Precision Trading: Golden Edge
An EMA crossover strategy with Hull direction, RSI momentum and ATR/high-low volatility confirmation. Its historical description targets gold scalping; the example works with the configured security and does not establish performance on gold.
Signals and execution
Only finished candles are used; the default timeframe is five minutes. All seven indicators must be formed. The first fully formed candle establishes the previous EMA/HMA values without entering.
- Long: previous fast EMA ≤ previous slow EMA, current fast EMA > current slow EMA, current HMA > previous HMA, and RSI >
RsiLongThreshold (55).
- Short: previous fast EMA ≥ previous slow EMA, current fast EMA < current slow EMA, current HMA < previous HMA, and RSI <
RsiShortThreshold (45).
- Both directions also require positive close and ATR,
100 * ATR / close >= MinAtrPercent (0.05), and Highest(high) - Lowest(low) >= ATR * RangeAtrMultiplier (3). The high/low window includes the current candle.
A qualifying cross opens Volume from flat or sends Volume + abs(Position) to fully reverse an opposite position. A same-side signal holds the position. Pending orders prevent duplicate submissions. Previous EMA/HMA values advance on every fully formed candle, so a rejected cross is not queued for a later entry. There is no six-hour cooldown. The example adds no stop-loss or take-profit; an opposite qualifying cross reverses the position.
Indicator definitions and defaults
| Parameter |
Default |
Meaning |
FastLength / SlowLength |
14 / 40 |
Native close EMAs; fast length must be less than slow length |
HmaLength |
55 |
WMA(floor(sqrt(L)), 2 * WMA(floor(L/2), close) - WMA(L, close)); length ≥ 2 |
RsiLength |
14 |
Native RSI with Wilder-smoothed close gains/losses |
RsiLongThreshold / RsiShortThreshold |
55 / 45 |
Strict directional thresholds; 0 <= short < long <= 100 |
AtrLength |
14 |
Native Wilder-smoothed true range, including previous-close gaps |
RangeLength |
20 |
Current-inclusive highest high and lowest low |
MinAtrPercent |
0.05 |
Inclusive minimum ATR as a percentage of current close; nonnegative |
RangeAtrMultiplier |
3 |
Inclusive minimum high-low span in ATR units; positive |
CandleType |
5 minutes |
Finished candles for every indicator |
WMA weights increase from 1 for the oldest sample to the window length for the newest. EMA starts from the native arithmetic-mean seed and then uses 2 / (length + 1). ATR uses a growing initial mean followed by Wilder smoothing. Periods are positive; Hull additionally needs its final square-root WMA to form.
C# and Python behavioral tests independently calculate EMA, HMA, RSI, ATR and rolling extrema over the bundled BTC/TON history. They check every submitted order, full reversals, rejected confirmations and signals less than six hours apart. These tests validate behavior, not profitability or suitability for live trading.
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()