RSI 钩形反转策略
当 RSI 从极端水平回钩时,RSI 钩形反转试图捕捉短期转折。指标在超买或超卖后常先向中线回钩,随后价格才会反应。
测试表明年均收益约为 163%,该策略在股票市场表现最佳。
策略等待这种回钩出现,而价格仍在原方向上走。RSI 在超卖区抬头而价格创新低时做多;在超买区下弯且价格创新高时做空。
交易使用固定百分比止损控制风险,通常在 RSI 再次向相反方向钩回时平仓。
细节
- 入场条件:指标信号。
- 多/空:双向。
- 退出条件:止损或相反信号。
- 止损:是,按百分比。
- 默认值:
CandleType= 15 分钟RsiPeriod= 14OversoldLevel= 30OverboughtLevel= 70StopLossPercent= 2
- 过滤条件:
- 类别: 反转
- 方向: 双向
- 指标: RSI
- 止损: 有
- 复杂度: 中等
- 时间框架: 日内
- 季节性: 无
- 神经网络: 无
- 背离: 无
- 风险级别: 中等
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 Hook Reversal strategy.
/// A long opens when RSI was below the oversold level on the previous candle and turns up while the low makes a new low
/// against the previous candle; a short opens when it was above the overbought level and turns down while the high makes a new high.
/// The position closes when RSI turns the other way, reversing on the opposite signal, and a percent stop limits the loss.
/// </summary>
public class RsiHookReversalStrategy : Strategy
{
private readonly StrategyParam<int> _rsiPeriod;
private readonly StrategyParam<int> _oversoldLevel;
private readonly StrategyParam<int> _overboughtLevel;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
private decimal? _prevValue;
private decimal _prevHigh;
private decimal _prevLow;
/// <summary>
/// Period for RSI.
/// </summary>
public int RsiPeriod
{
get => _rsiPeriod.Value;
set => _rsiPeriod.Value = value;
}
/// <summary>
/// RSI level of the oversold zone.
/// </summary>
public int OversoldLevel
{
get => _oversoldLevel.Value;
set => _oversoldLevel.Value = value;
}
/// <summary>
/// RSI level of the overbought zone.
/// </summary>
public int OverboughtLevel
{
get => _overboughtLevel.Value;
set => _overboughtLevel.Value = value;
}
/// <summary>
/// Stop-loss percentage.
/// </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 RsiHookReversalStrategy()
{
_rsiPeriod = Param(nameof(RsiPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Period", "Period for RSI", "Indicators");
_oversoldLevel = Param(nameof(OversoldLevel), 30)
.SetDisplay("Oversold Level", "RSI level of the oversold zone", "Levels");
_overboughtLevel = Param(nameof(OverboughtLevel), 70)
.SetDisplay("Overbought Level", "RSI level of the overbought zone", "Levels");
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).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 OnReseted()
{
base.OnReseted();
_prevValue = null;
_prevHigh = default;
_prevLow = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevValue = null;
_prevHigh = default;
_prevLow = default;
var oscillator = new RelativeStrengthIndex { Length = RsiPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(oscillator, 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);
DrawIndicator(area, oscillator);
DrawOwnTrades(area);
}
}
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 value)
{
if (candle.State != CandleStates.Finished || !value.IsFormed || value.IsEmpty)
return;
var current = value.GetValue<decimal>();
var previous = _prevValue;
var prevHigh = _prevHigh;
var prevLow = _prevLow;
_prevValue = current;
_prevHigh = candle.HighPrice;
_prevLow = candle.LowPrice;
if (previous is not decimal last || !IsFormedAndOnlineAndAllowTrading())
return;
var hooksUp = current > last;
var hooksDown = current < last;
var longSignal = last < OversoldLevel && hooksUp && candle.LowPrice < prevLow;
var shortSignal = last > OverboughtLevel && hooksDown && candle.HighPrice > prevHigh;
if (Position > 0)
{
if (hooksDown)
SellMarket(shortSignal ? Volume + Position : Position);
}
else if (Position < 0)
{
if (hooksUp)
BuyMarket(longSignal ? Volume - Position : -Position);
}
else if (longSignal)
{
BuyMarket(Volume);
}
else if (shortSignal)
{
SellMarket(Volume);
}
}
}
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
from StockSharp.Algo.Strategies import Strategy
class rsi_hook_reversal_strategy(Strategy):
"""
RSI Hook Reversal strategy.
A long opens when RSI was below the oversold level on the previous candle and turns up while the low makes a new low
against the previous candle; a short opens when it was above the overbought level and turns down while the high makes a new high.
The position closes when RSI turns the other way, reversing on the opposite signal, and a percent stop limits the loss.
"""
def __init__(self):
super(rsi_hook_reversal_strategy, self).__init__()
self._rsi_period = self.Param("RsiPeriod", 14).SetGreaterThanZero().SetDisplay("RSI Period", "Period for RSI", "Indicators")
self._oversold_level = self.Param("OversoldLevel", 30).SetDisplay("Oversold Level", "RSI level of the oversold zone", "Levels")
self._overbought_level = self.Param("OverboughtLevel", 70).SetDisplay("Overbought Level", "RSI level of the overbought zone", "Levels")
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(15))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_value = None
self._prev_high = Decimal(0)
self._prev_low = Decimal(0)
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(rsi_hook_reversal_strategy, self).OnReseted()
self._prev_value = None
self._prev_high = Decimal(0)
self._prev_low = Decimal(0)
def OnStarted2(self, time):
super(rsi_hook_reversal_strategy, self).OnStarted2(time)
self._prev_value = None
self._prev_high = Decimal(0)
self._prev_low = Decimal(0)
oscillator = RelativeStrengthIndex()
oscillator.Length = self._rsi_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(oscillator, 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.DrawIndicator(area, oscillator)
self.DrawOwnTrades(area)
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, value):
if candle.State != CandleStates.Finished or not value.IsFormed or value.IsEmpty:
return
current = value.GetValue[Decimal](None)
previous = self._prev_value
prev_high = self._prev_high
prev_low = self._prev_low
self._prev_value = current
self._prev_high = candle.HighPrice
self._prev_low = candle.LowPrice
if previous is None or not self.IsFormedAndOnlineAndAllowTrading():
return
hooks_up = current > previous
hooks_down = current < previous
long_signal = previous < Decimal(self._oversold_level.Value) and hooks_up and candle.LowPrice < prev_low
short_signal = previous > Decimal(self._overbought_level.Value) and hooks_down and candle.HighPrice > prev_high
if self.Position > 0:
if hooks_down:
self.SellMarket(self.Volume + self.Position if short_signal else self.Position)
elif self.Position < 0:
if hooks_up:
self.BuyMarket(self.Volume - self.Position if long_signal else -self.Position)
elif long_signal:
self.BuyMarket(self.Volume)
elif short_signal:
self.SellMarket(self.Volume)
def CreateClone(self):
return rsi_hook_reversal_strategy()