Files
QuanTAlib/lib/momentum/Dpo.cs
T

106 lines
3.1 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// DPO: Detrended Price Oscillator
/// A momentum indicator that removes the trend from price by comparing the current price
/// to a past moving average, helping to identify cycles in the price.
/// </summary>
/// <remarks>
/// The DPO calculation process:
/// 1. Calculate the period shifted back by (period / 2 + 1) days
/// 2. Calculate SMA for the shifted period
/// 3. DPO = Price - SMA(Price, period) shifted back
///
/// Key characteristics:
/// - Removes long-term trends
/// - Helps identify cycles
/// - Oscillates above and below zero
/// - Default period is 20 days
/// - Uses price displacement
///
/// Formula:
/// DPO = Price - SMA(Price, period) shifted (period/2 + 1) bars back
///
/// Market Applications:
/// - Cycle identification
/// - Overbought/Oversold conditions
/// - Price momentum
/// - Trading signals
/// - Market timing
///
/// Sources:
/// Donald Dorsey - Original development
/// https://www.investopedia.com/terms/d/detrended-price-oscillator-dpo.asp
///
/// Note: DPO helps identify cycles by removing the trend component from the price data
/// </remarks>
[SkipLocalsInit]
public sealed class Dpo : AbstractBase
{
private readonly int _shift;
private readonly CircularBuffer _prices;
private readonly CircularBuffer _sma;
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Dpo(int period = 20)
{
_shift = (period / 2) + 1;
WarmupPeriod = period + _shift;
Name = $"DPO({period})";
_prices = new CircularBuffer(WarmupPeriod);
_sma = new CircularBuffer(period);
Init();
}
/// <param name="source">The data source object that publishes updates.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Dpo(object source, int period = 20) : this(period)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public override void Init()
{
base.Init();
_prices.Clear();
_sma.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);
// Add current price to buffer
_prices.Add(BarInput.Close, BarInput.IsNew);
// Need enough prices for the shifted SMA calculation
if (_index <= _shift)
{
return 0;
}
// Add price from shift periods ago to SMA buffer
_sma.Add(_prices[_shift]);
// Calculate DPO
double dpo = BarInput.Close - _sma.Average();
IsHot = _index >= WarmupPeriod;
return dpo;
}
}