Adaptive Volume Bound Oscillator | QuantEdgeB

Adaptive Volume Bound Oscillator | QuantEdgeB

🔍 What is the Adaptive Volume Bound Oscillator (AVBO)?
The AVBO is a volume-weighted momentum oscillator that dynamically adapts its overbought/oversold thresholds to current market volatility. By measuring price’s deviation from a Volume-Weighted Moving Average (VWMA) and surrounding that deviation with bands that expand and contract based on recent oscillator volatility, AVBO provides clear, actionable signals in any market regime.

💡 Think of it as a “volume-aware RSI” that automatically widens its bands in choppy conditions to avoid whipsaws, and tightens them in calm markets to capture even subtle shifts—delivering filtered momentum readings and trend triggers in a single indicator.

⚙️ Core Components
✅ Modular Source Filter
Choose whether AVBO runs on:
• Raw Price – no preprocessing
• Gaussian Filter – smooths noise with a bell-curve weighting
• Median (Percentile) Filter – robust to outliers
• DEMA – double-EMA for fast trend capture
This lets you dial AVBO’s responsiveness vs. smoothness to suit your style.

✅ Volume-Weighted Moving Average (VWMA)
Computes the average of the filtered source, weighted by volume over a lookback. Anchors AVBO in real trade flow.

✅ Raw Oscillator (% Deviation)
Expresses price’s distance from VWMA in percentage terms.

✅ Adaptive Thresholds
• Measure recent volatility of AVBO via its standard deviation
• Scale that volatility by separate up/down multipliers to form upper and lower bands.
Bands expand when AVBO is choppy, contract when it’s calm—automatically keeping signal sensitivity in sync with market conditions.

✅ Signal Logic & Coloring
• Long when AVBO > upper band
• Short when AVBO < lower band
• Neutral otherwise
Candles color-code accordingly, and optional “Long”/“Short” labels mark crossovers.

✅ Backtest & Strength Sensor
• Built-in backtest table (overlaid or standalone) tracks P&L since a user-defined start date.
• Strength Sensor table calculates a 0–100% conviction score combining distance-to-band and rate-of-change—displayed as a mini ASCII bar for quick read.

📊 Backtest Mode
AVBO includes an optional backtest table, enabling traders to assess its historical effectiveness before applying it in live trading conditions.

🔹 Backtest Metrics Displayed:
• Equity Max Drawdown → Largest historical loss from peak equity.
• Profit Factor → Ratio of total profits to total losses, measuring system efficiency.
• Sharpe Ratio → Assesses risk-adjusted return performance.
• Sortino Ratio → Focuses on downside risk-adjusted returns.
• Omega Ratio → Evaluates return consistency & performance asymmetry.
• Half Kelly → Optimal position sizing based on risk/reward analysis.
• Total Trades & Win Rate → Assess historical success rate.

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📌 Disclaimer:
Backtest results are based on past performance and do not guarantee future success. Always incorporate real-time validation and risk management in live trading.

📊 Real-Time Performance Panel
When enabled, AVBO’s dashboard shows:
• Current AVBO Value and position relative to bands
• Trend Flag (+1 / 0 / –1)
• Strength Score (bull vs. bear)
• Filter Mode in use
All updated on each bar to keep you informed of momentum shifts at a glance.

💼 Ideal Use Cases
1️⃣ Trend Riding
• Capture sustained moves where volume confirms direction.
2️⃣ Volatility Breakouts
• Spot explosive moves when AVBO pierces its adaptive bands.
3️⃣ Mean-Reversion in Calm Markets
• Tight bands let you spot small, high-probability fades.
4️⃣ Multi-Asset Scan
• Apply AVBO across stocks, crypto, FX, and futures for unified momentum signals.

🧬 Default Configuration
• Source Filter: Price
• VWMA Length: 30
• Volatility Length: 27
• Up Multiplier: 1.8
• Down Multiplier: 0.8
• Adaptive Multiplier: 0.95

🎨 Visual Enhancements
• Candle Bar Sync — bars tint bullish, bearish, or neutral.
• Upper/Lower Band Steplines — highlight band breaches.
• Oscillator Fill — colored fills above/below zero reinforce signal.

🧬 In Summary
AVBO | QuantEdgeB blends volume weighting, adaptive volatility bands, and modular filtering into a single, all-in-one momentum oscillator. It evolves its own sensitivity to market noise, provides clear breakouts/mean-reversion cues, and packages built-in backtest and strength metrics right on your chart—empowering you to trade momentum with confidence, across any asset or timeframe.

🔹 Disclaimer: Past performance is not indicative of future results. Always backtest and align AVBO’s settings with your risk tolerance and market objectives before live trading.
🔹 Disclaimer: Past performance is not indicative of future results.
🔹 Strategic Advice: Always backtest, optimize, and align parameters with your trading objectives and risk tolerance before live trading.