Rank-Accelerated Volume AI Hybrid

Family: hybrid · Regime: trending · Complexity: medium · Asset classes: Equities, Forex, Crypto · Timeframes: M15, H1

Thesis

The hypothesis is that sustainable intraday trends are characterized by a convergence of volume-weighted price strength and positive momentum acceleration, occurring before the market cycle reaches a statistical extreme. By filtering SuperTrend signals through a KNN pattern classifier and the Rank Correlation Index, we identify high-probability entries where institutional volume (VWAP/VWMA) supports the directional move, while using the Chandelier Exit to maintain a volatility-based 'breathing room' for the trade.

Components

• Rank Correlation Index (regime) — Used to ensure the market cycle is not at an exhausted extreme (embedded) before entry, filtering out late-stage trend chasing.
• Difference of OsMA (DOsMA) (direction) — Identifies momentum acceleration (second derivative) to confirm that the trend has sufficient 'kick' to overcome local noise.
• Volume SuperTrend AI (Expo) (entry) — Provides the primary execution signal by combining volume-weighted trend detection with historical price-pattern similarity via KNN.
• Daily Volume-Weighted Average Price (VWAP) (exit) — Acts as a dynamic intraday mean-reversion target; profit is realized as price moves toward or extends significantly beyond the volume-weighted average.
• Chandelier Exit (Heiken Ashi) (risk) — Provides a volatility-adjusted trailing stop and determines position sizing based on Heiken Ashi smoothed price volatility.
• Commodity Channel Index (CCI) (confirmation) — Filters signals by ensuring price is deviating from its mean in the direction of the trade (Zero-line cross).

Known failure conditions

• Price stays pinned to the VWAP for extended periods (low volatility regime) causing multiple Chandelier stop-outs.
• KNN classification labels flip-flop rapidly in range-bound markets despite SuperTrend direction.
• RCI remains above 80 or below -80 for the duration of a move, preventing entry into 'power trends'.

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).