Nested KNN Volatility Breakout

Family: breakout · Regime: trending · Complexity: high · Asset classes: FX, Indices, Crypto · Timeframes: M15, D1坐

Thesis

The strategy assumes that high-probability trades occur when local consolidation (Boxline) breaks in the direction of a long-term volatility expansion (Daily BB). By requiring volume-weighted confirmation (SuperTrend AI) and momentum alignment (CCI), the strategy identifies instances where institutional participation is likely driving the breakout, rather than retail noise. The edge is structural: entries are made at the point of volatility 'ignition.'

Components

D1 Bollinger Bands (Period 90) on M15 (Forward Shifted) (regime) — Provides the macro-volatility regime. We only trade in the direction of the daily trend relative to the 90-day SMA midline.
XARD Channel (direction) — Filters intermediate trend direction using triple MA envelope alignment to ensure we are not trading against the dominant M15 flow.
CCI / Connectable [Azullian] (entry) — Captures momentum pivots. Entry occurs when CCI crosses the zero line, indicating a shift from mean-reversion to momentum.
Sherif Hilo (exit) — A trailing stop-loss mechanism that tracks HHV/LLV to capture large trend swings while ignoring minor noise.
Boxline (Range Breakout) (risk) — Identifies local consolidation zones. The breakout of the box validates the entry and provides the structural anchor for the Stop Loss.
Volume SuperTrend AI (Expo) (confirmation) — Uses KNN classification and VWMA to confirm that volume and ATR-based volatility support the momentum entry.

Known failure conditions

Price stays trapped within the D1 Bollinger Midline and one standard deviation for extended periods (low volatility drift).
The Boxline range is wider than the ATR(14) * 3, making the reward-to-risk ratio mathematically untenable.

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).