安定した二重移動平均取引戦略

作者: リン・ハーンチャオチャン,日付: 2024-02-05 10:57:28
タグ:

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概要

ロバスト・ダブル・ムービング・平均取引戦略は,相対強度指数 (RSI) と変化率 (ROC) の両方の指標の力を組み合わせて,中期から長期間のトレンドの方向性を特定する.組み込みフィルターとストップ損失条件により,この戦略はトレンドの方向性が確認された後にのみ市場に参入し,誤ったブレイクのリスクを効果的に軽減します.

戦略の論理

この戦略は,RSIとROC指標の組み合わせを使用してエントリーシグナルを決定する.価格が過買い/過売りエリアに近づくと,潜在的な逆転点と逆転信号の形成を示します.価格がこれらのエリア内で振動すると,現在の傾向がしばらく持続する可能性があることを示唆します.ROC指標は,価格の傾向と勢いを変化率の観点から判断します.この2つの指標は,市場の構造を評価する上で互いを補完します.

また,この戦略は,取引に入る前に中期から長期間のトレンドフィルター (SMA) と短期ストップ損失ラインを組み込む.これは,エントリが確認されたトレンド方向にのみ発生し,振動する市場で差し迫ったストップ損失リスクがないことを保証する.このような構成は,レンジバインド環境でウィップソーされる可能性を軽減し,戦略リスクをトレーダーに管理できるようにする.

柔軟な入力設定により,トレーダーはRSIのみ,ROCのみ,または両者の組み合わせを入力トリガーとして選択することができます.これは,異なる製品と市場条件に適応する戦略を拡大します.

利点分析

この戦略の最大の利点は,トレンドと逆転信号の両方を組み合わせてエントリー決定を行うことであり,正確なタイミングを確保するためにトレンドと構造的要因の両方を考慮することにある.単一指標戦略と比較して,RSI+ROCコンボは,市場騒音とランダム性に対して戦略をより堅牢にする.

また,トレンド・フィルター (SMA) と短期ストップ・ロスは,オシレーティング・マーケットに閉じ込められる可能性を減らす.トレンド診断と短期ストップ・ロスの2つの防御線により,これはリスク制御可能な強力な戦略となります.

最後に,複数のパラメータ設定組み合わせにより,トレーダーは異なる製品や市場環境のために戦略を最適化することができます.トレンドまたはレンジバインド市場では,戦略はパラメータ調整を通じて適応可能です.

リスク分析

戦略の最大のリスクは,RSIやROCのような逆転信号指標の遅滞性から生じる.トレンドが変化し始めると,これらの指標はパラメータに設定された値に達する前に遅滞する.そのような遅延は,戦略のエントリーを遅らせ,トレンド開始の初期段階を見逃す可能性があります.

別の潜在的なリスクは,振動する市場では,RSIとROCパラメータの設定が過度に敏感になり,特定の誤った信号を生成することがあります.短期ストップ損失と同時に行われた場合,そのような誤った信号は実際の損失につながる可能性があります.

オプティマイゼーションの方向性

戦略は以下の側面で最適化できます.

  1. KDJ,MACDなどのコンボ使用のためのより多くの指標を組み込むことで,市場の構造の多次元評価により信号の正確性を向上させる

  2. RSIとROCパラメータに適応性最適化メカニズムを導入し,設定がリアルタイム波動性に基づいて動的に調整できます

  3. トレンドツールと逆転ツールが同時に条件を満たすときに確認メカニズムを追加してエントリーロジックを精製し,振動における偽信号に作用することを避ける

  4. ストップ・ロスの範囲を拡大するか,ストップ・ロスの遅れを設定し,ストップ・ロスのクラスタリングによる失われた利益を減らすため,反転により多くのスペースを提供します.

結論

ロバスト・ダブル・ムービング・アベア・トレーディング・ストラテジー (Robust Dual Moving Average Trading Strategy) は,中期から長期間のトレンド確認の際に構造的機会を把握するために,トレンド診断と逆転指標をうまく組み合わせています. 堅牢な設定性により,トレーダーは個々の株や市場状況のためのパラメータを最適化できます. 防衛のダブルラインは,リスク制御可能な選択にもなります.より多くの指標を組み込むか,適応性のあるパラメータ調節メカニズムを確立することによって,さらなるパフォーマンス改善を達成することができます.


/*backtest
start: 2024-01-05 00:00:00
end: 2024-02-04 00:00:00
period: 1h
basePeriod: 15m
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/
// © GlobalMarketSignals

//@version=4
strategy("GMS: RSI & ROC Strategy", overlay=true)

LongShort = input(title="Long Only or Short Only or Both?", type=input.string, defval="Both", options=["Both", "Long Only", "Short Only"])
RSIroc = input(title="RSI Only, ROC Only, Both?", type=input.string, defval="Both", options=["Both", "RSI Only", "ROC Only"])
RSILength = input(title="RSI Length", type = input.integer ,defval=14)
RSIUpper = input(title="RSI Upper Threshold", type = input.float ,defval=70)
RSILower = input(title="RSI Lower Threshold", type = input.float ,defval=30)
ROCLength = input(title="ROC Length", type = input.integer ,defval=14)
ROCUpper = input(title="ROC Upper Threshold", type = input.float ,defval=0.01)
ROCLower = input(title="ROC Lower Threshold", type = input.float ,defval=-0.01)
LongExit = input(title="Long Exit SMA Length", type = input.integer ,defval=5)
ShortExit = input(title="Short Exit SMA Length", type = input.integer ,defval=5)
AboveBelow = input(title="Trend SMA Filter?", type=input.string, defval="Above", options=["Above", "Below", "Don't Include"])
TrendLength = input(title="Trend SMA Length", type = input.integer ,defval=200)

//RSI ONLY
 //Long Side

if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
//RSI ONLY
 //SHORT SIDE

if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
///////-----------------/////////////
///////-----------------/////////////
///////-----------------/////////////
    
    
//ROC ONLY
 //Long Side

if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
    strategy.entry("LONG", true, when = rsi(close,ROCLength)<ROCLower and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
//ROC ONLY
 //SHORT SIDE

if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
    strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
   
    
///////-----------------/////////////
///////-----------------/////////////
///////-----------------/////////////   

    
//BOTH
 //Long Side

if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower  and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower  and close< sma(close,LongExit) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower  and close< sma(close,LongExit) and close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "Both"
    strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower  and close< sma(close,LongExit))
    strategy.close("LONG", when = close>sma(close,LongExit))
    
//BOTH
 //SHORT SIDE

if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "Both"
    strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
    strategy.close("SHORT", when = close<sma(close,ShortExit))
    
    

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