多时间框架 EMA + BB + RSI 策略
结合两条 EMA、布林带和 RSI 来交易回撤。价格触及下轨后收于快 EMA 之上触发多头;价格突破上轨后收于快 EMA 之下且 RSI 高于 50 时触发空头。
若价格按有利方向移动,可在指定的 X 根 K 线后获利了结。可分别启用或禁用多空信号,适用于波段或日内交易。
细节
- 入场条件:
- 多头:最低价触及下布林带且收盘价高于快 EMA。
- 空头:最高价穿越上布林带且收盘价低于快 EMA 且 RSI > 50。
- 出场条件:
- 多头:RSI 上穿超卖阈值。
- 空头:价格收于下布林带之下。
- 指标:
- 两条 EMA(周期10和55)
- 布林带(长度20,乘数2)
- RSI(周期14,超卖阈值71)
- 止损:可选的 X 根 K 线后止盈,无固定止损。
- 默认值:
Ma1Period= 10Ma2Period= 55BBLength= 20BBMultiplier= 2.0RSILength= 14RSIOversold= 71XBars= 12
- 过滤:
- 逆势回调配合趋势过滤
- 时间框架可配置
- 指标:EMA、布林带、RSI
- 止损:可选
- 复杂度: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>
/// Multi EMA + Bollinger Bands + RSI strategy.
/// Goes long when the close is above the fast EMA on a candle whose low pierced the lower band, and short when the
/// close is below the fast EMA on a candle whose high pierced the upper band while RSI is above 50. A long closes when
/// RSI rises above RSIOversold and a short when the close drops below the lower band. After XBars bars a position that
/// is in profit is closed as well. Each side can be switched off. The slow EMA is plotted as a trend reference.
/// </summary>
public class MemaBbRsiStrategy : Strategy
{
private readonly StrategyParam<int> _ma1Period;
private readonly StrategyParam<int> _ma2Period;
private readonly StrategyParam<int> _bbLength;
private readonly StrategyParam<decimal> _bbMultiplier;
private readonly StrategyParam<int> _rsiLength;
private readonly StrategyParam<decimal> _rsiOversold;
private readonly StrategyParam<int> _xBars;
private readonly StrategyParam<bool> _enableLong;
private readonly StrategyParam<bool> _enableShort;
private readonly StrategyParam<DataType> _candleType;
private decimal _entryPrice;
private int _barsInPosition;
/// <summary>
/// Fast EMA period.
/// </summary>
public int Ma1Period
{
get => _ma1Period.Value;
set => _ma1Period.Value = value;
}
/// <summary>
/// Slow EMA period.
/// </summary>
public int Ma2Period
{
get => _ma2Period.Value;
set => _ma2Period.Value = value;
}
/// <summary>
/// Bollinger Bands period.
/// </summary>
public int BBLength
{
get => _bbLength.Value;
set => _bbLength.Value = value;
}
/// <summary>
/// Bollinger Bands standard deviation multiplier.
/// </summary>
public decimal BBMultiplier
{
get => _bbMultiplier.Value;
set => _bbMultiplier.Value = value;
}
/// <summary>
/// RSI period.
/// </summary>
public int RSILength
{
get => _rsiLength.Value;
set => _rsiLength.Value = value;
}
/// <summary>
/// RSI level above which a long is closed.
/// </summary>
public decimal RSIOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
/// <summary>
/// Bars after which a profitable position is closed. 0 disables the time exit.
/// </summary>
public int XBars
{
get => _xBars.Value;
set => _xBars.Value = value;
}
/// <summary>
/// Allow long trades.
/// </summary>
public bool EnableLong
{
get => _enableLong.Value;
set => _enableLong.Value = value;
}
/// <summary>
/// Allow short trades.
/// </summary>
public bool EnableShort
{
get => _enableShort.Value;
set => _enableShort.Value = value;
}
/// <summary>
/// Candle type for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public MemaBbRsiStrategy()
{
_ma1Period = Param(nameof(Ma1Period), 10)
.SetGreaterThanZero()
.SetDisplay("MA1 Period", "Fast EMA period", "Moving Average");
_ma2Period = Param(nameof(Ma2Period), 55)
.SetGreaterThanZero()
.SetDisplay("MA2 Period", "Slow EMA period", "Moving Average");
_bbLength = Param(nameof(BBLength), 20)
.SetGreaterThanZero()
.SetDisplay("BB Length", "Bollinger Bands period", "Bollinger Bands");
_bbMultiplier = Param(nameof(BBMultiplier), 2.0m)
.SetGreaterThanZero()
.SetDisplay("BB Multiplier", "Bollinger Bands standard deviation multiplier", "Bollinger Bands");
_rsiLength = Param(nameof(RSILength), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Length", "RSI period", "RSI");
_rsiOversold = Param(nameof(RSIOversold), 71m)
.SetDisplay("RSI Exit Level", "RSI level above which a long is closed", "RSI");
_xBars = Param(nameof(XBars), 12)
.SetNotNegative()
.SetDisplay("X Bars", "Bars after which a profitable position is closed, 0 disables", "Exit");
_enableLong = Param(nameof(EnableLong), true)
.SetDisplay("Enable Long", "Allow long trades", "Trading");
_enableShort = Param(nameof(EnableShort), true)
.SetDisplay("Enable Short", "Allow short trades", "Trading");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(30).TimeFrame())
.SetDisplay("Candle type", "Candle type for strategy calculation", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_entryPrice = 0m;
_barsInPosition = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_entryPrice = 0m;
_barsInPosition = 0;
var ma1 = new ExponentialMovingAverage { Length = Ma1Period };
var ma2 = new ExponentialMovingAverage { Length = Ma2Period };
var bollinger = new BollingerBands { Length = BBLength, Width = BBMultiplier };
var rsi = new RelativeStrengthIndex { Length = RSILength };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(ma1, ma2, bollinger, rsi, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, ma1);
DrawIndicator(area, ma2);
DrawIndicator(area, bollinger);
DrawOwnTrades(area);
var rsiArea = CreateChartArea();
if (rsiArea != null)
DrawIndicator(rsiArea, rsi);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue ma1Value, IIndicatorValue ma2Value, IIndicatorValue bollingerValue, IIndicatorValue rsiValue)
{
if (candle.State != CandleStates.Finished)
return;
if (Position != 0)
_barsInPosition++;
if (!ma1Value.IsFormed || !bollingerValue.IsFormed || !rsiValue.IsFormed)
return;
var bb = (BollingerBandsValue)bollingerValue;
if (bb.UpBand is not decimal upper || bb.LowBand is not decimal lower)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var ma1 = ma1Value.ToDecimal();
var rsi = rsiValue.ToDecimal();
var close = candle.ClosePrice;
var longSignal = EnableLong && close > ma1 && candle.LowPrice < lower;
var shortSignal = EnableShort && close < ma1 && candle.HighPrice > upper && rsi > 50m;
var timeUp = XBars > 0 && _barsInPosition >= XBars;
if (longSignal && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_entryPrice = close;
_barsInPosition = 0;
}
else if (shortSignal && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_entryPrice = close;
_barsInPosition = 0;
}
else if (Position > 0 && (rsi > RSIOversold || (timeUp && close > _entryPrice)))
{
SellMarket(Position);
}
else if (Position < 0 && (close < lower || (timeUp && close < _entryPrice)))
{
BuyMarket(-Position);
}
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import ExponentialMovingAverage, BollingerBands, RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
class mema_bb_rsi_strategy(Strategy):
"""
Multi EMA + Bollinger Bands + RSI strategy.
Goes long when the close is above the fast EMA on a candle whose low pierced the lower band, and short when the
close is below the fast EMA on a candle whose high pierced the upper band while RSI is above 50. A long closes when
RSI rises above RSIOversold and a short when the close drops below the lower band. After XBars bars a position that
is in profit is closed as well. Each side can be switched off. The slow EMA is plotted as a trend reference.
"""
def __init__(self):
super(mema_bb_rsi_strategy, self).__init__()
self._ma1_period = self.Param("Ma1Period", 10) \
.SetGreaterThanZero() \
.SetDisplay("MA1 Period", "Fast EMA period", "Moving Average")
self._ma2_period = self.Param("Ma2Period", 55) \
.SetGreaterThanZero() \
.SetDisplay("MA2 Period", "Slow EMA period", "Moving Average")
self._bb_length = self.Param("BBLength", 20) \
.SetGreaterThanZero() \
.SetDisplay("BB Length", "Bollinger Bands period", "Bollinger Bands")
self._bb_multiplier = self.Param("BBMultiplier", 2.0) \
.SetGreaterThanZero() \
.SetDisplay("BB Multiplier", "Bollinger Bands standard deviation multiplier", "Bollinger Bands")
self._rsi_length = self.Param("RSILength", 14) \
.SetGreaterThanZero() \
.SetDisplay("RSI Length", "RSI period", "RSI")
self._rsi_oversold = self.Param("RSIOversold", 71.0) \
.SetDisplay("RSI Exit Level", "RSI level above which a long is closed", "RSI")
self._x_bars = self.Param("XBars", 12) \
.SetNotNegative() \
.SetDisplay("X Bars", "Bars after which a profitable position is closed, 0 disables", "Exit")
self._enable_long = self.Param("EnableLong", True) \
.SetDisplay("Enable Long", "Allow long trades", "Trading")
self._enable_short = self.Param("EnableShort", True) \
.SetDisplay("Enable Short", "Allow short trades", "Trading")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(30))) \
.SetDisplay("Candle type", "Candle type for strategy calculation", "General")
self._entry_price = 0.0
self._bars_in_position = 0
@property
def CandleType(self):
return self._candle_type.Value
def GetWorkingSecurities(self):
return [(self.Security, self.CandleType)]
def OnReseted(self):
super(mema_bb_rsi_strategy, self).OnReseted()
self._entry_price = 0.0
self._bars_in_position = 0
def OnStarted2(self, time):
super(mema_bb_rsi_strategy, self).OnStarted2(time)
self._entry_price = 0.0
self._bars_in_position = 0
ma1 = ExponentialMovingAverage()
ma1.Length = self._ma1_period.Value
ma2 = ExponentialMovingAverage()
ma2.Length = self._ma2_period.Value
bollinger = BollingerBands()
bollinger.Length = self._bb_length.Value
bollinger.Width = Decimal(self._bb_multiplier.Value)
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_length.Value
subscription = self.SubscribeCandles(self.CandleType)
subscription.BindEx(ma1, ma2, bollinger, rsi, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, ma1)
self.DrawIndicator(area, ma2)
self.DrawIndicator(area, bollinger)
self.DrawOwnTrades(area)
rsi_area = self.CreateChartArea()
if rsi_area is not None:
self.DrawIndicator(rsi_area, rsi)
def _process_candle(self, candle, ma1_value, ma2_value, bollinger_value, rsi_value):
if candle.State != CandleStates.Finished:
return
if self.Position != 0:
self._bars_in_position += 1
if not ma1_value.IsFormed or not bollinger_value.IsFormed or not rsi_value.IsFormed:
return
if bollinger_value.UpBand is None or bollinger_value.LowBand is None:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
upper = float(bollinger_value.UpBand)
lower = float(bollinger_value.LowBand)
ma1 = float(ma1_value.GetValue[Decimal](None))
rsi = float(rsi_value.GetValue[Decimal](None))
close = float(candle.ClosePrice)
long_signal = self._enable_long.Value and close > ma1 and float(candle.LowPrice) < lower
short_signal = self._enable_short.Value and close < ma1 and float(candle.HighPrice) > upper and rsi > 50.0
x_bars = int(self._x_bars.Value)
time_up = x_bars > 0 and self._bars_in_position >= x_bars
if long_signal and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
self._entry_price = close
self._bars_in_position = 0
elif short_signal and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
self._entry_price = close
self._bars_in_position = 0
elif self.Position > 0 and (rsi > float(self._rsi_oversold.Value) or (time_up and close > self._entry_price)):
self.SellMarket(self.Position)
elif self.Position < 0 and (close < lower or (time_up and close < self._entry_price)):
self.BuyMarket(-self.Position)
def CreateClone(self):
return mema_bb_rsi_strategy()