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QuanTAlib/lib/cycles/_index.md
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Miha Kralj 7253f61299 Add TRAMA implementation and comprehensive tests
- Implemented the TRAMA (Trend Regularity Adaptive Moving Average) class with adaptive EMA logic.
- Added unit tests for TRAMA functionality, including constructor validation, basic calculations, state management, and robustness checks.
- Created validation tests to ensure consistency across different modes of operation (streaming, batch, and static calculations).
- Enhanced documentation for TRAMA, including performance profiles and quality metrics.
- Updated workspace configuration by removing unnecessary folder references.
2026-02-21 20:45:38 -08:00

2.4 KiB

Cycles

"The market is a discounting mechanism that anticipates cycles before they complete." Unknown

Cycle analysis identifies repeating patterns in price data. John Ehlers pioneered digital signal processing techniques for financial cycles, using Hilbert transforms and autocorrelation to detect dominant periods. Cycles exist but are non-stationary: period and amplitude shift over time.

Indicators

Indicator Full Name Description
CCOR Ehlers Correlation Cycle Ehlers. Dual Pearson correlation (cos + -sin). Phasor angle + market state.
CCYC Ehlers Cyber Cycle Ehlers. 4-tap FIR + 2-pole high-pass IIR. Isolates dominant cycle component.
CG Ehlers Center of Gravity Ehlers. Weighted sum position. Minimal lag cycle indicator.
DSP Ehlers Detrended Synthetic Price Removes trend to reveal underlying cycles.
EACP Ehlers Autocorrelation Periodogram Ehlers. Spectral analysis via autocorrelation. Detects dominant period.
EBSW Ehlers Even Better Sinewave Ehlers. Improved sinewave extraction. Reduces false signals.
HOMOD Ehlers Homodyne Discriminator Dominant cycle detection via homodyne technique.
HT_DCPERIOD Ehlers Hilbert Transform Dominant Cycle Period Ehlers Hilbert Transform. Measures current cycle length.
HT_DCPHASE Ehlers Hilbert Transform Dominant Cycle Phase Ehlers Hilbert Transform. Measures current position in cycle.
HT_PHASOR Ehlers Hilbert Transform Phasor Components Ehlers. In-phase and quadrature components.
HT_SINE Ehlers Hilbert Transform SineWave Ehlers Hilbert Transform. Sine and lead sine for cycle timing.
LUNAR Lunar Phase 29.5-day lunar cycle. Studied for market correlations.
SINE Ehlers Sine Wave Ehlers. Basic sinewave indicator for cycle mode.
SOLAR Solar Activity Cycle ~11-year sunspot cycle. Long-term research indicator.
SSFDSP Ehlers SSF Detrended Synthetic Price Super Smoother Filter based DSP. Cleaner cycle extraction.
STC Schaff Trend Cycle MACD + double Stochastic smoothing. Fast cycle oscillator (0-100).