Longonly — Indicators and Strategies

Auto Intelligence Selective Moving Average(AI/MA)# 🤖 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. --- ## 🎯 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 --- ## 🧪 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 --- ## 📈 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** 🎯 --- ## 🛠 Technology Stack - `Python` for data handling and optimization - `Pine Script v5` for implementation and visualization - Fully state-aware strategy, modular and extendable --- ## ✨ 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.

Quantitative Trend Strategy- Uptrend long Trend Strategy #1 Indicators: 1. SMA 2. Pivot high/low functions derived from SMA 3. Step lines to plot support and resistance based on the pivot points 4. If the close is over the resistance line, green arrows plot above, and vice versa for red arrows below support. Strategy: 1. Long Only 2. Mutable 2% TP/1.5% SL 3. 0.01% commission 4. When the close is greater than the pivot point of the sma pivot high, and the close is greater than the resistance step line, a long position is opened. *At times, the 2% take profit may not trigger IF; the conditions for reentry are met at the time of candle closure + no exit conditions have been triggered. 5. If the position is in the green and the support step line crosses over the resistance step line, positions are exited. How to use it and what makes it unique: Use this strategy to trade an up-trending market using a simple moving average to determine the trend. This strategy is meant to capture a good risk/reward in a bullish market while staying active in an appropriate fashion. This strategy is unique due to it's inclusion of the step line function with statistics derived from myself. This description tells the indicators combined to create a new strategy, with commissions and take profit/stop loss conditions included, and the process of strategy execution with a description on how to use it. If you have any questions feel free to PM me and boost if you enjoyed it. Thank you, pineUSERS!

SuperTrend Long Strategy +TrendFilter This strategy aims to identify long (buy) opportunities in the market using the SuperTrend indicator. It utilizes the Average True Range (ATR) and a multiplier to determine the dynamic support levels for entering long positions. This presentation will provide an overview of the strategy's components, explain its usage, and highlight that it focuses on long trades. Components of the Strategy: 1. ATR Period: This input determines the period used for calculating the Average True Range (ATR). A higher value may result in smoother trend lines but may lag behind recent price changes. 2. Source (src): This input determines the price source used for calculations, with "hl2" (the average of high and low prices) set as the default. 3. ATR Multiplier: This input specifies the multiplier applied to the ATR value to determine the distance of the support levels from the source. 4. Change ATR Calculation Method: This input allows toggling between two methods of ATR calculation: the default method using atr() or a simple moving average (SMA) of ATR values (sma(tr, Periods)). 5. Show Buy/Sell Signals: This input enables or disables the display of buy and sell signals on the chart. 6. Highlighter On/Off: This input controls whether highlighting of up and down trends is displayed on the chart. 7. Bar Coloring On/Off: This input determines whether the bars on the chart are colored based on the trend direction. 8. The "SuperTrend Long STRATEGY" has been enhanced by incorporating a trend filter. A moving average is used as the filter to confirm the prevailing trend before executing trades. This addition effectively reduces false signals and improves the strategy's reliability, all while maintaining its original name. Strategy Logic: 1. The strategy calculates the upper (up) and lower (dn) trend lines based on the ATR value and the chosen multiplier. 2. The trend variable keeps track of the current trend, with 1 indicating an uptrend and -1 indicating a downtrend. 3. Buy and sell signals are generated based on the change in trend direction. 4. The strategy includes an optional highlighting feature that colors the chart background based on the current trend. 5. Additionally, the bar coloring feature colors the bars based on the direction of the last trend change. Usage: 1. ATR Period and ATR Multiplier can be adjusted based on the desired sensitivity and risk tolerance. 2. Buy and sell signals can be displayed using the Show Buy/Sell Signals input, providing clear indications of entry and exit points. 3. The Highlighter On/Off input allows users to visually identify the prevailing trend by coloring the chart background. 4. The Bar Coloring On/Off input offers a quick visual reference for the most recent trend change. Long Strategy: The SuperTrend Long Strategy is specifically designed to identify long (buy) opportunities. It generates buy signals when the current trend changes from a downtrend to an uptrend, indicating a potential entry point for long positions. The strategy aims to capture upward price movements and maximize profits during bullish market conditions. The SuperTrend Long Strategy provides traders with a systematic approach to identifying long trade opportunities. By leveraging the SuperTrend indicator and dynamic support levels, this strategy aims to generate buy signals in uptrending markets. Traders can customize the inputs and utilize the visual features to adapt the strategy to their specific trading preferences. The modification adds a trend filter to the "SuperTrend Long STRATEGY" to improve its effectiveness. The trend filter uses a moving average to confirm the prevailing trend before taking trades. This addition helps filter out false signals and enhances the strategy's reliability without changing its name.

Long only EMA CROSS 8/50/200 Backtest Improve EMA CROSS 8/50/200 with adjustable Exit EMA Level, and can open trade only when above EMA200

Ichimoku Crypto LONG 3h ANY CRYPTO Pair This is a strategy which works with most of the crypto pairs on the 3H time frames. It beats easily on the long term buy and hold strategy. This strategy is made from the baseline from ichimoku together with ema 200 This is a long only strategy. THe condition is : our candle is above ema 200 and our ichimoku its telling we have a long trend. We exit on the opposite signal. If you have any questions private message me !

Best Crypto DEMA Strategy Long only This is a crypto strategy suited for big time frames like 3h+. THIS IS A LONG ONLY STRATEGY , SUITED TO BEAT BUY AND HOLD ! It's a very risky strategy because it has no stop loss at all, so be extremely careful with it. This strategy is made of 2 DEMA a fast and a slow one. We have two rules : entry it's when we have a crossunder between the slow DEMA and the fast DEMA. We exit when the opposite happens, in this case, when the slow is above fast. For this example I used an initial capital of 1000 eur, using 100% of it always, and a commission of 0.2% per each deal.

MavilimW Strategy MTF EMA with HA Candles This is a strategy adapted initially for Mavilim moving average indicator, based on WMA MA. It seems to works amazingly on long term markets, like stocks, some futures, some comodities and so on. In this strategy, I form initially the candle, using EMA values, so I take the EMA of last 50 closes, open, highs and lows and form the candle After this I take interally HA and convert the EMA candle to HA. Then using the moving averages on multiple timeframes, like in this example we have a chart on 4h, but I use 1h and 1d moving averages. For long condition we have : close is above moving average timeframe1 and oving average timeframe2 and oving average timeframe3 Initially short would be close below ma timeframe1, ma timeframe2 and timeframe3 -> but here I also convert it into a long signal. So we actually go only long . And we have 2 different exits : for first long if we have a crossdown of 1h ma with 1 day ma, and for second long if we have a cross up of 1h ma with 1 day ma in this example. Message me if you have any questions about this strategy.

Bollinger Band Breakout It is a long only strategy. 1. Buy when price breaks out of the upper band. 2. Exit has two options. Option 1 allows you to exit using lower band. Option 2 allows you to exit using moving average. 3. Option 1 preferred over option 2 if the instrument is highly volatile. 4. Slippage and commissions are not considered in the return calculation.