This is an advanced quantitative trading strategy that combines Exponential Moving Average (EMA), volume confirmation, and Average True Range (ATR). The strategy achieves accurate market trend capture through multiple technical indicators, enhances trade reliability through volume confirmation, and implements a comprehensive risk management system using dynamic ATR-based stop-loss and take-profit levels.
The core logic consists of three main components: 1. Trend Determination: Uses EMA(50) as the primary trend indicator. An uptrend is identified when price is above EMA, and vice versa. 2. Volume Confirmation: Calculates a 20-period Volume Moving Average, requiring current volume to exceed both 1.5 times the moving average and the previous period’s volume to ensure sufficient market participation. 3. Risk Management: Dynamically sets stop-loss and take-profit levels based on 14-period ATR. Stop-loss is set at 2x ATR and take-profit at 3x ATR, balancing capital protection with trend development potential.
This strategy establishes a logically rigorous trading system through the comprehensive use of multiple technical indicators. Its core strengths lie in its multiple confirmation mechanisms and dynamic risk management, while attention must be paid to risks such as trend reversals and false volume breakouts. Through continuous optimization and refinement, this strategy shows promise for improved performance in actual trading.
/*backtest start: 2019-12-23 08:00:00 end: 2025-01-16 00:00:00 period: 1d basePeriod: 1d exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT","balance":49999}] */ //@version=5 strategy("Enhanced Volume + Trend Strategy", overlay=true) // Inputs emaLength = input.int(50, title="EMA Length") atrLength = input.int(14, title="ATR Length") atrMultiplierSL = input.float(2.0, title="ATR Multiplier for Stop Loss") atrMultiplierTP = input.float(3.0, title="ATR Multiplier for Take Profit") volLength = input.int(20, title="Volume Moving Average Length") volMultiplier = input.float(1.5, title="Volume Multiplier (Relative to Previous Volume)") // Trend Detection using EMA ema = ta.ema(close, emaLength) // ATR Calculation for Stop Loss/Take Profit atr = ta.atr(atrLength) // Volume Moving Average volMA = ta.sma(volume, volLength) // Additional Volume Condition (Current Volume > Previous Volume + Multiplier) volCondition = volume > volMA * volMultiplier and volume > volume[1] // Entry Conditions based on Trend (EMA) and Volume (Volume Moving Average) longCondition = close > ema and volCondition shortCondition = close < ema and volCondition // Stop Loss and Take Profit Levels longStopLoss = close - (atr * atrMultiplierSL) longTakeProfit = close + (atr * atrMultiplierTP) shortStopLoss = close + (atr * atrMultiplierSL) shortTakeProfit = close - (atr * atrMultiplierTP) // Strategy Execution if (longCondition) strategy.entry("Long", strategy.long) strategy.exit("Take Profit/Stop Loss", "Long", stop=longStopLoss, limit=longTakeProfit) if (shortCondition) strategy.entry("Short", strategy.short) strategy.exit("Take Profit/Stop Loss", "Short", stop=shortStopLoss, limit=shortTakeProfit) // Plotting EMA plot(ema, color=color.yellow, title="EMA") // Plot Volume Moving Average plot(volMA, color=color.blue, title="Volume Moving Average") // Signal Visualizations plotshape(series=longCondition, color=color.green, style=shape.labelup, location=location.belowbar, title="Buy Signal") plotshape(series=shortCondition, color=color.red, style=shape.labeldown, location=location.abovebar, title="Sell Signal")