OPEN-SOURCE SCRIPT

Adaptive Multi-MA Optimizer

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Adaptive Multi-MA Optimizer
This indicator provides a powerful, customizable solution for traders seeking dynamically optimized moving averages with precision and control. It integrates multiple custom-built moving average types, applies real-time volatility-based optimization, and includes an optional composite smoothing engine.

🧠 Key Features
Dynamic Optimization:
Automatically selects the optimal lookback length based on market volatility stability using a custom standard deviation differential model.

Multiple Custom MA Types:
Includes fully custom implementations of:

SMA (Simple Moving Average)

EMA (Exponential Moving Average)

WMA (Weighted Moving Average)

VWMA (Volume Weighted MA)

DEMA (Double EMA)

TEMA (Triple EMA)

Hull MA

ALMA (Arnaud Legoux MA)


Composite MA Option:
A unique "Composite" mode blends all supported MAs into a single average, then applies optional smoothing for enhanced signal clarity.

Dynamic Smoothing:
The composite mode supports volatility-adjusted smoothing (based on optimized lookback), making it adaptable to different market regimes.

Fully Custom Logic:
No built-in MA functions are used — every moving average is hand-coded for transparency and educational value.

⚙️ How It Works
Optimization:
The script evaluates a range of lengths (minLen to maxLen) using the standard deviation of price returns. It selects the length with the most stable recent volatility profile.

Calculation:
The selected MA type is calculated using that optimized length. If "Composite" is chosen, all MA types are averaged and smoothed dynamically.

Visualization:
The adaptive MA is plotted on the chart, changing color based on its position relative to price.

📌 Use Cases
Trend-following strategies that adapt to different market conditions.

Traders wanting a high-fidelity composite of multiple MAs.

Analysts interested in visualizing market smoothness without lag-heavy signals.

Coders looking to learn how to build custom indicators from scratch.

🧪 Inputs
MA Type: Choose from 8 MA types or a blended Composite.

Lookback Range: Control min/max and step size for optimization.

Source: Choose any price series (e.g., close, hl2).

⚠️ Disclaimer
This indicator is for educational and informational purposes only and does not constitute financial advice, trading advice, or investment recommendations. Use of this script is at your own risk. Past performance does not guarantee future results. Always perform your own analysis and consult with a qualified financial advisor before making trading decisions.

Disclaimer

The information and publications are not meant to be, and do not constitute, financial, investment, trading, or other types of advice or recommendations supplied or endorsed by TradingView. Read more in the Terms of Use.