自适应移动平均线通道策略（成交量加权+权重平滑）

Signal Generation: Buy Signal: Price crosses above the upper band (▲).
Sell Signal: Price crosses below the lower band (▼).

Trading Logic: Long Entry: Opens a position on upper band breakout.
Close Position: Closes on lower band breakout or 3% stop-loss trigger.

Visualization: FRAMA Line: Green for bullish, orange for bearish trends.
Candle Coloring: Green for bullish, red for bearish.
Upper/Lower Bands: Semi-transparent green (upper) and orange (lower).
Signal Markers: Buy (green ▲ below bars), sell (red ▼ above bars).

Use Cases Ideal for trending markets (e.g., stocks, futures, forex), especially where volume drives price action.
Suitable for various timeframes (e.g., 1-minute, 1-hour, daily), with parameter tuning advised.

Operating InstructionsAdding the Strategy Copy and paste the code into TradingView’s Pine Script editor (version 6) and save.
Add to chart: Click “Add to Chart” to overlay on the price chart.

Parameter Settings Source: Select price data type (e.g., “close,” “hl2,” default: “close”).
Average Length: Set FRAMA period (default: 50, adjust for timeframe).
Base RAA Multiplier: Base channel width multiplier (default: 1.15, higher values widen channels).
Weight Smoothing Period: EMA period for volume weight smoothing (default: 50).
Show Trend Signals: Enable to display buy/sell signals (default: enabled).
Color Candles Based on Trend: Enable candle coloring by trend (default: enabled).
Bullish/Bearish Candle Color: Customize colors (default: green for bullish, red for bearish).

Chart Output FRAMA Line: Adaptive average, green for bullish, orange for bearish.
Upper/Lower Bands: Semi-transparent green/orange, volume-adjusted.
Signal Markers: Buy (green ▲ below bars), sell (red ▼ above bars).
Candle Coloring: Bullish candles green, bearish red.

Trading Execution Automated Trading: Enable in Strategy Tester for automatic trade execution.
Stop-Loss: Fixed at 3% below entry price.
Initial Capital: Default 100,000 (adjustable).

Backtesting and Optimization Review metrics (win rate, profit factor, drawdown) in Strategy Tester.
Optimization tips: Short timeframes (e.g., 1-minute): Reduce length (e.g., 10–20) and weight_smooth (e.g., 10–20).
Volatile markets: Increase raa_mult_base (e.g., 1.5–2.0).