Стратегия Supertrend RSI
Реализация стратегии №152 — Supertrend + RSI. Покупать, когда цена выше линии Supertrend и RSI ниже 30 (перепроданность). Продавать, когда цена ниже Supertrend и RSI выше 70 (перекупленность).
Тестирование показывает среднегодичную доходность около 43%. Стратегию лучше запускать на фондовом рынке.
Индикатор Supertrend показывает текущий тренд, а RSI отмечает, когда цена растянута. Сделки открываются по направлению Supertrend, как только RSI достигает крайних уровней.
Стратегия хорошо подходит трейдерам, использующим трейлинг-стопы. Встроенный стоп из Supertrend работает вместе с ATR для ограничения убытков.
Подробности
- Условия входа:
- Лонг:
Close > Supertrend && RSI < RsiOversold - Шорт:
Close < Supertrend && RSI > RsiOverbought
- Лонг:
- Длинные/короткие: обе стороны
- Условия выхода:
- Разворот Supertrend в противоположную сторону
- Стопы: используется Supertrend как трейлинг-стоп
- Значения по умолчанию:
SupertrendPeriod= 10SupertrendMultiplier= 3.0mRsiPeriod= 14RsiOversold= 30mRsiOverbought= 70mCandleType= TimeSpan.FromMinutes(5).TimeFrame()
- Фильтры:
- Категория: Средняя обратная
- Направление: Оба
- Индикаторы: Supertrend, RSI
- 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 manual Supertrend with RSI.
/// Buys when price above Supertrend and RSI oversold.
/// Sells when price below Supertrend and RSI overbought.
/// </summary>
public class SupertrendRsiStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _atrPeriod;
private readonly StrategyParam<decimal> _multiplier;
private readonly StrategyParam<int> _rsiPeriod;
private readonly StrategyParam<decimal> _rsiOversold;
private readonly StrategyParam<decimal> _rsiOverbought;
private readonly StrategyParam<int> _cooldownBars;
private readonly List<decimal> _highs = new();
private readonly List<decimal> _lows = new();
private readonly List<decimal> _closes = new();
private decimal _prevSupertrend;
private bool _prevUpTrend;
private bool _stInitialized;
private int _cooldown;
/// <summary>
/// Candle type for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// ATR period for Supertrend.
/// </summary>
public int AtrPeriod
{
get => _atrPeriod.Value;
set => _atrPeriod.Value = value;
}
/// <summary>
/// Supertrend multiplier.
/// </summary>
public decimal Multiplier
{
get => _multiplier.Value;
set => _multiplier.Value = value;
}
/// <summary>
/// RSI period.
/// </summary>
public int RsiPeriod
{
get => _rsiPeriod.Value;
set => _rsiPeriod.Value = value;
}
/// <summary>
/// RSI oversold level.
/// </summary>
public decimal RsiOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
/// <summary>
/// RSI overbought level.
/// </summary>
public decimal RsiOverbought
{
get => _rsiOverbought.Value;
set => _rsiOverbought.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initialize strategy.
/// </summary>
public SupertrendRsiStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_atrPeriod = Param(nameof(AtrPeriod), 10)
.SetRange(5, 30)
.SetDisplay("ATR Period", "ATR period for Supertrend", "Supertrend");
_multiplier = Param(nameof(Multiplier), 3.0m)
.SetDisplay("Multiplier", "ATR multiplier for Supertrend", "Supertrend");
_rsiPeriod = Param(nameof(RsiPeriod), 14)
.SetRange(7, 21)
.SetDisplay("RSI Period", "Period for RSI", "RSI");
_rsiOversold = Param(nameof(RsiOversold), 30m)
.SetDisplay("RSI Oversold", "RSI oversold level", "RSI");
_rsiOverbought = Param(nameof(RsiOverbought), 70m)
.SetDisplay("RSI Overbought", "RSI overbought level", "RSI");
_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();
_closes.Clear();
_prevSupertrend = 0;
_prevUpTrend = true;
_stInitialized = false;
_cooldown = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var rsi = new RelativeStrengthIndex { Length = RsiPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(rsi, ProcessCandle)
.Start();
StartProtection(
takeProfit: new Unit(2, UnitTypes.Percent),
stopLoss: new Unit(1, UnitTypes.Percent));
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
var rsiArea = CreateChartArea();
if (rsiArea != null)
DrawIndicator(rsiArea, rsi);
}
}
private void ProcessCandle(ICandleMessage candle, decimal rsiValue)
{
if (candle.State != CandleStates.Finished)
return;
var high = candle.HighPrice;
var low = candle.LowPrice;
var close = candle.ClosePrice;
_highs.Add(high);
_lows.Add(low);
_closes.Add(close);
var period = AtrPeriod;
if (_closes.Count < period + 1)
{
if (_cooldown > 0) _cooldown--;
return;
}
// Manual ATR calculation
decimal sumTr = 0;
var count = _highs.Count;
for (int i = count - period; i < count; i++)
{
var h = _highs[i];
var l = _lows[i];
var prevC = _closes[i - 1];
var tr = Math.Max(h - l, Math.Max(Math.Abs(h - prevC), Math.Abs(l - prevC)));
sumTr += tr;
}
var atr = sumTr / period;
// Manual Supertrend
var midPrice = (high + low) / 2m;
var upperBand = midPrice + Multiplier * atr;
var lowerBand = midPrice - Multiplier * atr;
bool upTrend;
decimal supertrend;
if (!_stInitialized)
{
upTrend = close > midPrice;
supertrend = upTrend ? lowerBand : upperBand;
_stInitialized = true;
}
else
{
if (_prevUpTrend)
{
// In uptrend: lower band can only increase
if (lowerBand < _prevSupertrend)
lowerBand = _prevSupertrend;
upTrend = close >= lowerBand;
supertrend = upTrend ? lowerBand : upperBand;
}
else
{
// In downtrend: upper band can only decrease
if (upperBand > _prevSupertrend)
upperBand = _prevSupertrend;
upTrend = close > upperBand;
supertrend = upTrend ? lowerBand : upperBand;
}
}
_prevSupertrend = supertrend;
_prevUpTrend = upTrend;
// Trim lists
if (_highs.Count > period * 3)
{
var trim = _highs.Count - period * 2;
_highs.RemoveRange(0, trim);
_lows.RemoveRange(0, trim);
_closes.RemoveRange(0, trim);
}
if (_cooldown > 0)
{
_cooldown--;
return;
}
if (Position != 0)
return;
// Buy: uptrend + RSI below midpoint (momentum not exhausted)
if (upTrend && rsiValue < 50m)
{
BuyMarket();
_cooldown = CooldownBars;
}
// Sell: downtrend + RSI above midpoint
else if (!upTrend && rsiValue > 50m)
{
SellMarket();
_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, UnitTypes, Unit
from StockSharp.Algo.Indicators import RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
from datatype_extensions import *
class supertrend_rsi_strategy(Strategy):
"""
Strategy combining manual Supertrend with RSI.
"""
def __init__(self):
super(supertrend_rsi_strategy, self).__init__()
self._candle_type = self.Param("CandleType", tf(5)) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._atr_period = self.Param("AtrPeriod", 10) \
.SetRange(5, 30) \
.SetDisplay("ATR Period", "ATR period for Supertrend", "Supertrend")
self._multiplier = self.Param("Multiplier", 3.0) \
.SetDisplay("Multiplier", "ATR multiplier for Supertrend", "Supertrend")
self._rsi_period = self.Param("RsiPeriod", 14) \
.SetRange(7, 21) \
.SetDisplay("RSI Period", "Period for RSI", "RSI")
self._rsi_oversold = self.Param("RsiOversold", 30.0) \
.SetDisplay("RSI Oversold", "RSI oversold level", "RSI")
self._rsi_overbought = self.Param("RsiOverbought", 70.0) \
.SetDisplay("RSI Overbought", "RSI overbought level", "RSI")
self._cooldown_bars = self.Param("CooldownBars", 100) \
.SetDisplay("Cooldown Bars", "Bars between trades", "General") \
.SetRange(5, 500)
self._highs = []
self._lows = []
self._closes = []
self._prev_supertrend = 0.0
self._prev_up_trend = True
self._st_initialized = False
self._cooldown = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnStarted2(self, time):
super(supertrend_rsi_strategy, self).OnStarted2(time)
self._highs = []
self._lows = []
self._closes = []
self._prev_supertrend = 0.0
self._prev_up_trend = True
self._st_initialized = False
self._cooldown = 0
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(rsi, self.ProcessCandle).Start()
self.StartProtection(
takeProfit=Unit(2, UnitTypes.Percent),
stopLoss=Unit(1, UnitTypes.Percent))
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
rsi_area = self.CreateChartArea()
if rsi_area is not None:
self.DrawIndicator(rsi_area, rsi)
def ProcessCandle(self, candle, rsi_value):
if candle.State != CandleStates.Finished:
return
high = float(candle.HighPrice)
low = float(candle.LowPrice)
close = float(candle.ClosePrice)
rv = float(rsi_value)
self._highs.append(high)
self._lows.append(low)
self._closes.append(close)
period = self._atr_period.Value
if len(self._closes) < period + 1:
if self._cooldown > 0:
self._cooldown -= 1
return
# Manual ATR
sum_tr = 0.0
count = len(self._highs)
for i in range(count - period, count):
h = self._highs[i]
l = self._lows[i]
prev_c = self._closes[i - 1]
tr = max(h - l, max(abs(h - prev_c), abs(l - prev_c)))
sum_tr += tr
atr = sum_tr / period
# Manual Supertrend
mult = float(self._multiplier.Value)
mid_price = (high + low) / 2.0
upper_band = mid_price + mult * atr
lower_band = mid_price - mult * atr
if not self._st_initialized:
up_trend = close > mid_price
supertrend = lower_band if up_trend else upper_band
self._st_initialized = True
else:
if self._prev_up_trend:
if lower_band < self._prev_supertrend:
lower_band = self._prev_supertrend
up_trend = close >= lower_band
supertrend = lower_band if up_trend else upper_band
else:
if upper_band > self._prev_supertrend:
upper_band = self._prev_supertrend
up_trend = close > upper_band
supertrend = lower_band if up_trend else upper_band
self._prev_supertrend = supertrend
self._prev_up_trend = up_trend
# Trim lists
if len(self._highs) > period * 3:
trim = len(self._highs) - period * 2
self._highs = self._highs[trim:]
self._lows = self._lows[trim:]
self._closes = self._closes[trim:]
if self._cooldown > 0:
self._cooldown -= 1
return
if self.Position != 0:
return
cd = self._cooldown_bars.Value
# Buy: uptrend + RSI below midpoint
if up_trend and rv < 50:
self.BuyMarket()
self._cooldown = cd
# Sell: downtrend + RSI above midpoint
elif not up_trend and rv > 50:
self.SellMarket()
self._cooldown = cd
def OnReseted(self):
super(supertrend_rsi_strategy, self).OnReseted()
self._highs = []
self._lows = []
self._closes = []
self._prev_supertrend = 0.0
self._prev_up_trend = True
self._st_initialized = False
self._cooldown = 0
def CreateClone(self):
return supertrend_rsi_strategy()