Lux Clara EMA + VWAP 策略
Lux Clara EMA + VWAP 策略利用快慢 EMA 的金叉/死叉,并结合 VWAP 和时间窗口过滤。当快 EMA 上穿慢 EMA 且慢 EMA 在 VWAP 之上并处于指定时段内时开多仓;相反条件下开空仓。EMAs 反向交叉时平仓。
细节
- 入场条件:
- 快 EMA 上穿慢 EMA,慢 EMA 高于 VWAP,当前时间在交易时段内。
- 做空:快 EMA 下穿慢 EMA,慢 EMA 低于 VWAP,当前时间在交易时段内。
- 方向:多空皆可。
- 出场条件:
- EMA 反向交叉。
- 止损:无。
- 默认参数:
FastEmaLength= 8SlowEmaLength= 50StartTime= 07:30EndTime= 14:30CandleType= 5 分钟
- 过滤器:
- 类型:趋势跟随
- 方向:多空
- 指标:EMA、VWAP
- 止损:无
- 复杂度:低
- 时间框架:任意
- 季节性:无
- 神经网络:无
- 背离:无
- 风险等级:低
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>
/// Lux Clara EMA + VWAP strategy.
/// Buys on fast EMA crossing above slow EMA when above VWAP, sells on opposite.
/// </summary>
public class LuxClaraEmaVwapStrategy : Strategy
{
private readonly StrategyParam<int> _fastEmaLength;
private readonly StrategyParam<int> _slowEmaLength;
private readonly StrategyParam<DataType> _candleType;
private ExponentialMovingAverage _fastEma;
private ExponentialMovingAverage _slowEma;
private VolumeWeightedMovingAverage _vwap;
private decimal _prevFast;
private decimal _prevSlow;
private bool _isInitialized;
private int _cooldown;
public int FastEmaLength { get => _fastEmaLength.Value; set => _fastEmaLength.Value = value; }
public int SlowEmaLength { get => _slowEmaLength.Value; set => _slowEmaLength.Value = value; }
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public LuxClaraEmaVwapStrategy()
{
_fastEmaLength = Param(nameof(FastEmaLength), 8)
.SetDisplay("Fast EMA Length", "Length of fast EMA", "Indicators");
_slowEmaLength = Param(nameof(SlowEmaLength), 21)
.SetDisplay("Slow EMA Length", "Length of slow EMA", "Indicators");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
.SetDisplay("Candle Type", "Timeframe of data for strategy", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevFast = default;
_prevSlow = default;
_isInitialized = false;
_cooldown = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_fastEma = new ExponentialMovingAverage { Length = FastEmaLength };
_slowEma = new ExponentialMovingAverage { Length = SlowEmaLength };
_vwap = new VolumeWeightedMovingAverage { Length = 20 };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(_fastEma, _slowEma, _vwap, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, _fastEma);
DrawIndicator(area, _slowEma);
DrawIndicator(area, _vwap);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal fast, decimal slow, decimal vwap)
{
if (candle.State != CandleStates.Finished)
return;
if (!_fastEma.IsFormed || !_slowEma.IsFormed)
return;
if (!_isInitialized)
{
_prevFast = fast;
_prevSlow = slow;
_isInitialized = true;
return;
}
if (_cooldown > 0)
{
_cooldown--;
_prevFast = fast;
_prevSlow = slow;
return;
}
var fastCrossAbove = _prevFast <= _prevSlow && fast > slow;
var fastCrossBelow = _prevFast >= _prevSlow && fast < slow;
// Use VWAP as additional confirmation when formed
var aboveVwap = !_vwap.IsFormed || candle.ClosePrice > vwap;
var belowVwap = !_vwap.IsFormed || candle.ClosePrice < vwap;
if (Position <= 0 && fastCrossAbove && aboveVwap)
{
if (Position < 0)
BuyMarket();
BuyMarket();
_cooldown = 12;
}
else if (Position >= 0 && fastCrossBelow && belowVwap)
{
if (Position > 0)
SellMarket();
SellMarket();
_cooldown = 12;
}
// Exit without VWAP condition
else if (Position > 0 && fastCrossBelow)
{
SellMarket();
_cooldown = 12;
}
else if (Position < 0 && fastCrossAbove)
{
BuyMarket();
_cooldown = 12;
}
_prevFast = fast;
_prevSlow = slow;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import ExponentialMovingAverage, VolumeWeightedMovingAverage
from StockSharp.Algo.Strategies import Strategy
class lux_clara_ema_vwap_strategy(Strategy):
"""
Lux Clara EMA + VWAP strategy.
Buys on fast EMA crossing above slow EMA when above VWAP.
"""
def __init__(self):
super(lux_clara_ema_vwap_strategy, self).__init__()
self._fast_length = self.Param("FastEmaLength", 8) \
.SetDisplay("Fast EMA", "Fast EMA length", "Indicators")
self._slow_length = self.Param("SlowEmaLength", 21) \
.SetDisplay("Slow EMA", "Slow EMA length", "Indicators")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))) \
.SetDisplay("Candle Type", "Timeframe", "General")
self._prev_fast = 0.0
self._prev_slow = 0.0
self._initialized = False
self._cooldown = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(lux_clara_ema_vwap_strategy, self).OnReseted()
self._prev_fast = 0.0
self._prev_slow = 0.0
self._initialized = False
self._cooldown = 0
def OnStarted2(self, time):
super(lux_clara_ema_vwap_strategy, self).OnStarted2(time)
self._fast_ema = ExponentialMovingAverage()
self._fast_ema.Length = self._fast_length.Value
self._slow_ema = ExponentialMovingAverage()
self._slow_ema.Length = self._slow_length.Value
self._vwap = VolumeWeightedMovingAverage()
self._vwap.Length = 20
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._fast_ema, self._slow_ema, self._vwap, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, self._fast_ema)
self.DrawIndicator(area, self._slow_ema)
self.DrawIndicator(area, self._vwap)
self.DrawOwnTrades(area)
def _process_candle(self, candle, fast_val, slow_val, vwap_val):
if candle.State != CandleStates.Finished:
return
if not self._fast_ema.IsFormed or not self._slow_ema.IsFormed:
return
f = float(fast_val)
s = float(slow_val)
v = float(vwap_val)
close = float(candle.ClosePrice)
if not self._initialized:
self._prev_fast = f
self._prev_slow = s
self._initialized = True
return
if self._cooldown > 0:
self._cooldown -= 1
self._prev_fast = f
self._prev_slow = s
return
cross_above = self._prev_fast <= self._prev_slow and f > s
cross_below = self._prev_fast >= self._prev_slow and f < s
above_vwap = not self._vwap.IsFormed or close > v
below_vwap = not self._vwap.IsFormed or close < v
if self.Position <= 0 and cross_above and above_vwap:
if self.Position < 0:
self.BuyMarket()
self.BuyMarket()
self._cooldown = 12
elif self.Position >= 0 and cross_below and below_vwap:
if self.Position > 0:
self.SellMarket()
self.SellMarket()
self._cooldown = 12
elif self.Position > 0 and cross_below:
self.SellMarket()
self._cooldown = 12
elif self.Position < 0 and cross_above:
self.BuyMarket()
self._cooldown = 12
self._prev_fast = f
self._prev_slow = s
def CreateClone(self):
return lux_clara_ema_vwap_strategy()