Стратегия Ichimoku Volume
Реализация стратегии №151 — Ichimoku + Объём. Покупка производится, когда цена выше облака Кумо, Тенкан-сен выше Киджун-сен и объём выше среднего. Продажа — когда цена ниже облака, Тенкан-сен ниже Киджун-сен и объём также выше среднего.
Тестирование показывает среднегодичную доходность около 40%. Стратегию лучше запускать на крипторынке.
Компоненты Ichimoku задают направление, а растущий объём подтверждает интерес. Сделки открываются, когда цена движется в соответствии с облаком и объём увеличивается.
Стратегия подходит тем, кто следует за прорывами облака при наличии участия. Риск ограничивается стопом на основе ATR.
Подробности
- Условия входа:
- Лонг:
Price > Cloud && Tenkan > Kijun && Volume > AvgVolume - Шорт:
Price < Cloud && Tenkan < Kijun && Volume > AvgVolume
- Лонг:
- Длинные/короткие: обе стороны
- Условия выхода:
- Прорыв облака в противоположном направлении
- Стопы: процентные через параметр
StopLoss - Значения по умолчанию:
TenkanPeriod= 9KijunPeriod= 26SenkouSpanPeriod= 52VolumeAvgPeriod= 20StopLoss= new Unit(2, UnitTypes.Percent)CandleType= TimeSpan.FromMinutes(5).TimeFrame()
- Фильтры:
- Категория: Пробой
- Направление: Оба
- Индикаторы: Облако Ichimoku, Объём
- Стопы: Да
- Сложность: Средняя
- Таймфрейм: Среднесрочный
- Сезонность: Нет
- Нейросети: Нет
- Дивергенция: Нет
- Уровень риска: Средний
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>
/// Strategy combining Ichimoku (manual Tenkan/Kijun) with volume filter.
/// Buys when price above Kumo, Tenkan above Kijun, volume above average.
/// Sells when price below Kumo, Tenkan below Kijun, volume above average.
/// </summary>
public class IchimokuVolumeStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _tenkanPeriod;
private readonly StrategyParam<int> _kijunPeriod;
private readonly StrategyParam<int> _volumeAvgPeriod;
private readonly StrategyParam<int> _cooldownBars;
private readonly List<decimal> _highs = new();
private readonly List<decimal> _lows = new();
private readonly List<decimal> _vols = new();
private int _cooldown;
/// <summary>
/// Candle type for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Tenkan-sen period.
/// </summary>
public int TenkanPeriod
{
get => _tenkanPeriod.Value;
set => _tenkanPeriod.Value = value;
}
/// <summary>
/// Kijun-sen period.
/// </summary>
public int KijunPeriod
{
get => _kijunPeriod.Value;
set => _kijunPeriod.Value = value;
}
/// <summary>
/// Volume average period.
/// </summary>
public int VolumeAvgPeriod
{
get => _volumeAvgPeriod.Value;
set => _volumeAvgPeriod.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initialize strategy.
/// </summary>
public IchimokuVolumeStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_tenkanPeriod = Param(nameof(TenkanPeriod), 9)
.SetRange(5, 20)
.SetDisplay("Tenkan Period", "Tenkan-sen period (fast)", "Ichimoku");
_kijunPeriod = Param(nameof(KijunPeriod), 26)
.SetRange(15, 40)
.SetDisplay("Kijun Period", "Kijun-sen period (slow)", "Ichimoku");
_volumeAvgPeriod = Param(nameof(VolumeAvgPeriod), 20)
.SetRange(10, 50)
.SetDisplay("Volume Average Period", "Period for volume moving average", "Volume");
_cooldownBars = Param(nameof(CooldownBars), 100)
.SetDisplay("Cooldown Bars", "Bars between trades", "General")
.SetRange(5, 500);
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_highs.Clear();
_lows.Clear();
_vols.Clear();
_cooldown = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var ema = new ExponentialMovingAverage { Length = KijunPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(ema, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal emaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var high = candle.HighPrice;
var low = candle.LowPrice;
var close = candle.ClosePrice;
var vol = candle.TotalVolume;
_highs.Add(high);
_lows.Add(low);
_vols.Add(vol);
var tenkanPrd = TenkanPeriod;
var kijunPrd = KijunPeriod;
var volPrd = VolumeAvgPeriod;
var minBars = Math.Max(kijunPrd, volPrd);
if (_highs.Count < minBars)
{
if (_cooldown > 0) _cooldown--;
return;
}
// Manual Tenkan-sen: (highest high + lowest low) / 2 over tenkan period
var count = _highs.Count;
decimal tenkanHH = decimal.MinValue, tenkanLL = decimal.MaxValue;
for (int i = count - tenkanPrd; i < count; i++)
{
if (_highs[i] > tenkanHH) tenkanHH = _highs[i];
if (_lows[i] < tenkanLL) tenkanLL = _lows[i];
}
var tenkan = (tenkanHH + tenkanLL) / 2m;
// Manual Kijun-sen
decimal kijunHH = decimal.MinValue, kijunLL = decimal.MaxValue;
for (int i = count - kijunPrd; i < count; i++)
{
if (_highs[i] > kijunHH) kijunHH = _highs[i];
if (_lows[i] < kijunLL) kijunLL = _lows[i];
}
var kijun = (kijunHH + kijunLL) / 2m;
// Senkou Span A = (Tenkan + Kijun) / 2
var senkouA = (tenkan + kijun) / 2m;
// Senkou Span B = (highest high + lowest low) / 2 over 2*kijun period (use kijun period for simplicity)
var senkouB = kijun; // simplified: use Kijun as proxy for Senkou B
var upperKumo = Math.Max(senkouA, senkouB);
var lowerKumo = Math.Min(senkouA, senkouB);
// Volume average
decimal sumVol = 0;
for (int i = count - volPrd; i < count; i++)
sumVol += _vols[i];
var avgVol = sumVol / volPrd;
var highVolume = vol > avgVol;
// Trim lists
var maxKeep = minBars * 3;
if (_highs.Count > maxKeep)
{
var trim = _highs.Count - minBars * 2;
_highs.RemoveRange(0, trim);
_lows.RemoveRange(0, trim);
_vols.RemoveRange(0, trim);
}
if (_cooldown > 0)
{
_cooldown--;
return;
}
// Buy: price above cloud + Tenkan above Kijun + high volume
if (close > upperKumo && tenkan > kijun && highVolume && Position == 0)
{
BuyMarket();
_cooldown = CooldownBars;
}
// Sell: price below cloud + Tenkan below Kijun + high volume
else if (close < lowerKumo && tenkan < kijun && highVolume && Position == 0)
{
SellMarket();
_cooldown = CooldownBars;
}
// Exit long: price drops below kijun
if (Position > 0 && close < kijun)
{
SellMarket();
_cooldown = CooldownBars;
}
// Exit short: price rises above kijun
else if (Position < 0 && close > kijun)
{
BuyMarket();
_cooldown = CooldownBars;
}
}
}
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
from StockSharp.Algo.Strategies import Strategy
from datatype_extensions import *
class ichimoku_volume_strategy(Strategy):
"""
Strategy combining Ichimoku (manual Tenkan/Kijun) with volume filter.
"""
def __init__(self):
super(ichimoku_volume_strategy, self).__init__()
self._candle_type = self.Param("CandleType", tf(5)) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._tenkan_period = self.Param("TenkanPeriod", 9) \
.SetRange(5, 20) \
.SetDisplay("Tenkan Period", "Tenkan-sen period (fast)", "Ichimoku")
self._kijun_period = self.Param("KijunPeriod", 26) \
.SetRange(15, 40) \
.SetDisplay("Kijun Period", "Kijun-sen period (slow)", "Ichimoku")
self._volume_avg_period = self.Param("VolumeAvgPeriod", 20) \
.SetRange(10, 50) \
.SetDisplay("Volume Average Period", "Period for volume moving average", "Volume")
self._cooldown_bars = self.Param("CooldownBars", 100) \
.SetDisplay("Cooldown Bars", "Bars between trades", "General") \
.SetRange(5, 500)
self._highs = []
self._lows = []
self._vols = []
self._cooldown = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnStarted2(self, time):
super(ichimoku_volume_strategy, self).OnStarted2(time)
self._highs = []
self._lows = []
self._vols = []
self._cooldown = 0
ema = ExponentialMovingAverage()
ema.Length = self._kijun_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(ema, self.ProcessCandle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def ProcessCandle(self, candle, ema_value):
if candle.State != CandleStates.Finished:
return
high = float(candle.HighPrice)
low = float(candle.LowPrice)
close = float(candle.ClosePrice)
vol = float(candle.TotalVolume)
self._highs.append(high)
self._lows.append(low)
self._vols.append(vol)
tenkan_prd = self._tenkan_period.Value
kijun_prd = self._kijun_period.Value
vol_prd = self._volume_avg_period.Value
min_bars = max(kijun_prd, vol_prd)
if len(self._highs) < min_bars:
if self._cooldown > 0:
self._cooldown -= 1
return
count = len(self._highs)
# Manual Tenkan-sen
tenkan_hh = max(self._highs[count - tenkan_prd:count])
tenkan_ll = min(self._lows[count - tenkan_prd:count])
tenkan = (tenkan_hh + tenkan_ll) / 2.0
# Manual Kijun-sen
kijun_hh = max(self._highs[count - kijun_prd:count])
kijun_ll = min(self._lows[count - kijun_prd:count])
kijun = (kijun_hh + kijun_ll) / 2.0
# Senkou Span A and B
senkou_a = (tenkan + kijun) / 2.0
senkou_b = kijun # simplified
upper_kumo = max(senkou_a, senkou_b)
lower_kumo = min(senkou_a, senkou_b)
# Volume average
sum_vol = sum(self._vols[count - vol_prd:count])
avg_vol = sum_vol / vol_prd
high_volume = vol > avg_vol
# Trim lists
max_keep = min_bars * 3
if len(self._highs) > max_keep:
trim = len(self._highs) - min_bars * 2
self._highs = self._highs[trim:]
self._lows = self._lows[trim:]
self._vols = self._vols[trim:]
if self._cooldown > 0:
self._cooldown -= 1
return
cd = self._cooldown_bars.Value
# Buy: price above cloud + Tenkan above Kijun + high volume
if close > upper_kumo and tenkan > kijun and high_volume and self.Position == 0:
self.BuyMarket()
self._cooldown = cd
elif close < lower_kumo and tenkan < kijun and high_volume and self.Position == 0:
self.SellMarket()
self._cooldown = cd
# Exit long: price drops below kijun
if self.Position > 0 and close < kijun:
self.SellMarket()
self._cooldown = cd
elif self.Position < 0 and close > kijun:
self.BuyMarket()
self._cooldown = cd
def OnReseted(self):
super(ichimoku_volume_strategy, self).OnReseted()
self._highs = []
self._lows = []
self._vols = []
self._cooldown = 0
def CreateClone(self):
return ichimoku_volume_strategy()