Стратегия Macd Vwap
Стратегия основана на индикаторах MACD и VWAP. Открывает длинную позицию, когда MACD выше сигнальной линии и цена выше VWAP. Открывает короткую позицию, когда MACD ниже сигнальной линии и цена ниже VWAP.
Тестирование показывает среднегодичную доходность около 109%. Стратегию лучше запускать на крипторынке.
Сила импульса MACD оценивается относительно линии VWAP. Длинные сделки ищут усиление MACD ниже VWAP, а короткие — выше него.
Идеальна для внутридневных трейдеров, использующих ориентиры на основе объёма. Стопы по ATR контролируют риск.
Подробности
- Условия входа:
- Длинная:
MACD > Signal && Close > VWAP - Короткая:
MACD < Signal && Close < VWAP
- Длинная:
- Long/Short: Оба
- Условия выхода: пересечение MACD в противоположную сторону
- Стопы: процентный уровень через
StopLossPercent - Параметры по умолчанию:
MacdFast= 12MacdSlow= 26MacdSignal= 9StopLossPercent= 2.0mCandleType= TimeSpan.FromMinutes(5).TimeFrame()
- Фильтры:
- Категория: Mean reversion
- Направление: Оба
- Индикаторы: MACD, VWAP
- Стопы: Да
- Сложность: Средняя
- Таймфрейм: Среднесрочный
- Сезонность: Нет
- Нейросети: Нет
- Дивергенция: Нет
- Уровень риска: Средний
using System;
using System.Linq;
using System.Collections.Generic;
using Ecng.Common;
using Ecng.Collections;
using Ecng.Serialization;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Strategy based on MACD and VWAP indicators.
/// Enters long when MACD > Signal and price > VWAP
/// Enters short when MACD < Signal and price < VWAP
/// </summary>
public class MacdVwapStrategy : Strategy
{
private readonly StrategyParam<int> _macdFast;
private readonly StrategyParam<int> _macdSlow;
private readonly StrategyParam<int> _macdSignal;
private readonly StrategyParam<int> _cooldownBars;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
private int _cooldown;
private bool _hasPrevDiff;
private decimal _prevDiff;
/// <summary>
/// MACD fast period
/// </summary>
public int MacdFast
{
get => _macdFast.Value;
set => _macdFast.Value = value;
}
/// <summary>
/// MACD slow period
/// </summary>
public int MacdSlow
{
get => _macdSlow.Value;
set => _macdSlow.Value = value;
}
/// <summary>
/// MACD signal period
/// </summary>
public int MacdSignal
{
get => _macdSignal.Value;
set => _macdSignal.Value = value;
}
/// <summary>
/// Bars to wait between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Stop-loss percentage
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Candle type for strategy calculation
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor
/// </summary>
public MacdVwapStrategy()
{
_macdFast = Param(nameof(MacdFast), 12)
.SetGreaterThanZero()
.SetDisplay("MACD Fast Period", "Fast EMA period for MACD", "Indicators")
.SetOptimize(8, 16, 2);
_macdSlow = Param(nameof(MacdSlow), 26)
.SetGreaterThanZero()
.SetDisplay("MACD Slow Period", "Slow EMA period for MACD", "Indicators")
.SetOptimize(20, 30, 2);
_macdSignal = Param(nameof(MacdSignal), 9)
.SetGreaterThanZero()
.SetDisplay("MACD Signal Period", "Signal line period for MACD", "Indicators")
.SetOptimize(7, 12, 1);
_cooldownBars = Param(nameof(CooldownBars), 35)
.SetRange(1, 200)
.SetDisplay("Cooldown Bars", "Bars between new entries", "General");
_stopLossPercent = Param(nameof(StopLossPercent), 2.0m)
.SetGreaterThanZero()
.SetDisplay("Stop Loss %", "Stop loss as percentage of entry price", "Risk Management")
.SetOptimize(1.0m, 3.0m, 0.5m);
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Timeframe for strategy", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_cooldown = 0;
_hasPrevDiff = false;
_prevDiff = 0m;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
// Create indicators
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = MacdFast },
LongMa = { Length = MacdSlow },
},
SignalMa = { Length = MacdSignal }
};
var vwap = new VolumeWeightedMovingAverage();
// Subscribe to candles and bind indicators
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(macd, vwap, ProcessCandle)
.Start();
// Setup chart visualization if available
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, macd);
DrawIndicator(area, vwap);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue, IIndicatorValue vwapValue)
{
// Skip unfinished candles
if (candle.State != CandleStates.Finished)
return;
// Check if strategy is ready to trade
if (!IsFormedAndOnlineAndAllowTrading())
return;
// Get additional values from MACD (signal line)
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
var macd = macdTyped.Macd ?? 0m;
var signal = macdTyped.Signal ?? 0m;
var vwap = vwapValue.ToDecimal();
// Current price (close of the candle)
var price = candle.ClosePrice;
var diff = macd - signal;
if (!_hasPrevDiff)
{
_hasPrevDiff = true;
_prevDiff = diff;
return;
}
var crossUp = _prevDiff <= 0m && diff > 0m;
var crossDown = _prevDiff >= 0m && diff < 0m;
if (_cooldown > 0)
{
_cooldown--;
_prevDiff = diff;
return;
}
// Trading logic
if (crossUp && price > vwap * 1.001m && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_cooldown = CooldownBars;
}
else if (crossDown && price < vwap * 0.999m && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_cooldown = CooldownBars;
}
else if (crossDown && Position > 0)
{
SellMarket(Position);
_cooldown = CooldownBars;
}
else if (crossUp && Position < 0)
{
BuyMarket(Math.Abs(Position));
_cooldown = CooldownBars;
}
_prevDiff = diff;
}
}
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 MovingAverageConvergenceDivergenceSignal, VolumeWeightedMovingAverage
from StockSharp.Algo.Strategies import Strategy
class macd_vwap_strategy(Strategy):
"""
MACD + VWAP: enters long when MACD crosses above signal and price above VWAP.
"""
def __init__(self):
super(macd_vwap_strategy, self).__init__()
self._macd_fast = self.Param("MacdFast", 12).SetDisplay("MACD Fast", "Fast EMA period", "Indicators")
self._macd_slow = self.Param("MacdSlow", 26).SetDisplay("MACD Slow", "Slow EMA period", "Indicators")
self._macd_signal = self.Param("MacdSignal", 9).SetDisplay("MACD Signal", "Signal line period", "Indicators")
self._cooldown_bars = self.Param("CooldownBars", 35).SetDisplay("Cooldown Bars", "Bars between entries", "General")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetDisplay("Stop Loss %", "Stop loss pct", "Risk Management")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Timeframe", "General")
self._cooldown = 0
self._has_prev_diff = False
self._prev_diff = 0.0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(macd_vwap_strategy, self).OnReseted()
self._cooldown = 0
self._has_prev_diff = False
self._prev_diff = 0.0
def OnStarted2(self, time):
super(macd_vwap_strategy, self).OnStarted2(time)
self._cooldown = 0
self._has_prev_diff = False
self._prev_diff = 0.0
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._macd_fast.Value
macd.Macd.LongMa.Length = self._macd_slow.Value
macd.SignalMa.Length = self._macd_signal.Value
vwap = VolumeWeightedMovingAverage()
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(macd, vwap, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, macd)
self.DrawIndicator(area, vwap)
self.DrawOwnTrades(area)
def _process_candle(self, candle, macd_value, vwap_value):
if candle.State != CandleStates.Finished:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
macd_line = macd_value.Macd
signal_line = macd_value.Signal
if macd_line is None or signal_line is None:
return
macd_f = float(macd_line)
signal_f = float(signal_line)
vwap_f = float(vwap_value)
price = float(candle.ClosePrice)
diff = macd_f - signal_f
if not self._has_prev_diff:
self._has_prev_diff = True
self._prev_diff = diff
return
cross_up = self._prev_diff <= 0 and diff > 0
cross_down = self._prev_diff >= 0 and diff < 0
if self._cooldown > 0:
self._cooldown -= 1
self._prev_diff = diff
return
if cross_up and price > vwap_f * 1.001 and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
self._cooldown = self._cooldown_bars.Value
elif cross_down and price < vwap_f * 0.999 and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
self._cooldown = self._cooldown_bars.Value
elif cross_down and self.Position > 0:
self.SellMarket(self.Position)
self._cooldown = self._cooldown_bars.Value
elif cross_up and self.Position < 0:
self.BuyMarket(abs(self.Position))
self._cooldown = self._cooldown_bars.Value
self._prev_diff = diff
def CreateClone(self):
return macd_vwap_strategy()