Sigmoid-AI Delta Momentum Cluster

Family: hybrid · Regime: trending · Complexity: high · Asset classes: Equities, Futures, Crypto · Timeframes: 5m, 15m, 1h

Thesis

Market trends are most tradable when momentum is in the 'acceleration' phase (defined by the middle of the Sigmoid curve) and confirmed by institutional volume imbalances. By using KNN to filter SuperTrend signals, we identify high-probability price clusters, while the Buddha Money Flow ensures we only enter when aggressive market participants are actively driving the delta. This avoids the common trap of entering a trend at its climax.

Components

Logistic Function (SIGMOID) (regime) — Filters out late-stage trends by identifying when the price momentum has reached saturation (0.9+) or exhaustion (0.1-).
Volume SuperTrend AI (Expo) (direction) — Provides the primary directional bias using KNN to classify volume-weighted price clusters against historical trend persistence.
Buddha Money Flow (entry) — Ensures entries are backed by actual order flow delta and volume imbalances, confirming the 'intent' behind a price move.
Stochastic Oscillator (exit) — Captures momentum exhaustion for profit-taking in the direction of the primary trend.
Pivot Point S&R with GMT Correction (risk) — Provides structural 'hard' anchors for Stop Loss placement based on floor trader pivots rather than lagging averages.
SSL Channel (confirmation) — Acts as a secondary trend filter to ensure the fast-momentum high/low channel is aligned with the AI direction.
Jurik Adaptive Envelope Bands (volatility_filter) — Prevents entering during 'volatility spikes' or when price is over-extended beyond the adaptive standard deviation of price.

Known failure conditions

Persistent failure of KNN to classify trends (low accuracy), typically during low-volume holiday periods.
Price oscillating rapidly across the SSL Channel median, indicating a lack of directional conviction.
CVD showing massive divergence (Price UP, CVD DOWN) for more than 50 bars.

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).