PPO Cloud Strategy
This momentum strategy trades crossovers between the Percentage Price Oscillator (PPO) and its signal line. A long position opens when the PPO crosses above its signal line, while a short position opens on the opposite crossover. Existing positions can optionally be closed on the contrary signal. The strategy operates on a single timeframe.
Details
- Entry Criteria:
- Long:
PPO crosses above signal. - Short:
PPO crosses below signal.
- Long:
- Long/Short: Both.
- Exit Criteria:
- Long:
PPO crosses below signal(optional). - Short:
PPO crosses above signal(optional).
- Long:
- Stops: None.
- Default Values:
Fast Period= 12.Slow Period= 26.Signal Period= 9.
- Filters:
- Category: Momentum
- Direction: Both
- Indicators: Single
- Stops: No
- Complexity: Basic
- Timeframe: Intraday
- Seasonality: No
- Neural networks: No
- Divergence: No
- Risk level: Low
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 based on PPO main and signal line crossovers.
/// PPO = ((ShortEMA - LongEMA) / LongEMA) * 100
/// Signal = EMA(PPO, signalPeriod)
/// Buy when PPO crosses above signal, sell when below.
/// </summary>
public class PpoCloudStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _fastPeriod;
private readonly StrategyParam<int> _slowPeriod;
private readonly StrategyParam<int> _signalPeriod;
private decimal _prevPpo;
private decimal _prevSignal;
private bool _hasPrev;
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public int FastPeriod { get => _fastPeriod.Value; set => _fastPeriod.Value = value; }
public int SlowPeriod { get => _slowPeriod.Value; set => _slowPeriod.Value = value; }
public int SignalPeriod { get => _signalPeriod.Value; set => _signalPeriod.Value = value; }
public PpoCloudStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
_fastPeriod = Param(nameof(FastPeriod), 12)
.SetGreaterThanZero()
.SetDisplay("Fast Period", "Fast EMA length", "PPO");
_slowPeriod = Param(nameof(SlowPeriod), 26)
.SetGreaterThanZero()
.SetDisplay("Slow Period", "Slow EMA length", "PPO");
_signalPeriod = Param(nameof(SignalPeriod), 9)
.SetGreaterThanZero()
.SetDisplay("Signal Period", "Signal EMA length", "PPO");
}
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
protected override void OnReseted()
{
base.OnReseted();
_prevPpo = 0;
_prevSignal = 0;
_hasPrev = false;
}
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevPpo = 0;
_prevSignal = 0;
_hasPrev = false;
var ppo = new PPO { ShortPeriod = FastPeriod, LongPeriod = SlowPeriod };
var signalEma = new ExponentialMovingAverage { Length = SignalPeriod };
Indicators.Add(signalEma);
var subscription = SubscribeCandles(CandleType);
subscription.Bind(ppo, ProcessCandle).Start();
void ProcessCandle(ICandleMessage candle, decimal ppoValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!ppo.IsFormed)
return;
// Compute signal line as EMA of PPO
var sigResult = signalEma.Process(ppoValue, candle.CloseTime, true);
if (!signalEma.IsFormed)
return;
var signalValue = sigResult.GetValue<decimal>();
if (!IsFormedAndOnlineAndAllowTrading())
{
_prevPpo = ppoValue;
_prevSignal = signalValue;
_hasPrev = true;
return;
}
if (_hasPrev)
{
var crossUp = _prevPpo <= _prevSignal && ppoValue > signalValue;
var crossDown = _prevPpo >= _prevSignal && ppoValue < signalValue;
if (crossUp && Position <= 0)
BuyMarket();
else if (crossDown && Position >= 0)
SellMarket();
}
_prevPpo = ppoValue;
_prevSignal = signalValue;
_hasPrev = true;
}
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, ppo);
DrawOwnTrades(area);
}
}
}
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 PPO, ExponentialMovingAverage
from StockSharp.Algo.Strategies import Strategy
from indicator_extensions import *
class ppo_cloud_strategy(Strategy):
def __init__(self):
super(ppo_cloud_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._fast_period = self.Param("FastPeriod", 12) \
.SetDisplay("Fast Period", "Fast EMA length", "PPO")
self._slow_period = self.Param("SlowPeriod", 26) \
.SetDisplay("Slow Period", "Slow EMA length", "PPO")
self._signal_period = self.Param("SignalPeriod", 9) \
.SetDisplay("Signal Period", "Signal EMA length", "PPO")
self._prev_ppo = 0.0
self._prev_signal = 0.0
self._has_prev = False
self._ppo = None
self._signal_ema = None
@property
def candle_type(self):
return self._candle_type.Value
@property
def fast_period(self):
return self._fast_period.Value
@property
def slow_period(self):
return self._slow_period.Value
@property
def signal_period(self):
return self._signal_period.Value
def OnReseted(self):
super(ppo_cloud_strategy, self).OnReseted()
self._prev_ppo = 0.0
self._prev_signal = 0.0
self._has_prev = False
self._ppo = None
self._signal_ema = None
def OnStarted2(self, time):
super(ppo_cloud_strategy, self).OnStarted2(time)
self._prev_ppo = 0.0
self._prev_signal = 0.0
self._has_prev = False
self._ppo = PPO()
self._ppo.ShortPeriod = self.fast_period
self._ppo.LongPeriod = self.slow_period
self._signal_ema = ExponentialMovingAverage()
self._signal_ema.Length = self.signal_period
self.Indicators.Add(self._signal_ema)
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._ppo, self.process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, self._ppo)
self.DrawOwnTrades(area)
def process_candle(self, candle, ppo_value):
if candle.State != CandleStates.Finished:
return
if not self._ppo.IsFormed:
return
ppo_value = float(ppo_value)
sig_result = process_float(self._signal_ema, ppo_value, candle.CloseTime, True)
if not self._signal_ema.IsFormed:
return
signal_value = float(sig_result)
if not self.IsFormedAndOnlineAndAllowTrading():
self._prev_ppo = ppo_value
self._prev_signal = signal_value
self._has_prev = True
return
if self._has_prev:
cross_up = self._prev_ppo <= self._prev_signal and ppo_value > signal_value
cross_down = self._prev_ppo >= self._prev_signal and ppo_value < signal_value
if cross_up and self.Position <= 0:
self.BuyMarket()
elif cross_down and self.Position >= 0:
self.SellMarket()
self._prev_ppo = ppo_value
self._prev_signal = signal_value
self._has_prev = True
def CreateClone(self):
return ppo_cloud_strategy()