Files
2024-11-03 23:47:53 +00:00

111 lines
3.4 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// PVO: Percentage Volume Oscillator
/// A momentum indicator for volume that shows the relationship between two volume moving averages
/// as a percentage. Similar to the Price Oscillator but uses volume instead of price.
/// </summary>
/// <remarks>
/// The PVO calculation process:
/// 1. Calculate short-term EMA of volume
/// 2. Calculate long-term EMA of volume
/// 3. Calculate PVO:
/// PVO = ((Short EMA - Long EMA) / Long EMA) * 100
///
/// Key characteristics:
/// - Volume-based momentum indicator
/// - Oscillates around zero
/// - Shows volume trends
/// - Default periods are 12 and 26 days
/// - Percentage-based measure
///
/// Formula:
/// Short EMA = EMA(Volume, shortPeriod)
/// Long EMA = EMA(Volume, longPeriod)
/// PVO = ((Short EMA - Long EMA) / Long EMA) * 100
///
/// Market Applications:
/// - Volume trend analysis
/// - Divergence identification
/// - Volume momentum measurement
/// - Market tops and bottoms
/// - Trading volume patterns
///
/// Sources:
/// https://www.investopedia.com/terms/p/pvo.asp
///
/// Note: Positive values indicate higher short-term volume, while negative values indicate higher long-term volume
/// </remarks>
[SkipLocalsInit]
public sealed class Pvo : AbstractBase
{
private readonly int _longPeriod;
private double _shortEma;
private double _longEma;
private readonly double _shortAlpha;
private readonly double _longAlpha;
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Pvo(int shortPeriod = 12, int longPeriod = 26)
{
_longPeriod = longPeriod;
WarmupPeriod = longPeriod;
Name = $"PVO({shortPeriod},{_longPeriod})";
_shortAlpha = 2.0 / (shortPeriod + 1);
_longAlpha = 2.0 / (longPeriod + 1);
Init();
}
/// <param name="source">The data source object that publishes updates.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Pvo(object source, int shortPeriod = 12, int longPeriod = 26) : this(shortPeriod, longPeriod)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public override void Init()
{
base.Init();
_shortEma = 0;
_longEma = 0;
}
[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);
// Initialize or update EMAs
if (_index <= _longPeriod)
{
_shortEma = BarInput.Volume;
_longEma = BarInput.Volume;
return 0;
}
// Update EMAs
_shortEma = (_shortAlpha * BarInput.Volume) + ((1 - _shortAlpha) * _shortEma);
_longEma = (_longAlpha * BarInput.Volume) + ((1 - _longAlpha) * _longEma);
// Calculate PVO
double pvo = Math.Abs(_longEma) >= double.Epsilon ? ((_shortEma - _longEma) / _longEma) * 100 : 0;
IsHot = _index >= WarmupPeriod;
return pvo;
}
}