Rsi Williams R 戦略
戦略の実装 - RSI + Williams %R。RSI が 30 を下回り、Williams %R が -80 を下回っている(二重売られすぎ条件)場合に買い。RSI が 70 を上回り、Williams %R が -20 を上回っている(二重買われすぎ条件)場合に売り。
テストでは年平均収益率は約 76% を示しています。外国為替市場で最もパフォーマンスが優れています。
RSI は全体的なモメンタムを概説し、Williams %R はより素早い反転シグナルを提供します。2 つのオシレーターが一致したときにトレードが実行されます。
短期スイングを追う積極的なトレーダーに適しています。パーセントストップが採用されています。
詳細
- エントリー条件:
- ロング:
RSI < RsiOversold && WilliamsR < WilliamsROversold - ショート:
RSI > RsiOverbought && WilliamsR > WilliamsROverbought
- ロング:
- ロング/ショート: 両方
- エグジット条件:
- RSI がニュートラルゾーンに戻る
- ストップ:
StopLossPercentを使用したパーセントベース - デフォルト値:
RsiPeriod= 14RsiOversold= 30mRsiOverbought= 70mWilliamsRPeriod= 14WilliamsROversold= -80mWilliamsROverbought= -20mStopLossPercent= 2CandleType= TimeSpan.FromMinutes(5).TimeFrame() ニュートラルゾーンはRSIの中央です。ロングはRSIが50まで戻ったら、ショートはRSIが50まで下がったら決済します。 保有ポジションと逆方向のエントリーシグナルはドテンになります。
- フィルター:
- カテゴリ: 平均回帰
- 方向: 両方
- インジケーター: RSI, Williams %R, R
- ストップ: はい
- 複雑さ: 中級
- 時間軸: 中期
- 季節性: いいえ
- ニューラルネットワーク: いいえ
- ダイバージェンス: いいえ
- リスクレベル: 中
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// RSI Williams %R strategy.
/// RSI below RsiOversold together with Williams %R below WilliamsROversold goes long, RSI above RsiOverbought together with %R above
/// WilliamsROverbought goes short, reversing an opposite position. A long closes once RSI returns to the neutral 50 level from below
/// and a short once it returns from above, and a percent stop limits the loss.
/// </summary>
public class RsiWilliamsRStrategy : Strategy
{
private readonly StrategyParam<int> _rsiPeriod;
private readonly StrategyParam<decimal> _rsiOversold;
private readonly StrategyParam<decimal> _rsiOverbought;
private readonly StrategyParam<int> _williamsRPeriod;
private readonly StrategyParam<decimal> _williamsROversold;
private readonly StrategyParam<decimal> _williamsROverbought;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
/// <summary>
/// Period of RSI.
/// </summary>
public int RsiPeriod
{
get => _rsiPeriod.Value;
set => _rsiPeriod.Value = value;
}
/// <summary>
/// RSI level for longs.
/// </summary>
public decimal RsiOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
/// <summary>
/// RSI level for shorts.
/// </summary>
public decimal RsiOverbought
{
get => _rsiOverbought.Value;
set => _rsiOverbought.Value = value;
}
/// <summary>
/// Period of Williams %R.
/// </summary>
public int WilliamsRPeriod
{
get => _williamsRPeriod.Value;
set => _williamsRPeriod.Value = value;
}
/// <summary>
/// Williams %R level for longs.
/// </summary>
public decimal WilliamsROversold
{
get => _williamsROversold.Value;
set => _williamsROversold.Value = value;
}
/// <summary>
/// Williams %R level for shorts.
/// </summary>
public decimal WilliamsROverbought
{
get => _williamsROverbought.Value;
set => _williamsROverbought.Value = value;
}
/// <summary>
/// Stop loss percentage from entry price.
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public RsiWilliamsRStrategy()
{
_rsiPeriod = Param(nameof(RsiPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Period", "Period of RSI", "RSI");
_rsiOversold = Param(nameof(RsiOversold), 30m)
.SetDisplay("RSI Oversold", "RSI level for longs", "RSI");
_rsiOverbought = Param(nameof(RsiOverbought), 70m)
.SetDisplay("RSI Overbought", "RSI level for shorts", "RSI");
_williamsRPeriod = Param(nameof(WilliamsRPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("Williams %R Period", "Period of Williams %R", "Williams %R");
_williamsROversold = Param(nameof(WilliamsROversold), -80m)
.SetDisplay("Williams %R Oversold", "Williams %R level for longs", "Williams %R");
_williamsROverbought = Param(nameof(WilliamsROverbought), -20m)
.SetDisplay("Williams %R Overbought", "Williams %R level for shorts", "Williams %R");
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var rsi = new RelativeStrengthIndex { Length = RsiPeriod };
var williams = new WilliamsR { Length = WilliamsRPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(rsi, williams, ProcessCandle)
.Start();
StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);
// The stop has to see prices between candles, not only at their close.
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quotes = new Subscription(DataType.Level1, Security);
quotes.MarketData.BuildField = field;
SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
}
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
var oscillators = CreateChartArea();
if (oscillators != null)
{
DrawIndicator(oscillators, rsi);
DrawIndicator(oscillators, williams);
}
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// The high-level handler activates native protection before this callback, also between signal bars.
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue rsiValue, IIndicatorValue williamsValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!rsiValue.IsFormed || !williamsValue.IsFormed)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var rsi = rsiValue.GetValue<decimal>();
var williams = williamsValue.GetValue<decimal>();
if (rsi < RsiOversold && williams < WilliamsROversold && Position <= 0)
BuyMarket(Volume + Math.Abs(Position));
else if (rsi > RsiOverbought && williams > WilliamsROverbought && Position >= 0)
SellMarket(Volume + Math.Abs(Position));
else if (Position > 0 && rsi >= 50m)
SellMarket(Position);
else if (Position < 0 && rsi <= 50m)
BuyMarket(-Position);
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes, Level1Fields
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Indicators import RelativeStrengthIndex, WilliamsR
from StockSharp.Algo.Strategies import Strategy
class rsi_williams_r_strategy(Strategy):
"""
RSI Williams %R strategy.
RSI below RsiOversold together with Williams %R below WilliamsROversold goes long, RSI above RsiOverbought together with %R above
WilliamsROverbought goes short, reversing an opposite position. A long closes once RSI returns to the neutral 50 level from below
and a short once it returns from above, and a percent stop limits the loss.
"""
def __init__(self):
super(rsi_williams_r_strategy, self).__init__()
self._rsi_period = self.Param("RsiPeriod", 14).SetGreaterThanZero().SetDisplay("RSI Period", "Period of RSI", "RSI")
self._rsi_oversold = self.Param("RsiOversold", 30.0).SetDisplay("RSI Oversold", "RSI level for longs", "RSI")
self._rsi_overbought = self.Param("RsiOverbought", 70.0).SetDisplay("RSI Overbought", "RSI level for shorts", "RSI")
self._williams_r_period = self.Param("WilliamsRPeriod", 14).SetGreaterThanZero().SetDisplay("Williams %R Period", "Period of Williams %R", "Williams %R")
self._williams_r_oversold = self.Param("WilliamsROversold", -80.0).SetDisplay("Williams %R Oversold", "Williams %R level for longs", "Williams %R")
self._williams_r_overbought = self.Param("WilliamsROverbought", -20.0).SetDisplay("Williams %R Overbought", "Williams %R level for shorts", "Williams %R")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative().SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Type of candles to use", "General")
@property
def candle_type(self):
return self._candle_type.Value
def OnStarted2(self, time):
super(rsi_williams_r_strategy, self).OnStarted2(time)
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_period.Value
williams = WilliamsR()
williams.Length = self._williams_r_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(rsi, williams, self._process_candle).Start()
self.StartProtection(Unit(), Unit(Decimal(self._stop_loss_percent.Value), UnitTypes.Percent), useMarketOrders=True, isLocalStop=True)
# The stop has to see prices between candles, not only at their close.
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quotes = Subscription(DataType.Level1, self.Security)
quotes.MarketData.BuildField = field
self.SubscribeLevel1(quotes).Bind(self._observe_protection_quote).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
oscillators = self.CreateChartArea()
if oscillators is not None:
self.DrawIndicator(oscillators, rsi)
self.DrawIndicator(oscillators, williams)
def _observe_protection_quote(self, quote):
# The high-level handler activates native protection before the callback, including between bars.
pass
def _process_candle(self, candle, rsi_value, williams_value):
if candle.State != CandleStates.Finished:
return
if not rsi_value.IsFormed or not williams_value.IsFormed:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
rsi = rsi_value.GetValue[Decimal](None)
williams = williams_value.GetValue[Decimal](None)
middle = Decimal(50)
if rsi < Decimal(self._rsi_oversold.Value) and williams < Decimal(self._williams_r_oversold.Value) and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
elif rsi > Decimal(self._rsi_overbought.Value) and williams > Decimal(self._williams_r_overbought.Value) and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
elif self.Position > 0 and rsi >= middle:
self.SellMarket(self.Position)
elif self.Position < 0 and rsi <= middle:
self.BuyMarket(-self.Position)
def CreateClone(self):
return rsi_williams_r_strategy()