MACD 多空策略
该策略结合 RSI 极值与 MACD 金叉/死叉,用于捕捉趋势中的回调。当 RSI 到达超买或超卖区后,系统等待 MACD 进一步确认再进场,从而过滤噪音信号。
策略可做多也可做空,并在出现反向信号时快速反转。MACD 提供动量确认,RSI 指示过热区域。可通过平台的风险控制功能设置保护性止损。
细节
- 入场条件:
- 多头:RSI 跌破超卖水平后,MACD 线向上穿越信号线。
- 空头:RSI 升破超买水平后,MACD 线向下穿越信号线。
- 出场条件:
- 反向交叉或触发止损。
- 指标:
- RSI(周期14,超卖30,超买70)
- MACD(快线12,慢线26,信号线9)
- 止损:可通过 StartProtection 或外部风控设置。
- 默认值:
RsiLength= 14Oversold= 30Overbought= 70MacdFast= 12MacdSlow= 26MacdSignal= 9
- 过滤:
- 动量反转
- 适用于多种时间框架
- 指标:RSI、MACD
- 止损:可选
- 复杂度:基础
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// MACD Long Strategy.
/// Uses MACD crossover with RSI oversold/overbought lookback for timing.
/// Buys when RSI was recently oversold and MACD turns positive.
/// Sells when RSI was recently overbought and MACD turns negative.
/// </summary>
public class MacdLongStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleTypeParam;
private readonly StrategyParam<int> _rsiLength;
private readonly StrategyParam<int> _rsiOversold;
private readonly StrategyParam<int> _rsiOverbought;
private readonly StrategyParam<int> _lookbackBars;
private readonly StrategyParam<int> _cooldownBars;
private RelativeStrengthIndex _rsi;
private MovingAverageConvergenceDivergence _macd;
private int _barsSinceOversold;
private int _barsSinceOverbought;
private decimal _prevMacd;
private int _cooldownRemaining;
public MacdLongStrategy()
{
_candleTypeParam = Param(nameof(CandleType), TimeSpan.FromMinutes(30).TimeFrame())
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General");
_rsiLength = Param(nameof(RsiLength), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Length", "RSI period", "RSI");
_rsiOversold = Param(nameof(RsiOversold), 40)
.SetDisplay("RSI Oversold", "Oversold level", "RSI");
_rsiOverbought = Param(nameof(RsiOverbought), 60)
.SetDisplay("RSI Overbought", "Overbought level", "RSI");
_lookbackBars = Param(nameof(LookbackBars), 20)
.SetDisplay("Lookback Bars", "Bars to look back for RSI conditions", "Strategy");
_cooldownBars = Param(nameof(CooldownBars), 10)
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk");
}
public DataType CandleType
{
get => _candleTypeParam.Value;
set => _candleTypeParam.Value = value;
}
public int RsiLength
{
get => _rsiLength.Value;
set => _rsiLength.Value = value;
}
public int RsiOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
public int RsiOverbought
{
get => _rsiOverbought.Value;
set => _rsiOverbought.Value = value;
}
public int LookbackBars
{
get => _lookbackBars.Value;
set => _lookbackBars.Value = value;
}
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_rsi = null;
_macd = null;
_barsSinceOversold = int.MaxValue;
_barsSinceOverbought = int.MaxValue;
_prevMacd = 0;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_rsi = new RelativeStrengthIndex { Length = RsiLength };
_macd = new MovingAverageConvergenceDivergence();
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(_rsi, _macd, OnProcess)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
}
}
private void OnProcess(ICandleMessage candle, decimal rsi, decimal macdVal)
{
if (candle.State != CandleStates.Finished)
return;
if (!_rsi.IsFormed || !_macd.IsFormed)
{
_prevMacd = macdVal;
return;
}
// Track RSI oversold/overbought
if (rsi <= RsiOversold)
_barsSinceOversold = 0;
else
_barsSinceOversold = Math.Min(_barsSinceOversold + 1, int.MaxValue - 1);
if (rsi >= RsiOverbought)
_barsSinceOverbought = 0;
else
_barsSinceOverbought = Math.Min(_barsSinceOverbought + 1, int.MaxValue - 1);
if (!IsFormedAndOnlineAndAllowTrading())
{
_prevMacd = macdVal;
return;
}
if (_cooldownRemaining > 0)
{
_cooldownRemaining--;
_prevMacd = macdVal;
return;
}
var wasOversold = _barsSinceOversold <= LookbackBars;
var wasOverbought = _barsSinceOverbought <= LookbackBars;
// MACD zero cross
var macdCrossUp = macdVal > 0 && _prevMacd <= 0 && _prevMacd != 0;
var macdCrossDown = macdVal < 0 && _prevMacd >= 0 && _prevMacd != 0;
// Buy: RSI was recently oversold + MACD crosses above zero
if (wasOversold && macdCrossUp && Position <= 0)
{
if (Position < 0)
BuyMarket(Math.Abs(Position));
BuyMarket(Volume);
_cooldownRemaining = CooldownBars;
}
// Sell: RSI was recently overbought + MACD crosses below zero
else if (wasOverbought && macdCrossDown && Position >= 0)
{
if (Position > 0)
SellMarket(Math.Abs(Position));
SellMarket(Volume);
_cooldownRemaining = CooldownBars;
}
// Exit long on MACD cross down
else if (Position > 0 && macdCrossDown)
{
SellMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
}
// Exit short on MACD cross up
else if (Position < 0 && macdCrossUp)
{
BuyMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
}
_prevMacd = macdVal;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Math
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import RelativeStrengthIndex, MovingAverageConvergenceDivergence
from StockSharp.Algo.Strategies import Strategy
import sys
class macd_long_strategy(Strategy):
"""MACD Long Strategy. RSI lookback + MACD zero crossover."""
def __init__(self):
super(macd_long_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(30))) \
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General")
self._rsi_length = self.Param("RsiLength", 14) \
.SetDisplay("RSI Length", "RSI period", "RSI")
self._rsi_oversold = self.Param("RsiOversold", 40) \
.SetDisplay("RSI Oversold", "Oversold level", "RSI")
self._rsi_overbought = self.Param("RsiOverbought", 60) \
.SetDisplay("RSI Overbought", "Overbought level", "RSI")
self._lookback_bars = self.Param("LookbackBars", 20) \
.SetDisplay("Lookback Bars", "Bars to look back for RSI conditions", "Strategy")
self._cooldown_bars = self.Param("CooldownBars", 10) \
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk")
self._rsi = None
self._macd = None
self._bars_since_oversold = sys.maxsize
self._bars_since_overbought = sys.maxsize
self._prev_macd = 0.0
self._cooldown_remaining = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(macd_long_strategy, self).OnReseted()
self._rsi = None
self._macd = None
self._bars_since_oversold = sys.maxsize
self._bars_since_overbought = sys.maxsize
self._prev_macd = 0.0
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(macd_long_strategy, self).OnStarted2(time)
self._rsi = RelativeStrengthIndex()
self._rsi.Length = int(self._rsi_length.Value)
self._macd = MovingAverageConvergenceDivergence()
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._rsi, self._macd, self._on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def _on_process(self, candle, rsi_val, macd_val):
if candle.State != CandleStates.Finished:
return
if not self._rsi.IsFormed or not self._macd.IsFormed:
self._prev_macd = float(macd_val)
return
rsi = float(rsi_val)
macd = float(macd_val)
rsi_os = int(self._rsi_oversold.Value)
rsi_ob = int(self._rsi_overbought.Value)
# Track RSI oversold/overbought
if rsi <= rsi_os:
self._bars_since_oversold = 0
else:
self._bars_since_oversold = min(self._bars_since_oversold + 1, sys.maxsize - 1)
if rsi >= rsi_ob:
self._bars_since_overbought = 0
else:
self._bars_since_overbought = min(self._bars_since_overbought + 1, sys.maxsize - 1)
if not self.IsFormedAndOnlineAndAllowTrading():
self._prev_macd = macd
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
self._prev_macd = macd
return
cooldown = int(self._cooldown_bars.Value)
lookback = int(self._lookback_bars.Value)
was_oversold = self._bars_since_oversold <= lookback
was_overbought = self._bars_since_overbought <= lookback
macd_cross_up = macd > 0 and self._prev_macd <= 0 and self._prev_macd != 0
macd_cross_down = macd < 0 and self._prev_macd >= 0 and self._prev_macd != 0
if was_oversold and macd_cross_up and self.Position <= 0:
if self.Position < 0:
self.BuyMarket(Math.Abs(self.Position))
self.BuyMarket(self.Volume)
self._cooldown_remaining = cooldown
elif was_overbought and macd_cross_down and self.Position >= 0:
if self.Position > 0:
self.SellMarket(Math.Abs(self.Position))
self.SellMarket(self.Volume)
self._cooldown_remaining = cooldown
elif self.Position > 0 and macd_cross_down:
self.SellMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
elif self.Position < 0 and macd_cross_up:
self.BuyMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
self._prev_macd = macd
def CreateClone(self):
return macd_long_strategy()