.

  2. Versuche verschiedene Stoppmethoden, um die optimale zu finden.

  3. Versuchen Sie fortschrittlichere Risikomanagement-Techniken wie Geldmanagement oder Volatilitäts-Stop-Loss.

  4. Fügen Sie mehr Filter hinzu, um die Filterlogik zu verbessern.

  5. Bauen Sie Kerzenmustererkennungsmodelle mithilfe von maschinellem Lernen.

  6. Entwickeln Sie eine Strategie-Logik, die sowohl lange als auch kurze Signale erkennen kann.

Zusammenfassung

Diese Strategie verwendet klassische Kerzenmuster zur Trenddetektion und handelt mechanisch basierend auf den Signalen. Sie verwaltet Risiken durch strengen Stop-Loss und Trailing-Stop und verbessert die Logik durch das Hinzufügen eines MA-Filters. Die Strategie ist leicht zu verstehen und umzusetzen, hat aber auch einige Probleme wie Fehlindentifizierung und Schwierigkeiten bei der Parameter-Tuning. Zukünftige Optimierungen können durch die Einführung mehrer technischer Indikatoren und Maschinellen Lernmodelle durchgeführt werden, um eine bessere Leistung zu erzielen.


/*backtest
start: 2022-09-15 00:00:00
end: 2023-02-17 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=2
strategy("Candle Patterns Strategy - 2", shorttitle="CPS - 2", overlay=true)
// New risk management system: order entry, moving stop loss to breakeven + moving average filter (SMA)

//--- Patterns Input ---

OnEngulfing = input(defval=true, title="Engulfing", type=bool)
OnHarami = input(defval=true, title="Harami", type=bool)
OnPiercingLine = input(defval=true, title="Piercing Line / Dark Cloud Cover", type=bool)
OnMorningStar = input(defval=true, title="Morning Star / Evening Star ", type=bool)
OnBeltHold = input(defval=true, title="Belt Hold", type=bool)
OnThreeWhiteSoldiers = input(defval=true, title="Three White Soldiers / Three Black Crows", type=bool)
OnThreeStarsInTheSouth = input(defval=true, title="Three Stars in the South", type=bool)
OnStickSandwich = input(defval=true, title="Stick Sandwich", type=bool)
OnMeetingLine = input(defval=true, title="Meeting Line", type=bool)
OnKicking = input(defval=true, title="Kicking", type=bool)
OnLadderBottom = input(defval=true, title="Ladder Bottom", type=bool)

//--- Risk Management Input ---
tick = input (defval = 0.01, title="Tick Size", minval = 0.001)
inpsl = input(defval = 10, title="Stop Loss", minval = 1)
inptp = input(defval = 100, title="Take Profit", minval = 1)
inpbm = input (defval=10, title="Breakeven Margin", minval = 1)
inpindent = input(defval = 5, title="Price Movement Confirmation", minval = 0)
InpSmaFilter = input(defval=false, title="MA Filter", type=bool)
maPer=input(defval = 50, title="MA Period", minval = 1)
//inptrail = input(defval = 0, title="Trailing Stop", minval = 0)
// If the zero value is set for stop loss, take profit or trailing stop, then the function is disabled
//sl = inpsl >= 1 ? inpsl : na
sl = inpsl * tick
bm = inpbm * tick
tp = inptp //* tick
indent = inpindent * tick
//trail = inptrail >= 1 ? inptrail : na

//--- Session Input ---

sess = input(defval = "0000-0000", title="Trading Session")
t = time(timeframe.period, sess)
session_open = na(t) ? false : true

// --- Candlestick Patterns ---

//Engulfing 
bullish_engulfing = high[0]>high[1] and low[0]<low[1] and open[0]<open[1] and close[0]>close[1] and close[0]>open[0] and close[1]<close[2] and close[0]>open[1] ? OnEngulfing : na
bearish_engulfing = high[0]>high[1] and low[0]<low[1] and open[0]>open[1] and close[0]<close[1] and close[0]<open[0] and close[1]>close[2] and close[0]<open[1] ? OnEngulfing : na

//Harami
bullish_harami =  open[1]>close[1] and close[1]<close[2] and open[0]>close[1] and open[0]<open[1] and close[0]>close[1] and close[0]<open[1] and high[0]<high[1] and low[0]>low[1] and close[0]>=open[0] ? OnHarami : na
bearish_harami =   open[1]<close[1] and close[1]>close[2] and open[0]<close[1] and open[0]>open[1] and close[0]<close[1] and close[0]>open[1] and high[0]<high[1] and low[0]>low[1] and close[0]<=open[0] ? OnHarami : na

//Piercing Line/Dark Cloud Cover 
piercing_line = close[2]>close[1] and open[0]<low[1] and close[0]>avg(open[1],close[1]) and close[0]<open[1] ? OnPiercingLine : na
dark_cloud_cover = close[2]<close[1] and open[0]>high[1] and close[0]<avg(open[1],close[1]) and close[0]>open[1] ? OnPiercingLine : na

//Morning Star/Evening Star
morning_star = close[3]>close[2] and close[2]<open[2] and open[1]<close[2] and close[1]<close[2] and open[0]>open[1] and open[0]>close[1] and close[0]>close[2] and open[2]-close[2]>close[0]-open[0] ? OnMorningStar : na
evening_star = close[3]<close[2] and close[2]>open[2] and open[1]>close[2] and close[1]>close[2] and open[0]<open[1] and open[0]<close[1] and close[0]<close[2] and close[2]-open[2]>open[0]-close[0] ? OnMorningStar : na

//Belt Hold
bullish_belt_hold = close[1]<open[1] and low[1]>open[0] and close[1]>open[0] and open[0]==low[0] and close[0]>avg(close[0],open[0]) ? OnBeltHold :na
bearish_belt_hold =  close[1]>open[1] and high[1]<open[0] and close[1]<open[0] and open[0]==high[0] and close[0]<avg(close[0],open[0]) ? OnBeltHold :na

//Three White Soldiers/Three Black Crows 
three_white_soldiers = close[3]<open[3] and open[2]<close[3] and close[2]>avg(close[2],open[2]) and open[1]>open[2] and open[1]<close[2] and close[1]>avg(close[1],open[1]) and open[0]>open[1] and open[0]<close[1] and close[0]>avg(close[0],open[0]) and high[1]>high[2] and high[0]>high[1] ? OnThreeWhiteSoldiers : na
three_black_crows =  close[3]>open[3] and open[2]>close[3] and close[2]<avg(close[2],open[2]) and open[1]<open[2] and open[1]>close[2] and close[1]<avg(close[1],open[1]) and open[0]<open[1] and open[0]>close[1] and close[0]<avg(close[0],open[0]) and low[1]<low[2] and low[0]<low[1] ? OnThreeWhiteSoldiers : na

//Three Stars in the South
three_stars_in_the_south = open[3]>close[3] and open[2]>close[2] and open[2]==high[2] and open[1]>close[1] and open[1]<open[2] and open[1]>close[2] and low[1]>low[2] and open[1]==high[1] and open[0]>close[0] and open[0]<open[1] and open[0]>close[1] and open[0]==high[0] and close[0]==low[0] and close[0]>=low[1] ? OnThreeStarsInTheSouth : na

//Stick Sandwich
stick_sandwich = open[2]>close[2] and open[1]>close[2] and open[1]<close[1] and open[0]>close[1] and open[0]>close[0] and close[0]==close[2] ? OnStickSandwich : na

//Meeting Line 
bullish_ml = open[2]>close[2] and open[1]>close[1] and close[1]==close[0] and open[0]<close[0] and open[1]>=high[0] ? OnMeetingLine : na
bearish_ml = open[2]<close[2] and open[1]<close[1] and close[1]==close[0] and open[0]>close[0] and open[1]<=low[0] ? OnMeetingLine : na

//Kicking 
bullish_kicking =  open[1]>close[1] and open[1]==high[1] and close[1]==low[1] and open[0]>open[1] and open[0]==low[0] and close[0]==high[0] and close[0]-open[0]>open[1]-close[1] ? OnKicking : na
bearish_kicking = open[1]<close[1] and open[1]==low[1] and close[1]==high[1] and open[0]<open[1] and open[0]==high[0] and close[0]==low[0] and open[0]-close[0]>close[1]-open[1] ? OnKicking : na

//Ladder Bottom
ladder_bottom = open[4]>close[4] and open[3]>close[3] and open[3]<open[4] and open[2]>close[2] and open[2]<open[3] and open[1]>close[1] and open[1]<open[2] and open[0]<close[0] and open[0]>open[1] and low[4]>low[3] and low[3]>low[2] and low[2]>low[1] ? OnLadderBottom : na

// --- Plotting Patterns ---

plotshape(bullish_engulfing, text='Engulfing', style=shape.triangleup, color=#1FADA2, editable=true, title="Bullish Engulfing Text")
plotshape(bearish_engulfing,text='Engulfing', style=shape.triangledown, color=#F35A54, editable=true, title="Bearish Engulfing Text")
plotshape(bullish_harami,text='Harami', style=shape.triangleup, color=#1FADA2, editable=true, title="Bullish Harami Text")
plotshape(bearish_harami,text='Harami', style=shape.triangledown, color=#F35A54, editable=true, title="BEarish Harami Text")
plotshape(piercing_line,text='Piercing Line', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(dark_cloud_cover,text='Dark Cloud Cover', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(morning_star,text='Morning Star', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(evening_star,text='Evening Star', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(bullish_belt_hold,text='Belt Hold', style=shape.triangleup, color=#1FADA2, editable=false)    
plotshape(bearish_belt_hold,text='Belt Hold', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(three_white_soldiers,text='Three White Soldiers', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(three_black_crows,text='Three Black Crows', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(three_stars_in_the_south,text='3 Stars South', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(stick_sandwich,text='Stick Sandwich', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(bullish_ml,text='Meeting Line', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(bearish_ml,text='Meeting Line', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(bullish_kicking,text='Kicking', style=shape.triangleup, color=#1FADA2, editable=false)
plotshape(bearish_kicking,text='Kicking', style=shape.triangledown, color=#F35A54, editable=false)
plotshape(ladder_bottom,text='Ladder Bottom', style=shape.triangleup, color=#1FADA2, editable=false)

// --- STRATEGY ---

SignalUp = bullish_engulfing or bullish_harami or piercing_line or morning_star or bullish_belt_hold or three_white_soldiers or three_stars_in_the_south or stick_sandwich or bullish_ml or bullish_kicking or ladder_bottom
SignalDown = bearish_engulfing or bearish_harami or dark_cloud_cover or evening_star or bearish_belt_hold or three_black_crows or bearish_ml or bearish_kicking

PointOfEntry = SignalUp ? high[0] + indent : SignalDown ? low[0] - indent : na

bu = strategy.position_avg_price
shlo = strategy.position_size
stL = shlo > 0 and close [0] > bu + bm ? bu : shlo < 0 and close [0] < bu - bm ? bu : na
du = sma(close, maPer)
smaF = SignalUp and high[0]>du[0] ? true : SignalUp and high[0]<du[0] ? false : SignalDown and high[0]>du[0] ? false : SignalDown and high[0]<du[0] ? true : na 
smaFilter = InpSmaFilter ? smaF : true
duplot = InpSmaFilter ? du : na
plot(duplot, color=red)

// -- Orders --

strategy.order("buy", true, stop = PointOfEntry, oca_name = "trade",  when = SignalUp and session_open and smaFilter)
strategy.cancel("buy", when = not session_open or SignalDown or strategy.opentrades > 0)
strategy.order("stop sell", false, stop = bu-sl, oca_name = "trade",  when = strategy.opentrades > 0 and shlo > 0 and session_open)
strategy.cancel("stop sell", close [0] > bu + bm or not session_open or strategy.opentrades == 0 )
strategy.order("breakeven sell", false, stop = bu + 1*tick, oca_name = "trade",  when = strategy.opentrades > 0 and shlo > 0 and close [0] > bu + bm and session_open)
strategy.cancel("breakeven sell", when = strategy.opentrades == 0 or not session_open)

strategy.order("sell", false, stop = PointOfEntry, oca_name = "trade",  when = SignalDown and session_open and smaFilter)
strategy.cancel("sell", when = not session_open or SignalUp or strategy.opentrades > 0)
strategy.order("stop buy", true, stop = bu+sl, oca_name = "trade",  when = strategy.opentrades > 0 and shlo < 0 and session_open)
strategy.cancel("stop buy", when = close [0] < bu - bm or not session_open or  strategy.opentrades == 0 )
strategy.order("breakeven buy", true, stop = bu - 1 * tick, oca_name = "trade",  when = strategy.opentrades > 0 and shlo < 0 and close [0] < bu - bm and session_open)
strategy.cancel("breakeven buy", when = strategy.opentrades == 0 or not session_open)

strategy.close("buy", when = not session_open or SignalDown )
strategy.close("sell", when = not session_open or SignalUp)
strategy.exit("Take Profit", from_entry = "buy", profit = tp)
strategy.exit("Take Profit", from_entry = "sell", profit = tp)

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