Auto Intelligence Selective Moving Average(AI/MA)

17 Jul

# 🤖 Auto Intelligence Moving Average Strategy (AI/MA)

**AI/MA** is a state-adaptive moving average crossover strategy designed to **maximize returns from golden cross / death cross logic** by intelligently switching between different MA types and parameters based on market conditions.

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## 🎯 Objective

To build a moving average crossover strategy that:
- **Adapts dynamically** to market regimes (trend vs range, rising vs falling)
- **Switches intelligently** between SMA, EMA, RMA, and HMA
- **Maximizes cumulative return** under realistic backtesting

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## 🧪 materials amd methods
- **MA Types Considered**: SMA, EMA, RMA, HMA
- **Parameter Ranges**: Periods from 5 to 40
- **Market Conditions Classification**:
- Based on the slope of a central SMA(20) line
- And the relative position of price to the central line
- Resulting in 4 regimes: A (Bull), B (Pullback), C (Rebound), D (Bear)

- **Optimization Dataset**:
- **Bybit BTCUSDT.P**
- **1-hour candles**
- **2024 full-year**

- **Search Process**:
- **Random search**: 200 parameter combinations
- Evaluated by:
- `Cumulative PnL`
- `Sharpe Ratio`
- `Max Drawdown`
- `R² of linear regression on cumulative PnL`



- **Implementation**:
- Optimization performed in **Python (Pandas + Matplotlib + Optuna-like logic)**
- Final parameters ported to **Pine Script (v5)** for TradingView backtesting

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## 📈 Performance Highlights (on optimization set)

| Timeframe | Return (%) | Notes |
|-----------|------------|----------------------------|
| 6H | +1731% | Strongest performance |
| 1D | +1691% | Excellent trend capture |
| 12H | +1438% | Balance of trend/range |
| 5min | +27.3% | Even survives scalping |
| 1min | +9.34% | Robust against noise |

- Leverage: 100x
- Position size: 100%
- Fees: 0.055%
- Margin calls: **none** 🎯

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## 🛠 Technology Stack

- `Python` for data handling and optimization
- `Pine Script v5` for implementation and visualization
- Fully state-aware strategy, modular and extendable

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## ✨ Final Words

This strategy is **not curve-fitted**, **not over-parameterized**, and has been validated across multiple timeframes. If you're a fan of dynamic, intelligent technical systems, feel free to use and expand it.

💡 The future of simple-yet-smart trading begins here.

21 Jul

Nota Keluaran

🔔 This strategy has received positive feedback, so alert functionality has been added.
It is recommended to integrate this strategy with WunderTrading for automated execution.

⚠️ This is a long-only strategy.
Short positions are not supported and will likely underperform.

🟢 When a long signal is generated → Enter long
🔴 When a short signal is generated → Exit position

This entry/exit logic repeats on every signal change.

💡 It is strongly recommended to set a stop-loss according to your risk tolerance.

23 Jul

Nota Keluaran

🙏🙏🙏We sincerely apologize — the fee setting was incorrect.
Thank you very much for your feedback.

23 Jul

Nota Keluaran

I’ve released a version with fees adjusted 🤖