Ichimoku_v31 Strategy Analysis

Strategy Number: #30 (30th of 465 strategies)
Strategy Type: Ichimoku Cloud + Heikin Ashi + Multi-Timeframe
Timeframe: 1 hour (1h)

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I. Strategy Overview

Ichimoku_v31 is a multi-timeframe trend following strategy based on Ichimoku Cloud and Heikin Ashi candles. The strategy uses 4-hour informative timeframe Ichimoku cloud to confirm trends, combined with Heikin Ashi candles to smooth price noise.

Core Features

Feature	Description
Entry Conditions	1 condition: Heikin Ashi + Cloud breakout
Exit Conditions	1 condition: Price breaks below cloud
Protection	Hard stoploss + Trailing stop
Timeframe	1 hour
Dependencies	TA-Lib, technical
Special Features	4h informative timeframe, Heikin Ashi candles

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II. Strategy Configuration Analysis

2.1 Base Risk Parameters

# ROI exit table
minimal_roi = {
    "0": 0.10,    # Immediate exit: 10% profit
    "30": 0.05,   # After 30 minutes: 5% profit
    "60": 0.02,   # After 60 minutes: 2% profit
}

# Stoploss setting
stoploss = -0.10  # -10% hard stoploss

Design Logic:

• Multi-Level ROI: 3-level decreasing ROI, longer holding time means lower exit threshold
• Standard Stoploss: -10% hard stoploss

2.2 Order Type Configuration

order_types = {
    "entry": "market",
    "exit": "market",
    "stoploss": "market",
    "stoploss_on_exchange": False,
}

Description: Uses market orders to ensure quick execution.

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III. Entry Conditions Explained

3.1 Entry Logic

# Entry conditions
dataframe.loc[
    (
        (
            (dataframe["ha_close_4h"].crossed_above(dataframe["senkou_a_4h"])) &
            (dataframe["ha_close_4h"].shift() < dataframe["senkou_a_4h"])
        ) |
        (
            (dataframe["ha_close_4h"].crossed_above(dataframe["senkou_b_4h"])) &
            (dataframe["ha_close_4h"].shift() < dataframe["senkou_b_4h"])
        )
    ) &
    (dataframe["cloud_green_4h"] == True),
    "enter_long",
] = 1

Logic Analysis:

• Heikin Ashi Close Crosses Above Cloud: 4h Heikin Ashi close crosses above senkou_a or senkou_b
• Previous Candle Below Cloud: Previous candle close below cloud
• Cloud Green: 4h cloud is green (uptrend)

3.2 Indicator Calculation

# Heikin Ashi candles (4h)
heikinashi = qtpylib.heikinashi(dataframe_inf)
dataframe_inf["ha_open"] = heikinashi["open"]
dataframe_inf["ha_close"] = heikinashi["close"]
dataframe_inf["ha_high"] = heikinashi["high"]
dataframe_inf["ha_low"] = heikinashi["low"]

# Ichimoku Cloud (based on Heikin Ashi)
ichimoku = ftt.ichimoku(heikinashi, conversion_line_period=20, base_line_periods=60, laggin_span=120, displacement=30)
dataframe_inf["senkou_a"] = ichimoku["senkou_span_a"]
dataframe_inf["senkou_b"] = ichimoku["senkou_span_b"]
dataframe_inf["cloud_green"] = ichimoku["cloud_green"]
dataframe_inf["cloud_red"] = ichimoku["cloud_red"]

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IV. Exit Logic Explained

4.1 Exit Conditions

# Exit conditions
dataframe.loc[
    (
        (dataframe["ha_close_4h"] < dataframe["senkou_a_4h"]) |
        (dataframe["ha_close_4h"] < dataframe["senkou_b_4h"])
    ),
    "exit_long",
] = 1

Logic Analysis:

• Price Breaks Below Cloud: 4h Heikin Ashi close breaks below senkou_a or senkou_b
• Trend Weakening Confirmation: Price breaking below cloud confirms trend weakening

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V. Technical Indicator System

5.1 Core Indicators

Indicator Category	Specific Indicator	Parameters	Purpose
Candles	Heikin Ashi	-	Smooth candles
Trend	Ichimoku Cloud	20/60/120	Cloud filtering (4h)

5.2 Informative Timeframe (4h)

The strategy uses 4-hour informative timeframe:

Indicator	Purpose
ha_close_4h	4h Heikin Ashi close
senkou_a_4h	4h cloud upper rail A
senkou_b_4h	4h cloud upper rail B
cloud_green_4h	4h cloud green (uptrend)
cloud_red_4h	4h cloud red (downtrend)

5.3 Heikin Ashi Candles

ha_close = (open + high + low + close) / 4
ha_open = (prev_ha_open + prev_ha_close) / 2
ha_high = max(high, ha_open, ha_close)
ha_low = min(low, ha_open, ha_close)

Purpose:

• Smooth price noise
• Easier to identify trends
• Reduce false signals

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VI. Risk Management Features

6.1 Standard Hard Stoploss

stoploss = -0.10  # -10%

Description: Standard stoploss, controlling single trade loss within 10%.

6.2 Trailing Stop

trailing_stop = True
trailing_stop_positive = 0.01
trailing_stop_positive_offset = 0.02

Working Mechanism:

1. Trailing stop activates after 2% profit
2. Exit triggers when 1% pullback from highest point

6.3 Cloud Filtering

cloud_green_4h == True

Purpose:

• Only buy when 4h cloud is green
• Auto filters downtrends

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VII. Strategy Pros & Cons

✅ Advantages

1. Ichimoku Cloud: Cloud filters trends, classic and effective
2. Heikin Ashi: Smooth candles reduce noise
3. Multi-Timeframe: 4h informative timeframe confirms trend
4. Market Orders: Ensures quick execution
5. Low Computation: Few indicators, low hardware requirements
6. Trailing Stop: Locks profits, protects gains

⚠️ Limitations

1. No BTC Correlation: Does not detect Bitcoin market trend
2. 1h Timeframe: Lower signal frequency
3. Fixed Parameters: Ichimoku Cloud parameters fixed
4. Market Order Slippage: Market orders may have slippage
5. Cloud Lag: Cloud calculation has lag

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VIII. Applicable Scenarios

Market Environment	Recommended Configuration	Description
Uptrend	Highly recommended	Cloud filtering + multi-timeframe, perfect match
Ranging Market	Not recommended	Trend strategy has many false signals in ranging
Downtrend	Auto pause	Cloud filtering blocks most trades
High Volatility	Adjust parameters	May need to adjust stoploss threshold
Low Volatility	Adjust ROI	Lower ROI threshold for small moves

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IX. Applicable Market Environments

Ichimoku_v31 is a trend following strategy based on the core philosophy of "Heikin Ashi + Ichimoku Cloud + Multi-Timeframe".

9.1 Strategy Core Logic

• Heikin Ashi: Smooth candles reduce noise
• Cloud Filtering: Only trade when 4h cloud is green
• Multi-Timeframe: 4h informative timeframe confirms trend

9.2 Performance in Different Markets

Market Type	Performance Rating	Reason Analysis
📈 Slow Bull/Ranging Up	★★★★★	Cloud filtering + multi-timeframe, perfect match
🔄 Wide Ranging	★★☆☆☆	Trend strategy has many false signals in ranging
📉 Single-sided Crash	★★★☆☆	Cloud filtering blocks most trades, auto lies flat
⚡️ Extreme Sideways	★★☆☆☆	Too little volatility, signals decrease

9.3 Key Configuration Recommendations

Configuration	Recommended Value	Description
Number of Pairs	20-40	Moderate signal frequency
Max Open Trades	3-6	Control risk
Position Mode	Fixed position	Recommended fixed position
Timeframe	1h	Mandatory requirement

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X. Important Notes: Ichimoku Cloud Usage

10.1 Moderate Learning Cost

Strategy code is about 80 lines, requires understanding Ichimoku Cloud, Heikin Ashi concepts.

10.2 Low Hardware Requirements

Only calculates Ichimoku Cloud and Heikin Ashi, low VPS requirements:

Number of Pairs	Minimum RAM	Recommended RAM
20-40 pairs	512MB	1GB
40-80 pairs	1GB	2GB

10.3 Cloud Filtering Advantages

• Trend Confirmation: 4h cloud more reliable than 1h
• Reduces False Signals: Only trades when cloud is green
• Auto Lies Flat: Auto stops trading when cloud is red

10.4 Manual Trading Recommendations

Manual traders can reference this strategy's Ichimoku Cloud approach:

• Use Heikin Ashi to smooth price
• Observe both 1h and 4h cloud simultaneously
• Set standard stoploss (e.g., -10%)

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XI. Summary

Ichimoku_v31 is a well-designed Ichimoku Cloud trend following strategy, its core value lies in:

1. Ichimoku Cloud: Cloud filters trends, classic and effective
2. Heikin Ashi: Smooth candles reduce noise
3. Multi-Timeframe: 4h informative timeframe confirms trend
4. Market Orders: Ensures quick execution
5. Low Computation: Few indicators, low hardware requirements
6. Trailing Stop: Locks profits, protects gains

For quantitative traders, this is an excellent Ichimoku Cloud learning template. Recommendations:

• Use as an advanced case for learning Ichimoku Cloud strategies
• Understand Heikin Ashi usage
• Learn multi-timeframe application
• Note cloud lag, testthoroughly before live trading

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