Logit-Jurik ATOM Structural Cycler

Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (ATOMUSDT) · Timeframes: 15m

Thesis

The strategy assumes that ATOMUSDT market structure exhibits recurrent patterns identifiable via logistic regression (FVGs and Swing Pressure). By filtering these ML-based signals through a log-normalized trend slope and a detrended price oscillator, we can isolate high-probability cycle turns within a broader trend, using adaptive volatility bands to manage exits in a non-linear fashion.

Components

• Logarithmic Transformation (LOG) (regime) — Used to linearize the exponential price action of crypto assets, allowing for a more stable assessment of trend slope in log-space.
• Bulls Power (Elder Ray) (direction) — Provides the directional momentum filter by measuring the dominance of buyers relative to the 13-period EMA.
• Detrended Price Oscillator (DPO) (entry) — Identifies the cyclical turning points by removing long-term trend noise, providing the specific entry trigger.
• Jurik Adaptive Envelope Bands (exit) — Acts as a volatility-sensitive dynamic target; the adaptive nature reduces lag compared to standard Bollinger Bands.
• ATOM Coefficient Indicator (logit) (risk) — Provides the core structural edge via logistic regression, outputting a probability score based on market structure (FVGs/Swing).
• Momentum (Example) (confirmation) — Confirming oscillator to ensure the cycle identified by DPO has sufficient velocity to overcome spread and slippage.
• Indicator Sample Skeleton (volatility_filter) — Used as a 'Data Readiness' filter; ensures the Jurik distribution (128 bars) and ATOM features are fully populated before trading.

Known failure conditions

• ATOM Coefficient P-value stays between 0.45 and 0.55 for extended periods, indicating a loss of structural predictive power.
• Jurik Bands collapse to a width smaller than the average spread, indicating a liquidity vacuum.
• Price action deviates significantly from log-linear growth, making the LOG slope an unreliable regime filter.

Explore the full interactive blueprint, parameter ranges and evidence on WOBR StrategyVerse, or generate this strategy as an MT4/MT5 Expert Advisor with QuantMogul AI Engine.