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ZigZag パターン認識 短期取引戦略

作者: リン・ハーンチャオチャン,日付: 2024-01-23 15:09:13
タグ:

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概要

この戦略は,ZigZag指標に基づいてキャンドルスタイクパターンを特定し,短期取引のためのフィボナッチリトレースメントを使用してエントリーウィンドウ,利益とストップ損失価格を設定します.この戦略は,バット,バターフライ,ガートリーなど,ロングとショートトレンドの両方に13種類のパターンをサポートします.

戦略の論理

  1. シグザグ指標を使用して潜在的な逆転点を特定する
  2. 最新の4つの逆転点を計算し,彼らが13の事前に定義されたパターンのいずれかに一致するかどうかを確認します.
  3. パターンがマッチして価格がフィボナッチ0.382リトラセッションエリアに入ると取引を入力します
  4. 引き下げレベル0.618に利益を引き取り,引き下げレベル -0.618にストップロスを設定
  5. バット,バターフライ,ガートリーなどの一般的なパターン,および Anti-Bat, Anti-Butterflyなどのいくつかの逆パターンを含む

利点分析

  1. ZigZag インディケーターは,市場騒音を効果的にフィルターし,より明確なトレンド逆転点を特定します.
  2. 複数のパターンがリスクをコントロールしながら取引への機会を増やす
  3. フィボナッチリトレースメントレベルはエントリー,取利益,ストップ損失を標準化します

リスク分析

  1. ZigZagインジケーターはパラメータに敏感で,最適化が必要で,最高のパラメータの組み合わせを見つける
  2. 適切なパターンが多すぎると,曲線の適合リスクが増加し,実際の取引パフォーマンスはバックテストの結果を下回る可能性があります.
  3. 最新の4つの逆転点のみを考慮し,より複雑なパターンは無視されます
  4. 逆転ブレイクを再テストしない場合,早期ストップ損失を引き起こす可能性があります.

オプティマイゼーションの方向性

  1. 最適な組み合わせを見つけるためにZigZagパラメータを最適化
  2. パターンの有効性チェックを追加します.例えば,閉値で重要なポイントの確認です.
  3. 入力機会を増やすためにパターンライブラリを拡張する
  4. ストップ・ロスのリスクを低減するためにリトレースの再テストメカニズムを追加する

結論

この戦略は,ジグザグ指標とキャンドルスタイクパターンを用いてトレンド逆転点を特定し,フィボナッチリトレースゾーンで標準化されたエントリー/エグジットロジックを設定する.最適化されたパラメータと調整されたストップロスのメカニズムにより,良い実際の取引結果を達成する可能性がある.鍵は最適なパラメータ組み合わせを見つけ,それに応じてストップロスを調整することです.


/*backtest
start: 2023-12-01 00:00:00
end: 2023-12-31 23:59:59
period: 2h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=4

strategy(title='[STRATEGY][RS]ZigZag PA Strategy V4', shorttitle='S', overlay=true)
useHA = input(false, title='Use Heikken Ashi Candles')
useAltTF = input(true, title='Use Alt Timeframe')
tf = input('60', title='Alt Timeframe')
showPatterns = input(true, title='Show Patterns')
showFib0000 = input(title='Display Fibonacci 0.000:', type=bool, defval=true)
showFib0236 = input(title='Display Fibonacci 0.236:', type=bool, defval=true)
showFib0382 = input(title='Display Fibonacci 0.382:', type=bool, defval=true)
showFib0500 = input(title='Display Fibonacci 0.500:', type=bool, defval=true)
showFib0618 = input(title='Display Fibonacci 0.618:', type=bool, defval=true)
showFib0764 = input(title='Display Fibonacci 0.764:', type=bool, defval=true)
showFib1000 = input(title='Display Fibonacci 1.000:', type=bool, defval=true)
zigzag() =>
    _isUp = close >= open
    _isDown = close <= open
    _direction = _isUp[1] and _isDown ? -1 : _isDown[1] and _isUp ? 1 : nz(_direction[1])
    _zigzag = _isUp[1] and _isDown and _direction[1] != -1 ? highest(2) : _isDown[1] and _isUp and _direction[1] != 1 ? lowest(2) : na

_ticker = useHA ? heikenashi(syminfo.tickerid) : syminfo.tickerid
sz = useAltTF ? (ta.change(time(tf)) != 0 ? request.security(_ticker, tf, zigzag()) : na) : zigzag()

plot(sz, title='zigzag', color=color.black, linewidth=2)

//  ||---   Pattern Recognition:

x = ta.valuewhen(sz, sz, 4) 
a = ta.valuewhen(sz, sz, 3) 
b = ta.valuewhen(sz, sz, 2) 
c = ta.valuewhen(sz, sz, 1) 
d = ta.valuewhen(sz, sz, 0)

xab = (abs(b-a)/abs(x-a))
xad = (abs(a-d)/abs(x-a))
abc = (abs(b-c)/abs(a-b))
bcd = (abs(c-d)/abs(b-c))

//  ||-->   Functions:
isBat(_mode)=>
    _xab = xab >= 0.382 and xab <= 0.5
    _abc = abc >= 0.382 and abc <= 0.886
    _bcd = bcd >= 1.618 and bcd <= 2.618
    _xad = xad <= 0.618 and xad <= 1.000    // 0.886
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAntiBat(_mode)=>
    _xab = xab >= 0.500 and xab <= 0.886    // 0.618
    _abc = abc >= 1.000 and abc <= 2.618    // 1.13 --> 2.618
    _bcd = bcd >= 1.618 and bcd <= 2.618    // 2.0  --> 2.618
    _xad = xad >= 0.886 and xad <= 1.000    // 1.13
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAltBat(_mode)=>
    _xab = xab <= 0.382
    _abc = abc >= 0.382 and abc <= 0.886
    _bcd = bcd >= 2.0 and bcd <= 3.618
    _xad = xad <= 1.13
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isButterfly(_mode)=>
    _xab = xab <= 0.786
    _abc = abc >= 0.382 and abc <= 0.886
    _bcd = bcd >= 1.618 and bcd <= 2.618
    _xad = xad >= 1.27 and xad <= 1.618
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAntiButterfly(_mode)=>
    _xab = xab >= 0.236 and xab <= 0.886    // 0.382 - 0.618
    _abc = abc >= 1.130 and abc <= 2.618    // 1.130 - 2.618
    _bcd = bcd >= 1.000 and bcd <= 1.382    // 1.27
    _xad = xad >= 0.500 and xad <= 0.886    // 0.618 - 0.786
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isABCD(_mode)=>
    _abc = abc >= 0.382 and abc <= 0.886
    _bcd = bcd >= 1.13 and bcd <= 2.618
    _abc and _bcd and (_mode == 1 ? d < c : d > c)

isGartley(_mode)=>
    _xab = xab >= 0.5 and xab <= 0.618 // 0.618
    _abc = abc >= 0.382 and abc <= 0.886
    _bcd = bcd >= 1.13 and bcd <= 2.618
    _xad = xad >= 0.75 and xad <= 0.875 // 0.786
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAntiGartley(_mode)=>
    _xab = xab >= 0.500 and xab <= 0.886    // 0.618 -> 0.786
    _abc = abc >= 1.000 and abc <= 2.618    // 1.130 -> 2.618
    _bcd = bcd >= 1.500 and bcd <= 5.000    // 1.618
    _xad = xad >= 1.000 and xad <= 5.000    // 1.272
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isCrab(_mode)=>
    _xab = xab >= 0.500 and xab <= 0.875    // 0.886
    _abc = abc >= 0.382 and abc <= 0.886    
    _bcd = bcd >= 2.000 and bcd <= 5.000    // 3.618
    _xad = xad >= 1.382 and xad <= 5.000    // 1.618
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAntiCrab(_mode)=>
    _xab = xab >= 0.250 and xab <= 0.500    // 0.276 -> 0.446
    _abc = abc >= 1.130 and abc <= 2.618    // 1.130 -> 2.618
    _bcd = bcd >= 1.618 and bcd <= 2.618    // 1.618 -> 2.618
    _xad = xad >= 0.500 and xad <= 0.750    // 0.618
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isShark(_mode)=>
    _xab = xab >= 0.500 and xab <= 0.875    // 0.5 --> 0.886
    _abc = abc >= 1.130 and abc <= 1.618    //
    _bcd = bcd >= 1.270 and bcd <= 2.240    //
    _xad = xad >= 0.886 and xad <= 1.130    // 0.886 --> 1.13
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isAntiShark(_mode)=>
    _xab = xab >= 0.382 and xab <= 0.875    // 0.446 --> 0.618
    _abc = abc >= 0.500 and abc <= 1.000    // 0.618 --> 0.886
    _bcd = bcd >= 1.250 and bcd <= 2.618    // 1.618 --> 2.618
    _xad = xad >= 0.500 and xad <= 1.250    // 1.130 --> 1.130
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

is5o(_mode)=>
    _xab = xab >= 1.13 and xab <= 1.618
    _abc = abc >= 1.618 and abc <= 2.24
    _bcd = bcd >= 0.5 and bcd <= 0.625 // 0.5
    _xad = xad >= 0.0 and xad <= 0.236 // negative?
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isWolf(_mode)=>
    _xab = xab >= 1.27 and xab <= 1.618
    _abc = abc >= 0 and abc <= 5
    _bcd = bcd >= 1.27 and bcd <= 1.618
    _xad = xad >= 0.0 and xad <= 5
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isHnS(_mode)=>
    _xab = xab >= 2.0 and xab <= 10
    _abc = abc >= 0.90 and abc <= 1.1
    _bcd = bcd >= 0.236 and bcd <= 0.88
    _xad = xad >= 0.90 and xad <= 1.1
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isConTria(_mode)=>
    _xab = xab >= 0.382 and xab <= 0.618
    _abc = abc >= 0.382 and abc <= 0.618
    _bcd = bcd >= 0.382 and bcd <= 0.618
    _xad = xad >= 0.236 and xad <= 0.764
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

isExpTria(_mode)=>
    _xab = xab >= 1.236 and xab <= 1.618
    _abc = abc >= 1.000 and abc <= 1.618
    _bcd = bcd >= 1.236 and bcd <= 2.000
    _xad = xad >= 2.000 and xad <= 2.236
    _xab and _abc and _bcd and _xad and (_mode == 1 ? d < c : d > c)

plotshape(not showPatterns ? na : isABCD(-1) and not isABCD(-1)[1], text="\nAB=CD", title='Bear ABCD', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0, offset=-2)
plotshape(not showPatterns ? na : isBat(-1) and not isBat(-1)[1], text="Bat", title='Bear Bat', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0, offset=-2)
plotshape(not showPatterns ? na : isAntiBat(-1) and not isAntiBat(-1)[1], text="Anti Bat", title='Bear Anti Bat', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0, offset=-2)
plotshape(not showPatterns ? na : isAltBat(-1) and not isAltBat(-1)[1], text="Alt Bat", title='Bear Alt Bat', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isButterfly(-1) and not isButterfly(-1)[1], text="Butterfly", title='Bear Butterfly', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isAntiButterfly(-1) and not isAntiButterfly(-1)[1], text="Anti Butterfly", title='Bear Anti Butterfly', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isGartley(-1) and not isGartley(-1)[1], text="Gartley", title='Bear Gartley', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isAntiGartley(-1) and not isAntiGartley(-1)[1], text="Anti Gartley", title='Bear Anti Gartley', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isCrab(-1) and not isCrab(-1)[1], text="Crab", title='Bear Crab', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isAntiCrab(-1) and not isAntiCrab(-1)[1], text="Anti Crab", title='Bear Anti Crab', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isShark(-1) and not isShark(-1)[1], text="Shark", title='Bear Shark', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isAntiShark(-1) and not isAntiShark(-1)[1], text="Anti Shark", title='Bear Anti Shark', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : is5o(-1) and not is5o(-1)[1], text="5-O", title='Bear 5-O', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isWolf(-1) and not isWolf(-1)[1], text="Wolf Wave", title='Bear Wolf Wave', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isHnS(-1) and not isHnS(-1)[1], text="Head and Shoulders", title='Bear Head and Shoulders', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isConTria(-1) and not isConTria(-1)[1], text="Contracting Triangle", title='Bear Contracting triangle', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)
plotshape(not showPatterns ? na : isExpTria(-1) and not isExpTria(-1)[1], text="Expanding Triangle", title='Bear Expanding Triangle', style=shape.labeldown, color=maroon, textcolor=white, location=location.top, transp=0)

plotshape(not showPatterns ? na : isABCD(1) and not isABCD(1)[1], text="AB=CD\n", title='Bull ABCD', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isBat(1) and not isBat(1)[1], text="Bat", title='Bull Bat', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAntiBat(1) and not isAntiBat(1)[1], text="Anti Bat", title='Bull Anti Bat', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAltBat(1) and not isAltBat(1)[1], text="Alt Bat", title='Bull Alt Bat', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isButterfly(1) and not isButterfly(1)[1], text="Butterfly", title='Bull Butterfly', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAntiButterfly(1) and not isAntiButterfly(1)[1], text="Anti Butterfly", title='Bull Anti Butterfly', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isGartley(1) and not isGartley(1)[1], text="Gartley", title='Bull Gartley', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAntiGartley(1) and not isAntiGartley(1)[1], text="Anti Gartley", title='Bull Anti Gartley', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isCrab(1) and not isCrab(1)[1], text="Crab", title='Bull Crab', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAntiCrab(1) and not isAntiCrab(1)[1], text="Anti Crab", title='Bull Anti Crab', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isShark(1) and not isShark(1)[1], text="Shark", title='Bull Shark', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isAntiShark(1) and not isAntiShark(1)[1], text="Anti Shark", title='Bull Anti Shark', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : is5o(1) and not is5o(1)[1], text="5-O", title='Bull 5-O', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isWolf(1) and not isWolf(1)[1], text="Wolf Wave", title='Bull Wolf Wave', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isHnS(1) and not isHnS(1)[1], text="Head and Shoulders", title='Bull Head and Shoulders', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isConTria(1) and not isConTria(1)[1], text="Contracting Triangle", title='Bull Contracting Triangle', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)
plotshape(not showPatterns ? na : isExpTria(1) and not isExpTria(1)[1], text="Expanding Triangle", title='Bull Expanding Triangle', style=shape.labelup, color=green, textcolor=white, location=location.bottom, transp=0)

//-------------------------------------------------------------------------------------------------------------------------------------------------------------
fib_range = abs(d-c)
fib_0000 = not showFib0000 ? na : d > c ? d-(fib_range*0.000):d+(fib_range*0.000)
fib_0236 = not showFib0236 ? na : d > c ? d-(fib_range*0.236):d+(fib_range*0.236)
fib_0382 = not showFib0382 ? na : d > c ? d-(fib_range*0.382):d+(fib_range*0.382)
fib_0500 = not showFib0500 ? na : d > c ? d-(fib_range*0.500):d+(fib_range*0.500)
fib_0618 = not showFib0618 ? na : d > c ? d-(fib_range*0.618):d+(fib_range*0.618)
fib_0764 = not showFib0764 ? na : d > c ? d-(fib_range*0.764):d+(fib_range*0.764)
fib_1000 = not showFib1000 ? na : d > c ? d-(fib_range*1.000):d+(fib_range*1.000)
plot(title='Fib 0.000', series=fib_0000, color=fib_0000 != fib_0000[1] ? na : black)
plot(title='Fib 0.236', series=fib_0236, color=fib_0236 != fib_0236[1] ? na : red)
plot(title='Fib 0.382', series=fib_0382, color=fib_0382 != fib_0382[1] ? na : olive)
plot(title='Fib 0.500', series=fib_0500, color=fib_0500 != fib_0500[1] ? na : lime)
plot(title='Fib 0.618', series=fib_0618, color=fib_0618 != fib_0618[1] ? na : teal)
plot(title='Fib 0.764', series=fib_0764, color=fib_0764 != fib_0764[1] ? na : blue)
plot(title='Fib 1.000', series=fib_1000, color=fib_1000 != fib_1000[1] ? na : black)

bgcolor(not useAltTF ? na : change(time(tf))!=0?black:na)
f_last_fib(_rate)=>d > c ? d-(fib_range*_rate):d+(fib_range*_rate)

trade_size = input(title='Trade size:', type=float, defval=1.00)
ew_rate = input(title='Fib. Rate to use for Entry Window:', type=float, defval=0.382)
tp_rate = input(title='Fib. Rate to use for TP:', type=float, defval=0.618)
sl_rate = input(title='Fib. Rate to use for SL:', type=float, defval=-0.618)
buy_patterns_00 = isABCD(1) or isBat(1) or isAltBat(1) or isButterfly(1) or isGartley(1) or isCrab(1) or isShark(1) or is5o(1) or isWolf(1) or isHnS(1) or isConTria(1) or isExpTria(1)
buy_patterns_01 = isAntiBat(1) or isAntiButterfly(1) or isAntiGartley(1) or isAntiCrab(1) or isAntiShark(1)
sel_patterns_00 = isABCD(-1) or isBat(-1) or isAltBat(-1) or isButterfly(-1) or isGartley(-1) or isCrab(-1) or isShark(-1) or is5o(-1) or isWolf(-1) or isHnS(-1) or isConTria(-1) or isExpTria(-1)
sel_patterns_01 = isAntiBat(-1) or isAntiButterfly(-1) or isAntiGartley(-1) or isAntiCrab(-1) or isAntiShark(-1)
buy_entry = (buy_patterns_00 or buy_patterns_01) and close <= f_last_fib(ew_rate)
buy_close = high >= f_last_fib(tp_rate) or low <= f_last_fib(sl_rate)
sel_entry = (sel_patterns_00 or sel_patterns_01) and close >= f_last_fib(ew_rate)
sel_close = low <= f_last_fib(tp_rate) or high >= f_last_fib(sl_rate)
strategy.entry('buy', long=strategy.long, qty=trade_size, comment='buy', when=buy_entry)
strategy.close('buy', when=buy_close)
strategy.entry('sell', long=strategy.short, qty=trade_size, comment='sell', when=sel_entry)
strategy.close('sell', when=sel_close)


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