Precision Trading: Golden Edge
Cruzamentos de EMA confirmados pela direção Hull, impulso RSI e volatilidade ATR/intervalo high-low. A descrição histórica refere-se ao scalping de ouro; o exemplo usa o instrumento configurado e não comprova resultados em ouro.
Sinais e execução
Somente candles concluídos, de cinco minutos por padrão. Os sete indicadores precisam estar formados. O primeiro candle totalmente preparado registra as EMA/HMA anteriores sem entrada.
- Compra: EMA rápida anterior ≤ EMA lenta anterior, EMA rápida atual > EMA lenta atual, HMA atual > HMA anterior e RSI >
RsiLongThreshold (55).
- Venda: EMA rápida anterior ≥ EMA lenta anterior, EMA rápida atual < EMA lenta atual, HMA atual < HMA anterior e RSI <
RsiShortThreshold (45).
- Ambos exigem close e ATR positivos,
100 * ATR / close >= MinAtrPercent (0.05) e Highest(high) - Lowest(low) >= ATR * RangeAtrMultiplier (3). A janela de extremos inclui o candle atual.
Um sinal válido abre Volume a partir da posição zero ou envia Volume + abs(Position) para inverter totalmente a posição contrária. Um sinal do mesmo lado mantém a posição. Ordens pendentes impedem envios duplicados. As EMA/HMA anteriores avançam em cada candle preparado: um cruzamento rejeitado não fica agendado para depois. Não há intervalo obrigatório de seis horas nem stop-loss/take-profit adicionais; um cruzamento contrário confirmado inverte a posição.
Indicadores e valores padrão
| Parâmetro |
Padrão |
Significado |
FastLength / SlowLength |
14 / 40 |
EMA nativas do fechamento; período rápido < lento |
HmaLength |
55 |
WMA(floor(sqrt(L)), 2 * WMA(floor(L/2), close) - WMA(L, close)); L ≥ 2 |
RsiLength |
14 |
RSI nativo com ganhos/perdas do fechamento suavizados por Wilder |
RsiLongThreshold / RsiShortThreshold |
55 / 45 |
Limiares estritos; 0 <= short < long <= 100 |
AtrLength |
14 |
ATR Wilder nativo, incluindo gaps relativos ao fechamento anterior |
RangeLength |
20 |
Maior high e menor low, incluindo o candle atual |
MinAtrPercent |
0.05 |
Mínimo inclusivo de ATR em porcentagem do fechamento; não negativo |
RangeAtrMultiplier |
3 |
Mínimo inclusivo do intervalo em unidades ATR; positivo |
CandleType |
5 minutos |
Candles concluídos para todos os indicadores |
Os pesos WMA crescem de 1 para a amostra mais antiga até o tamanho da janela para a mais recente. EMA inicia na média aritmética nativa e depois usa 2 / (length + 1). ATR inicia na média de uma janela crescente e depois usa Wilder. Os períodos são positivos; Hull também precisa formar a WMA final de comprimento igual à raiz quadrada inteira.
Os testes C# e Python calculam independentemente EMA, HMA, RSI, ATR e extremos móveis no arquivo BTC/TON existente. Verificam cada ordem, inversões completas, confirmações rejeitadas e sinais separados por menos de seis horas. Validam comportamento, não lucratividade ou adequação à negociação real.
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using System.Linq;
using Ecng.Common;
using StockSharp.Algo;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// Confirms EMA crosses with Hull slope, RSI and ATR/price-range volatility,
/// then opens or fully reverses on finished candles.
/// </summary>
public class PrecisionTradingGoldenEdgeStrategy : Strategy
{
private readonly StrategyParam<int> _fastLength;
private readonly StrategyParam<int> _slowLength;
private readonly StrategyParam<int> _hmaLength;
private readonly StrategyParam<int> _rsiLength;
private readonly StrategyParam<decimal> _rsiLongThreshold;
private readonly StrategyParam<decimal> _rsiShortThreshold;
private readonly StrategyParam<int> _atrLength;
private readonly StrategyParam<int> _rangeLength;
private readonly StrategyParam<decimal> _minAtrPercent;
private readonly StrategyParam<decimal> _rangeAtrMultiplier;
private readonly StrategyParam<DataType> _candleType;
private bool _isInitialized;
private decimal _previousFast;
private decimal _previousSlow;
private decimal _previousHma;
private Order _pendingOrder;
/// <summary>Initializes EMA14/40, HMA55, RSI14 at 55/45, ATR14 and twenty-bar range confirmation.</summary>
public PrecisionTradingGoldenEdgeStrategy()
{
_fastLength = Param(nameof(FastLength), 14).SetGreaterThanZero()
.SetDisplay("Fast Length", "Fast close EMA period", "Trend");
_slowLength = Param(nameof(SlowLength), 40).SetGreaterThanZero()
.SetDisplay("Slow Length", "Slow close EMA period", "Trend");
_hmaLength = Param(nameof(HmaLength), 55).SetRange(2, int.MaxValue)
.SetDisplay("HMA Length", "Hull close average with integer half and square-root lengths", "Trend");
_rsiLength = Param(nameof(RsiLength), 14).SetGreaterThanZero()
.SetDisplay("RSI Length", "Close momentum period", "Momentum");
_rsiLongThreshold = Param(nameof(RsiLongThreshold), 55m).SetRange(0m, 100m)
.SetDisplay("Long RSI Threshold", "Strict lower bound for long confirmation", "Momentum");
_rsiShortThreshold = Param(nameof(RsiShortThreshold), 45m).SetRange(0m, 100m)
.SetDisplay("Short RSI Threshold", "Strict upper bound for short confirmation", "Momentum");
_atrLength = Param(nameof(AtrLength), 14).SetGreaterThanZero()
.SetDisplay("ATR Length", "Wilder true-range period", "Volatility");
_rangeLength = Param(nameof(RangeLength), 20).SetGreaterThanZero()
.SetDisplay("Range Length", "Current-inclusive high/low window", "Volatility");
_minAtrPercent = Param(nameof(MinAtrPercent), 0.05m).SetRange(0m, decimal.MaxValue)
.SetDisplay("Minimum ATR Percent", "Inclusive minimum ATR as percent of current close", "Volatility");
_rangeAtrMultiplier = Param(nameof(RangeAtrMultiplier), 3m).SetGreaterThanZero()
.SetDisplay("Range ATR Multiplier", "Inclusive minimum highest-lowest span as an ATR multiple", "Volatility");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Finished candles supplying all confirmations", "General");
OrderRegistering += order => _pendingOrder = order;
}
/// <summary>Fast close EMA length, strictly less than SlowLength.</summary>
public int FastLength { get => _fastLength.Value; set => _fastLength.Value = value; }
/// <summary>Slow close EMA length.</summary>
public int SlowLength { get => _slowLength.Value; set => _slowLength.Value = value; }
/// <summary>Hull close average length, at least two.</summary>
public int HmaLength { get => _hmaLength.Value; set => _hmaLength.Value = value; }
/// <summary>Native close RSI length.</summary>
public int RsiLength { get => _rsiLength.Value; set => _rsiLength.Value = value; }
/// <summary>Strict long RSI threshold.</summary>
public decimal RsiLongThreshold { get => _rsiLongThreshold.Value; set => _rsiLongThreshold.Value = value; }
/// <summary>Strict short RSI threshold, below RsiLongThreshold.</summary>
public decimal RsiShortThreshold { get => _rsiShortThreshold.Value; set => _rsiShortThreshold.Value = value; }
/// <summary>Wilder true-range length.</summary>
public int AtrLength { get => _atrLength.Value; set => _atrLength.Value = value; }
/// <summary>Current-inclusive highest-high/lowest-low window length.</summary>
public int RangeLength { get => _rangeLength.Value; set => _rangeLength.Value = value; }
/// <summary>Inclusive minimum ATR/close percentage.</summary>
public decimal MinAtrPercent { get => _minAtrPercent.Value; set => _minAtrPercent.Value = value; }
/// <summary>Inclusive minimum high-low window span as an ATR multiple.</summary>
public decimal RangeAtrMultiplier { get => _rangeAtrMultiplier.Value; set => _rangeAtrMultiplier.Value = value; }
/// <summary>Finished candle type; five minutes by default.</summary>
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
private void ResetState()
{
_isInitialized = false;
_previousFast = _previousSlow = _previousHma = 0m;
_pendingOrder = null;
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
ResetState();
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
if (FastLength <= 0 || SlowLength <= FastLength || HmaLength < 2 || RsiLength <= 0 || AtrLength <= 0
|| RangeLength <= 0 || MinAtrPercent < 0m || RangeAtrMultiplier <= 0m
|| RsiShortThreshold < 0m || RsiLongThreshold > 100m || RsiShortThreshold >= RsiLongThreshold)
throw new ArgumentException("EMA lengths must be ordered, HMA length at least two, other periods/multiplier positive, and RSI thresholds ordered within [0, 100].");
ResetState();
var fast = new ExponentialMovingAverage { Length = FastLength };
var slow = new ExponentialMovingAverage { Length = SlowLength };
var hma = new HullMovingAverage { Length = HmaLength };
var rsi = new RelativeStrengthIndex { Length = RsiLength };
var atr = new AverageTrueRange { Length = AtrLength };
var highest = new Highest { Length = RangeLength };
var lowest = new Lowest { Length = RangeLength };
var subscription = SubscribeCandles(CandleType);
subscription.BindEx([fast, slow, hma, rsi, atr, highest, lowest], ProcessCandle, allowEmpty: true).Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, fast);
DrawIndicator(area, slow);
DrawIndicator(area, hma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue[] values)
{
if (candle.State != CandleStates.Finished || values.Any(value => value.IsEmpty || !value.IsFormed))
return;
var fast = values[0].ToDecimal();
var slow = values[1].ToDecimal();
var hma = values[2].ToDecimal();
var rsi = values[3].ToDecimal();
var atr = values[4].ToDecimal();
var span = values[5].ToDecimal() - values[6].ToDecimal();
var volatilityPass = candle.ClosePrice > 0m && atr > 0m && 100m * atr / candle.ClosePrice >= MinAtrPercent
&& span >= atr * RangeAtrMultiplier;
if (_isInitialized && volatilityPass && IsFormedAndOnlineAndAllowTrading()
&& (_pendingOrder is null || _pendingOrder.State is OrderStates.Done or OrderStates.Failed))
{
Sides? side = null;
if (_previousFast <= _previousSlow && fast > slow && hma > _previousHma && rsi > RsiLongThreshold && Position <= 0m)
side = Sides.Buy;
else if (_previousFast >= _previousSlow && fast < slow && hma < _previousHma && rsi < RsiShortThreshold && Position >= 0m)
side = Sides.Sell;
if (side is Sides direction)
RegisterOrder(new Order
{
Security = Security,
Portfolio = Portfolio,
Type = OrderTypes.Market,
Side = direction,
Volume = Volume + Math.Abs(Position),
Comment = "Golden Edge confirmed cross",
});
}
_isInitialized = true;
_previousFast = fast;
_previousSlow = slow;
_previousHma = hma;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.BusinessEntities")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import Array, ArgumentException, Decimal, Int32, TimeSpan
from StockSharp.Messages import CandleStates, DataType, OrderStates, OrderTypes, Sides
from StockSharp.BusinessEntities import Order
from StockSharp.Algo.Indicators import AverageTrueRange, ExponentialMovingAverage, Highest, HullMovingAverage, IIndicator, Lowest, RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
class precision_trading_golden_edge_strategy(Strategy):
def __init__(self):
super(precision_trading_golden_edge_strategy, self).__init__()
self._fast_length = self.Param("FastLength", 14).SetGreaterThanZero() \
.SetDisplay("Fast Length", "Fast close EMA period", "Trend")
self._slow_length = self.Param("SlowLength", 40).SetGreaterThanZero() \
.SetDisplay("Slow Length", "Slow close EMA period", "Trend")
self._hma_length = self.Param("HmaLength", 55).SetRange(2, Int32.MaxValue) \
.SetDisplay("HMA Length", "Hull close average with integer half and square-root lengths", "Trend")
self._rsi_length = self.Param("RsiLength", 14).SetGreaterThanZero() \
.SetDisplay("RSI Length", "Close momentum period", "Momentum")
self._rsi_long_threshold = self.Param("RsiLongThreshold", Decimal(55)).SetRange(Decimal.Zero, Decimal(100)) \
.SetDisplay("Long RSI Threshold", "Strict lower bound for long confirmation", "Momentum")
self._rsi_short_threshold = self.Param("RsiShortThreshold", Decimal(45)).SetRange(Decimal.Zero, Decimal(100)) \
.SetDisplay("Short RSI Threshold", "Strict upper bound for short confirmation", "Momentum")
self._atr_length = self.Param("AtrLength", 14).SetGreaterThanZero() \
.SetDisplay("ATR Length", "Wilder true-range period", "Volatility")
self._range_length = self.Param("RangeLength", 20).SetGreaterThanZero() \
.SetDisplay("Range Length", "Current-inclusive high/low window", "Volatility")
self._min_atr_percent = self.Param("MinAtrPercent", Decimal.Parse("0.05")).SetRange(Decimal.Zero, Decimal.MaxValue) \
.SetDisplay("Minimum ATR Percent", "Inclusive minimum ATR as percent of current close", "Volatility")
self._range_atr_multiplier = self.Param("RangeAtrMultiplier", Decimal(3)).SetGreaterThanZero() \
.SetDisplay("Range ATR Multiplier", "Inclusive minimum highest-lowest span as an ATR multiple", "Volatility")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Finished candles supplying all confirmations", "General")
self._reset_state()
self.OrderRegistering += self._observe_order
@property
def candle_type(self):
return self._candle_type.Value
@candle_type.setter
def candle_type(self, value):
self._candle_type.Value = value
def _reset_state(self):
self._is_initialized = False
self._previous_fast = self._previous_slow = self._previous_hma = Decimal.Zero
self._pending_order = None
def OnReseted(self):
super(precision_trading_golden_edge_strategy, self).OnReseted()
self._reset_state()
def _observe_order(self, order):
self._pending_order = order
def OnStarted2(self, time):
super(precision_trading_golden_edge_strategy, self).OnStarted2(time)
if self._fast_length.Value <= 0 or self._slow_length.Value <= self._fast_length.Value \
or self._hma_length.Value < 2 or self._rsi_length.Value <= 0 or self._atr_length.Value <= 0 \
or self._range_length.Value <= 0 or self._min_atr_percent.Value < 0 or self._range_atr_multiplier.Value <= 0 \
or self._rsi_short_threshold.Value < 0 or self._rsi_long_threshold.Value > 100 \
or self._rsi_short_threshold.Value >= self._rsi_long_threshold.Value:
raise ArgumentException("EMA lengths must be ordered, HMA length at least two, other periods/multiplier positive, and RSI thresholds ordered within [0, 100].")
self._reset_state()
fast = ExponentialMovingAverage()
fast.Length = self._fast_length.Value
slow = ExponentialMovingAverage()
slow.Length = self._slow_length.Value
hma = HullMovingAverage()
hma.Length = self._hma_length.Value
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_length.Value
atr = AverageTrueRange()
atr.Length = self._atr_length.Value
highest = Highest()
highest.Length = self._range_length.Value
lowest = Lowest()
lowest.Length = self._range_length.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(Array[IIndicator]([fast, slow, hma, rsi, atr, highest, lowest]), self.OnProcess, True).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, fast)
self.DrawIndicator(area, slow)
self.DrawIndicator(area, hma)
self.DrawOwnTrades(area)
def OnProcess(self, candle, values):
if candle.State != CandleStates.Finished or any(value.IsEmpty or not value.IsFormed for value in values):
return
fast, slow, hma, rsi, atr, highest, lowest = [value.GetValue[Decimal](None) for value in values]
volatility_pass = candle.ClosePrice > 0 and atr > 0 \
and Decimal(100) * atr / candle.ClosePrice >= self._min_atr_percent.Value \
and highest - lowest >= atr * self._range_atr_multiplier.Value
pending = self._pending_order
if self._is_initialized and volatility_pass and self.IsFormedAndOnlineAndAllowTrading() \
and (pending is None or pending.State == OrderStates.Done or pending.State == OrderStates.Failed):
side = None
if self._previous_fast <= self._previous_slow and fast > slow and hma > self._previous_hma \
and rsi > self._rsi_long_threshold.Value and self.Position <= 0:
side = Sides.Buy
elif self._previous_fast >= self._previous_slow and fast < slow and hma < self._previous_hma \
and rsi < self._rsi_short_threshold.Value and self.Position >= 0:
side = Sides.Sell
if side is not None:
order = Order()
order.Security = self.Security
order.Portfolio = self.Portfolio
order.Type = OrderTypes.Market
order.Side = side
order.Volume = self.Volume + abs(self.Position)
order.Comment = "Golden Edge confirmed cross"
self.RegisterOrder(order)
self._is_initialized = True
self._previous_fast = fast
self._previous_slow = slow
self._previous_hma = hma
def CreateClone(self):
return precision_trading_golden_edge_strategy()