勾配反転取引戦略
作成日:
2023-10-09 15:10:39
最終変更日:
2023-10-09 15:10:39
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ChaoZhang
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概要
梯度反転取引戦略は,均線システムを利用して買入シグナルを発するトレンド追跡戦略である.それは,異なる周期の移動平均を計算して,現在の価格のトレンド方向を判断し,トレンド反転点で買入または売却を行う.この戦略は,中長線トレンドを捕捉し,トレンドが転じるときに取引することを目的としている.
戦略原則
この戦略は,2つの移動平均を計算して取引シグナルを生成します. 長い周期の平均線が基準線として,別の短い周期の平均線が交差します. 具体的操作の論理は次のとおりです.
周期パラメータlen1を持つ基准平均線を計算し,より長い周期のトレンドを表す平均線である。
信号平均線を計算し,周期パラメータlen2で,より短い周期トレンドを表す平均線,len2
短平均線が上方から下りて長平均線を通るとき,空白取引はトレンドの逆転を示し,株価は下方へ進む可能性がある.
短平均線が下から長平均線を突破すると,トレンドが逆転し,株価が上昇する可能性があることを示すため,多額の取引を行う.
価格が長期平均線の近くに戻ったとき,平仓のオフセット.
移動平均の交差で中長線トレンドの転換点を捉え,トレンド取引を行う.
戦略的優位性
均線交差系を利用して,中間周期のトレンド反転を効果的に捉えることができる.
取引のシグナルはシンプルでわかりやすく,簡単に理解できます.
各種とトレーダーに合わせてカスタマイズ可能な周期パラメータ.
ストップ・ローズ・ストップを設定して,各リスクをコントロールできます.
株価の予測は不要で,トレンドの方向のみを気にすること.
戦略リスク
震動の際,均線交差が頻繁になり,偽信号が多く発生する.
短期的な価格変動から利益を得られないため,中長期トレンドの取引に適しています.
平均線システムは価格の変化に遅れをとり,トレンドの転換をタイムリーに捉えることができない.
取引の頻度が低く,十分な利益を得られないかもしれません.
市場に対応した取引頻度に適したパラメータの調整が必要です.
最適化の方向
MACD,KDなどの他の技術指標と組み合わせて確認し,偽信号をフィルターします.
トレンドフィルターで,トレンドが明確である場合にのみ信号を発信します.
複数のタイムフレームの取引,異なる周期均線が同時に作用し,より多くの取引機会を組み合わせます.
動的最適化パラメータは,周期パラメータが市場の変化に追随するようにします.
機械学習モデルを組み込み,トレンドの逆転を判断する.
要約する
梯度逆転取引戦略は,全体としてシンプルで実用的なトレンド追跡戦略である.それは,均線交差によって中期トレンドターニングポイントを判断し,より長い時間周期の価格トレンドを捕捉する.この戦略は,実行しやすい,取引シグナルは明瞭であるが,いくつかの制限もある.パラメータ設定の継続的な最適化,他の技術指標の組み合わせ,機械学習の導入などの方法によって,この戦略の効果が向上し,市場機会をよりうまく把握することができる.
ストラテジーソースコード
/*backtest
start: 2022-10-02 00:00:00
end: 2023-10-08 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/
//@version=3
//Created by 100kiwi
strategy(title = "TrapTrading", overlay = true)
/////////////////////////////////////////////////////////////////////
// COMPONENT CODE START
//*******************************************************************
// Backtesting Period Selector | Component by pbergden
//*******************************************************************
testStartYear = input(2015, "Backtest Start Year")
testStartMonth = input(1, "Backtest Start Month")
testStartDay = input(1, "Backtest Start Day")
testPeriodStart = timestamp(testStartYear,testStartMonth,testStartDay,0,0)
testStopYear = input(2018, "Backtest Stop Year")
testStopMonth = input(12, "Backtest Stop Month")
testStopDay = input(31, "Backtest Stop Day")
testPeriodStop = timestamp(testStopYear,testStopMonth,testStopDay,0,0)
// A switch to control background coloring of the test period
testPeriodBackground = input(title="Color Background?", type=bool, defval=true)
testPeriodBackgroundColor = testPeriodBackground and (time >= testPeriodStart) and (time <= testPeriodStop) ? #00FF00 : na
bgcolor(testPeriodBackgroundColor, transp=97)
testPeriod() => true
// COMPONENT CODE STOP
/////////////////////////////////////////////////////////////////////
// input
buySide = input(defval = true, title = "Trade Direction (ON: Buy Side OFF: Sell Side)", type = bool)
counterTrend = input(defval = true, title = "Trade Mode (ON: Counter Trend OFF: Trend Following)", type = bool)
len1 = input(defval = 14, title = "Period")
multiple = input(defval = 1.4, title = "Multiple")
m1 = close - close[len1]
controlPoint = counterTrend ? lowest(abs(m1), len1) == abs(m1) : highest(abs(m1), len1) == abs(m1)
baseLine = valuewhen(controlPoint, avg(close, close[len1]), 0)
// trap line
atr = atr(len1)
line1Up = baseLine + (atr * multiple)
line2Up = baseLine + (atr * 2 * multiple)
line3Up = baseLine + (atr * 3 * multiple)
line4Up = baseLine + (atr * 4 * multiple)
line5Up = baseLine + (atr * 5 * multiple)
line6Up = baseLine + (atr * 6 * multiple)
line7Up = baseLine + (atr * 7 * multiple)
line8Up = baseLine + (atr * 8 * multiple)
line9Up = baseLine + (atr * 9 * multiple)
line10Up = baseLine + (atr * 10 * multiple)
line1Down = baseLine - (atr * multiple)
line2Down = baseLine - (atr * 2 * multiple)
line3Down = baseLine - (atr * 3 * multiple)
line4Down = baseLine - (atr * 4 * multiple)
line5Down = baseLine - (atr * 5 * multiple)
line6Down = baseLine - (atr * 6 * multiple)
line7Down = baseLine - (atr * 7 * multiple)
line8Down = baseLine - (atr * 8 * multiple)
line9Down = baseLine - (atr * 9 * multiple)
line10Down = baseLine - (atr * 9 * multiple)
// draw
color = close >= baseLine ? teal : red
barcolor(controlPoint ? yellow : na, title = "Candle Color")
plot(baseLine, title = "Base Line", color = white, linewidth = 4, style = stepline, transp = 0)
plot(line1Up, title = "1Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line2Up, title = "2Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line3Up, title = "3Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line4Up, title = "4Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line5Up, title = "5Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line6Up, title = "6Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line7Up, title = "7Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line8Up, title = "8Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line9Up, title = "9Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line10Up, title = "10Up Line", color = green, linewidth = 1, style = stepline, transp = 0)
plot(line1Down, title = "1Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line2Down, title = "2Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line3Down, title = "2Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line4Down, title = "4Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line5Down, title = "5Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line6Down, title = "6Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line7Down, title = "7Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line8Down, title = "8Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line9Down, title = "9Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
plot(line10Down, title = "10Down Line", color = red, linewidth = 1, style = stepline, transp = 0)
// strategy code
if testPeriod() and buySide
strategy.exit("Exit Long0", from_entry = "Long0", qty = 1, limit = line2Up)
strategy.exit("Exit Long1", from_entry = "Long1", qty = 1, limit = line1Up)
strategy.exit("Exit Long2", from_entry = "Long2", qty = 1, limit = baseLine)
strategy.exit("Exit Long3", from_entry = "Long3", qty = 1, limit = line1Down)
strategy.exit("Exit Long4", from_entry = "Long4", qty = 1, limit = line2Down)
strategy.exit("Exit Long5", from_entry = "Long5", qty = 1, limit = line3Down)
strategy.exit("Exit Long6", from_entry = "Long6", qty = 1, limit = line4Down)
strategy.exit("Exit Long7", from_entry = "Long7", qty = 1, limit = line5Down)
strategy.exit("Exit Long8", from_entry = "Long8", qty = 1, limit = line6Down)
strategy.exit("Exit Long9", from_entry = "Long9", qty = 1, limit = line7Down)
strategy.exit("Exit Long10", from_entry = "Long10", qty = 1, limit = line8Down)
strategy.order("Long0", strategy.long, qty = 1, limit = baseLine, when = strategy.position_size <= 0)
strategy.order("Long1", strategy.long, qty = 1, limit = line1Down, when = strategy.position_size <= 1)
strategy.order("Long2", strategy.long, qty = 1, limit = line2Down, when = strategy.position_size <= 2)
strategy.order("Long3", strategy.long, qty = 1, limit = line3Down, when = strategy.position_size <= 3)
strategy.order("Long4", strategy.long, qty = 1, limit = line4Down, when = strategy.position_size <= 4)
strategy.order("Long5", strategy.long, qty = 1, limit = line5Down, when = strategy.position_size <= 5)
strategy.order("Long6", strategy.long, qty = 1, limit = line6Down, when = strategy.position_size <= 6)
strategy.order("Long7", strategy.long, qty = 1, limit = line7Down, when = strategy.position_size <= 7)
strategy.order("Long8", strategy.long, qty = 1, limit = line8Down, when = strategy.position_size <= 8)
strategy.order("Long9", strategy.long, qty = 1, limit = line9Down, when = strategy.position_size <= 9)
strategy.order("Long10", strategy.long, qty = 1, limit = line10Down, when = strategy.position_size <= 10)
else
if testPeriod() and not buySide
strategy.exit("Exit Short0", from_entry = "Short0", qty = 1, limit = line2Down)
strategy.exit("Exit Short1", from_entry = "Short1", qty = 1, limit = line1Down)
strategy.exit("Exit Short2", from_entry = "Short2", qty = 1, limit = baseLine)
strategy.exit("Exit Short3", from_entry = "Short3", qty = 1, limit = line1Up)
strategy.exit("Exit Short4", from_entry = "Short4", qty = 1, limit = line2Up)
strategy.exit("Exit Short5", from_entry = "Short5", qty = 1, limit = line3Up)
strategy.exit("Exit Short6", from_entry = "Short6", qty = 1, limit = line4Up)
strategy.exit("Exit Short7", from_entry = "Short7", qty = 1, limit = line5Up)
strategy.exit("Exit Short8", from_entry = "Short8", qty = 1, limit = line6Up)
strategy.exit("Exit Short9", from_entry = "Short9", qty = 1, limit = line7Up)
strategy.exit("Exit Short10", from_entry = "Short10", qty = 1, limit = line8Up)
strategy.order("Short0", strategy.short, qty = 1, limit = baseLine, when = strategy.position_size >= 0)
strategy.order("Short1", strategy.short, qty = 1, limit = line1Up, when = strategy.position_size >= -1)
strategy.order("Short2", strategy.short, qty = 1, limit = line2Up, when = strategy.position_size >= -2)
strategy.order("Short3", strategy.short, qty = 1, limit = line3Up, when = strategy.position_size >= -3)
strategy.order("Short4", strategy.short, qty = 1, limit = line4Up, when = strategy.position_size >= -4)
strategy.order("Short5", strategy.short, qty = 1, limit = line5Up, when = strategy.position_size >= -5)
strategy.order("Short6", strategy.short, qty = 1, limit = line6Up, when = strategy.position_size >= -6)
strategy.order("Short7", strategy.short, qty = 1, limit = line7Up, when = strategy.position_size >= -7)
strategy.order("Short8", strategy.short, qty = 1, limit = line8Up, when = strategy.position_size >= -8)
strategy.order("Short9", strategy.short, qty = 1, limit = line9Up, when = strategy.position_size >= -9)
strategy.order("Short10", strategy.short, qty = 1, limit = line10Up, when = strategy.position_size >= -10)