mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-07-31 02:47:44 +00:00
130 lines
3.6 KiB
C#
130 lines
3.6 KiB
C#
using System.Runtime.CompilerServices;
|
|
namespace QuanTAlib;
|
|
|
|
/// <summary>
|
|
/// HLV: High-Low Volatility
|
|
/// A volatility measure based on the high-low range relative
|
|
/// to the previous close, capturing intraday price movements.
|
|
/// </summary>
|
|
/// <remarks>
|
|
/// The HLV calculation process:
|
|
/// 1. Calculate normalized high-low range
|
|
/// 2. Take rolling average over period
|
|
/// 3. Convert to annualized volatility
|
|
///
|
|
/// Key characteristics:
|
|
/// - Captures intraday price movements
|
|
/// - Uses high, low, and previous close
|
|
/// - Default period is 20 days
|
|
/// - Annualized by default
|
|
/// - Expressed as a percentage
|
|
///
|
|
/// Formula:
|
|
/// Range = (High - Low) / PrevClose
|
|
/// HLV = sqrt(sum(Range² / period) * 252) * 100
|
|
///
|
|
/// Market Applications:
|
|
/// - Volatility measurement
|
|
/// - Risk assessment
|
|
/// - Trading range analysis
|
|
/// - Market regime identification
|
|
/// - Position sizing
|
|
///
|
|
/// Sources:
|
|
/// Parkinson (1980) modified
|
|
/// The Extreme Value Method for Estimating the Variance of the Rate of Return
|
|
/// Journal of Business 53(1): 61-65
|
|
///
|
|
/// Note: Returns annualized volatility as a percentage
|
|
/// </remarks>
|
|
[SkipLocalsInit]
|
|
public sealed class Hlv : AbstractBase
|
|
{
|
|
private readonly int _period;
|
|
private readonly bool _annualize;
|
|
private readonly CircularBuffer _ranges;
|
|
private double _prevClose;
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
public Hlv(int period = 20, bool annualize = true)
|
|
{
|
|
_period = period;
|
|
_annualize = annualize;
|
|
WarmupPeriod = period + 1; // Need one extra period for previous close
|
|
Name = $"HLV({_period})";
|
|
_ranges = new CircularBuffer(period);
|
|
Init();
|
|
}
|
|
|
|
/// <param name="source">The data source object that publishes updates.</param>
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
public Hlv(object source, int period = 20, bool annualize = true) : this(period, annualize)
|
|
{
|
|
var pubEvent = source.GetType().GetEvent("Pub");
|
|
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
public override void Init()
|
|
{
|
|
base.Init();
|
|
_prevClose = 0;
|
|
_ranges.Clear();
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
protected override void ManageState(bool isNew)
|
|
{
|
|
if (isNew)
|
|
{
|
|
_lastValidValue = Value;
|
|
_index++;
|
|
}
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
|
|
protected override double Calculation()
|
|
{
|
|
ManageState(BarInput.IsNew);
|
|
|
|
// Skip first period to establish previous close
|
|
if (_index == 1)
|
|
{
|
|
_prevClose = BarInput.Close;
|
|
return 0;
|
|
}
|
|
|
|
// Calculate normalized range
|
|
double range = (BarInput.High - BarInput.Low) / _prevClose;
|
|
double squaredRange = range * range;
|
|
_ranges.Add(squaredRange);
|
|
|
|
// Store current close for next calculation
|
|
_prevClose = BarInput.Close;
|
|
|
|
// Need enough values for calculation
|
|
if (_index <= _period)
|
|
{
|
|
return 0;
|
|
}
|
|
|
|
// Calculate average squared range
|
|
double avgSquaredRange = _ranges.Average();
|
|
|
|
// Calculate volatility
|
|
double volatility = Math.Sqrt(avgSquaredRange);
|
|
|
|
// Annualize if requested
|
|
if (_annualize)
|
|
{
|
|
volatility *= Math.Sqrt(252);
|
|
}
|
|
|
|
// Convert to percentage
|
|
volatility *= 100;
|
|
|
|
IsHot = _index >= WarmupPeriod;
|
|
return volatility;
|
|
}
|
|
}
|