RLS-Adaptive Volume Expansion Breakout

Family: breakout · Regime: trending · Complexity: high · Asset classes: Equities, Forex, Crypto · Timeframes: 1H, 4H, Daily

Thesis

Market momentum is most sustainable when price breaks out of a consolidation zone located outside of established 'fair value' (the Volume Profile POC). By using an RLS adaptive filter to confirm that the breakout is not noise and a Klinger Oscillator to confirm volume flow, we can isolate the transition from a ranging regime to a trending regime with higher accuracy than simple moving average crossovers.

Components

• Volume Profile + Pivot Levels [ChartPrime] (regime) — Used to establish the market regime. High-conviction trades occur when price breaks away from the high-volume Point of Control (POC), moving into low-volume 'voids'.
• Chandelier Exit (direction) — Acts as the primary directional filter, ensuring trades are only taken in the direction of the medium-term volatility-adjusted trend.
• Darvas Boxes Modern/Classic (entry) — Provides the execution trigger. Breakouts from the top or bottom of the 'box' signify the end of consolidation and the start of a momentum phase.
• HiLo_04 (Gann HiLo Activator) (exit) — A trend-following exit mechanism that tightens when the short-term trend reverses against the position.
• ATR Stop Loss Finder (risk) — Calculates the initial hard stop-loss based on current market volatility to normalize risk across different assets.
• Klinger Volume Oscillator (KVO) (confirmation) — Confirms that the breakout is supported by significant volume flow (money flow) rather than low-liquidity noise.
• Recursive Least Squares Adaptive Filter (RLS) (volatility_filter) — Filters out high-frequency noise. Entry is only permitted if the RLS slope aligns with the trade direction, preventing entries in stagnant markets.

Known failure conditions

• Price remains pinned to the Volume Profile POC for extended periods, causing RLS and KVO to flatten.
• Market volatility drops below the ATR Multiplier threshold, leading to extremely tight stops and frequent whipsaws.
• A series of 'Ghost Boxes' in the Darvas indicator indicating lack of structural price support.

Explore the full interactive blueprint with parameter ranges and evidence on WOBR StrategyVerse, or generate this strategy as an MT4/MT5 Expert Advisor with QuantMogul AI Engine (free download).