Sigmoid KNN-Volume Trend Navigator

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

Thesis

The strategy hypothesizes that sustainable price trends are marked by an alignment of volume-weighted momentum (KNN SuperTrend) and smoothed RSI (RSIOMA). By entering only when price interacts with high-volume liquidity zones (Volumatic S/R) and using consolidation boxes (Darvas) for risk, the strategy captures the transition from accumulation/distribution to active trend expansion while filtering out low-velocity 'noise' via a logistic function.

Components

• RSIOMA (RSI of Moving Average) (regime) — Provides the primary trend regime filter; by smoothing RSI via an EMA, it filters out noise and ensures we only trade when momentum has structural backing.
• Volume SuperTrend AI (Expo) (direction) — Uses KNN-weighted VWMA to determine the high-probability direction, incorporating volume and historical pattern matching.
• Volumatic Support/Resistance Levels [BigBeluga] (entry) — Identifies high-liquidity zones where price is likely to find support or resistance based on volume expansion.
• Donchian Channels (exit) — Acts as a trailing volatility-based exit, capturing the meat of a trend while exiting on a structural breakdown.
• Darvas Boxes Modern/Classic (risk) — Used to define stop-loss levels and position sizing based on recent consolidation boxes.
• Bill Williams Alligator (confirmation) — Confirms the trend is in an active 'awakened' state (moving averages fan out) to avoid entering during low-momentum whipsaws.
• Logistic Function (SIGMOID) (volatility_filter) — Filters out price extremes where the move is overextended (saturation) or lacks sufficient velocity to escape the mean.

Known failure conditions

• Repeated failure of Darvas Box breakouts without reaching the Donchian mid-line.
• KNN prediction accuracy drops significantly in low-volume, high-noise environments (e.g., late Friday sessions).
• The Sigmoid function remains saturated (near 1 or 0) for extended periods while price grinds against the trend.

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).