RLS-Darvas Adaptive Structural Breakout

Family: breakout · Regime: trending · Complexity: high · Asset classes: FX, Equities, Crypto · Timeframes: H1, H4

Thesis

Market breakouts are most reliable when they occur in the direction of the dominant multi-timeframe trend and are confirmed by an adaptive signal that filters out noise while maintaining lower lag than standard moving averages. By using the RLS filter to identify the 'true' underlying price trajectory and the Darvas Box to identify local structural expansion, we can capture high-probability trend legs. Heiken Ashi-based ATR is used for risk because it filters out intraday noise that typically triggers standard ATR-based stops.

Components

• Recursive Least Squares Adaptive Filter (RLS) (regime) — Provides a low-lag, noise-reduced trend baseline that adapts faster than standard EMAs to structural shifts.
• Darvas Boxes Modern/Classic (direction) — Identifies local consolidation and breakout levels to establish market structure direction.
• Commodity Channel Index (CCI) (entry) — Triggers entry on momentum acceleration (Zero-line cross) once the higher-level trend and structure are aligned.
• SML — SUPPORT/RESISTANCE MATRIX (exit) — Identifies historical pivot clusters to provide logical take-profit targets based on supply/demand zones.
• ATR Heiken Ashi (risk) — Provides a smoothed volatility measure to set stops that account for the trend-persistence inherent in HA candles.
• Relative Strength Index (Standard) (confirmation) — Ensures that momentum is supportive of the breakout direction (avoiding exhausted moves).
• Multi Timeframe Moving Average Dashboard (volatility_filter) — Acts as a global trend filter to ensure the local breakout is aligned with institutional-scale flow.

Known failure conditions

• RLS P-matrix instability leading to non-finite filter outputs.
• Prolonged sideways price action where Darvas boxes frequently overlap and trap.
• CCI remains pinned above 100 or below -100 without mean-reverting, indicating extreme parabolic moves where S/R levels are ignored.

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