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Trend Signals from a Close EMA and Its Double-Smoothed Average

Article Strategy library · Author: ChaoZhang

Summary

This trend-following strategy calculates 21-period EMAs of high, close, and low prices, plus a second 21-period EMA applied to the close EMA. It generates a long signal when the close EMA crosses above its smoothed version and a short signal when it crosses below. The high and low EMAs provide additional chart context, while labels mark the crossover directions.

The document explains the signal logic and lists adjustable lengths and display settings. Its published backtest configuration is for BTC/USDT Binance futures, but the supplied material gives no performance statistics or comparative evidence that the additional plotted averages improve signal quality. The strategy itself has no explicit stop-loss or take-profit logic. As with other moving-average systems, crossover lag can delay entries and reversals, and repeated crossings in sideways markets may raise costs. The document suggests adding filters, volatility-based exits, volume analysis, or higher-timeframe confirmation, but does not test those changes.

Key ideas

  • The strategy compares a 21-period close EMA with a second EMA applied to that close EMA.
  • An upward crossover signals a long entry, while a downward crossover signals a short entry.
  • EMAs of high and low prices are plotted as additional market context.
  • The strategy has no explicit stop-loss or take-profit rule, and the supplied backtest reports no results.
  • Lag and whipsaws in sideways markets are important limitations of the crossover approach.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.