I11L Hypertrend: EMA-to-SMA Scoring for Trend and Oversold Swings

Summary

The I11L Hypertrend system scores market direction by comparing exponential and simple moving averages across a set of short periods. It smooths the resulting score with moving averages and uses their crossovers to identify trend or oversold conditions. In the described mode, those signals prompt long entries; trade management uses a trailing stop and an optional fixed take-profit target based on the stop distance. The document frames the method as combining trend following with buying oversold reversals, although its description of short trades is not reflected in the supplied code, which enters long positions only.

The settings and backtest configuration cover BTC/USDT Binance futures over a short period, but no returns or other performance results are provided. The author warns about parameter overfitting, delayed signals, and whipsaws in choppy conditions, and recommends walk-forward testing and risk controls. The scoring thresholds, mode selection, and stop settings require tuning, so the stated potential benefits are not evidence of a robust trading edge.

Key ideas

• The score counts whether short-period EMAs are above corresponding SMAs.
• Smoothed versions of the score generate trend and oversold crossover signals.
• The supplied implementation opens long positions and uses a trailing stop with an optional take-profit exit.
• Despite the prose discussion of short trades, the code shown does not implement short entries.
• The document cautions that tuning may overfit and that choppy periods can cause whipsaws.

Tags

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