KNN-Volumatic Liquidity Oscillator

Family: hybrid · Regime: trending · Complexity: high · Asset classes: FX, Equities, Crypto · Timeframes: 15m, 1h, 4h

Thesis

Institutional order flow creates significant price-volume clusters (Volumatic S/R) that act as liquidity magnets. By classifying the market regime using a K-Nearest Neighbors approach on volume-weighted prices, we can identify when these clusters are likely to act as springboards rather than break-points. The edge exists because price often 'retests' high-volume nodes before a trend continuation, and confirming this with ADL slope ensures we are trading with, not against, the accumulation cycle.

Components

• Volume SuperTrend AI (Expo) (regime) — Filters the global trend using KNN classification to ensure we only trade in the direction of the dominant volume-weighted regime.
• Fisher-based Scalping Indicator (direction) — Identifies cyclical turning points and local momentum direction within the broader regime.
• Volumatic Support/Resistance Levels [BigBeluga] (entry) — Provides the precise entry trigger based on price interaction with high-volume liquidity zones.
• Relative Strength Index (RSI) (exit) — Detects overextended conditions to trigger exits before momentum exhaustion leads to reversal.
• RVOL (Relative Volume) (risk) — Dynamic risk adjustment; reduces position size during low-liquidity periods and calibrates stop-loss distance.
• Accumulation/Distribution Line (confirmation) — Confirms that the price action is backed by sustained volume flow (slope analysis).

Known failure conditions

• Persistent low-volume environments where RVOL remains below 0.8 for extended periods, causing the Volumatic zones to narrow and whip.
• Failure of the KNN algorithm to converge on a stable classification during 'flash' regime changes.
• Breakdown of the correlation between ADL and price, indicating 'fake' volume or wash trading.

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).