TemaPure Strategy In-Depth Analysis

Strategy ID: #410 (410th of 465 strategies)
Strategy Type: TEMA Bollinger Band Range Trading Strategy
Timeframe: 5 minutes (5m)

---

I. Strategy Overview

TemaPure is a trend-following strategy based on Triple Exponential Moving Average (TEMA) and Bollinger Band range judgment, combined with Chande Momentum Oscillator (CMO) to confirm entry timing. This strategy enters when price touches the Bollinger lower band and momentum turns positive, exits when price touches the Bollinger upper band, pursuing complete trend returns within the range.

Core Features

Feature	Description
Buy Condition	1 combined buy signal, requiring both TEMA position condition and CMO crossover condition
Sell Condition	1 basic sell signal, based on TEMA crossing above Bollinger upper band
Protection Mechanism	Four-level ROI take-profit + trailing stop system
Timeframe	5 minute primary timeframe
Informative Timeframe	stake_currency/USDT as reference pair
Dependencies	talib.abstract, qtpylib.indicators

---

II. Strategy Configuration Analysis

2.1 Basic Risk Parameters

# ROI exit table (four-level take-profit)
minimal_roi = {
    "0": 0.40505,    # Immediate target 40.505%
    "265": 0.24708,  # Target 24.708% after 265 minutes
    "743": 0.05892,  # Target 5.892% after 743 minutes
    "1010": 0        # Break-even exit after 1010 minutes
}

# Stop loss setting
stoploss = -0.09754  # 9.754% hard stop loss

# Trailing stop
trailing_stop = True
trailing_stop_positive = 0.2126        # Activate after 21.26% profit
trailing_stop_positive_offset = 0.2225  # Allow pullback to 22.25% after activation
trailing_only_offset_is_reached = True  # Only activate after reaching offset

Design Rationale:

• Four-level decreasing ROI: Pursuing high short-term returns, gradually lowering targets over time
• Trailing stop parameters highly close (21.26% vs 22.25%), quickly locking in after profit
• Hard stop loss at ~9.75%, providing final defense line

2.2 Order Type Configuration

use_sell_signal = True      # Enable sell signal
sell_profit_only = True     # Only sell when profitable
ignore_roi_if_buy_signal = False  # Buy signal doesn't override ROI
ta_on_candle = False        # Calculate indicators on every tick

---

III. Buy Condition Details

3.1 Core Buy Logic

The strategy uses a single combined buy condition:

# Buy signal
(
    (dataframe['TEMA'] <= dataframe['bb_lowerbandTA'])
    & 
    (qtpylib.crossed_above(dataframe['CMO'], 0))
)

Condition Analysis

Condition Component	Logic Description	Technical Meaning
TEMA <= Bollinger lower band TA	TEMA is at or below bb_lowerbandTA	Price is in oversold territory
CMO crosses above 0	CMO crosses from negative to positive	Momentum turns from negative to positive confirmation

3.2 Technical Indicator Parameters

Indicator	Parameter	Purpose
TEMA	Period 25	Triple Exponential Moving Average, for price position judgment
Bollinger lower band TA	Period 25, upper std 3.5, lower std 1.0	Oversold territory judgment
CMO	Period 50	Momentum confirmation, identifying trend transition

3.3 Dual Bollinger Band System

The strategy uses two sets of Bollinger Band parameters:

# Bollinger Band Group 1: Standard Bollinger
bollinger = qtpylib.bollinger_bands(..., window=25, stds=2.0)

# Bollinger Band Group 2: Asymmetric Bollinger (used for signal judgment)
bollingerTA = ta.BBANDS(..., timeperiod=25, nbdevup=3.5, nbdevdn=1.0)

Asymmetric Bollinger Design:

• Upper band uses 3.5 times standard deviation (more lenient upper limit)
• Lower band uses 1.0 times standard deviation (stricter lower limit)
• Purpose: Buy signals more cautious (tighter lower band), sell signals more lenient (looser upper band)

---

IV. Sell Logic Details

4.1 Sell Signal System

The strategy defines a single sell signal:

# Sell signal
(qtpylib.crossed_above(dataframe["TEMA"], dataframe["bb_upperbandTA"]))

Signal ID	Trigger Condition	Signal Meaning
Sell Signal	TEMA crosses above Bollinger upper band TA from below	Price enters overbought territory, trend may reverse

4.2 Sell Logic Design Rationale

• Range Trading Logic: Buy at lower band, sell at upper band, capturing trends within Bollinger range
• Asymmetric Design: Buy uses 1.0x standard deviation lower band (strict), sell uses 3.5x standard deviation upper band (lenient)
• Combined with ROI: Technical signal and four-level take-profit together protect profits

4.3 Commented Out Sell Condition

There is a commented-out sell condition in the code:

# (qtpylib.crossed_below(dataframe['close'], dataframe['bb_upperbandTA']))
# & 
# (dataframe["CMO"] >= 35)

This indicates the author considered a momentum-confirmed sell condition, but ultimately chose the simpler TEMA crossing upper band logic.

---

V. Technical Indicator System

5.1 Core Indicators

Indicator Category	Specific Indicator	Purpose
Trend Indicator	TEMA(25)	Price trend tracking
Volatility Indicator	Bollinger Bands(25, 2.0)	Standard Bollinger (not used for signals)
Volatility Indicator	Bollinger TA(25, 3.5/1.0)	Asymmetric Bollinger (used for signals)
Momentum Indicator	CMO(50)	Momentum confirmation, identifying trend transition

5.2 Significance of Asymmetric Bollinger

Parameter	Standard Bollinger	Signal Bollinger TA	Difference
Period	25	25	Same
Upper band std	2.0	3.5	Upper band loosened
Lower band std	2.0	1.0	Lower band tightened

Design Intent:

• Tighter lower band: Only trigger buy when price is clearly oversold
• Looser upper band: Allow price more upside room before triggering sell
• Result: Potentially longer holding time, capturing larger trends

5.3 Informative Timeframe

The strategy uses stake_currency/USDT as informative pair:

def informative_pairs(self):
    return [(f"{self.config['stake_currency']}/USDT", self.timeframe)]

---

VI. Risk Management Features

6.1 Four-Level ROI Take-Profit System

Time	Target Return	Description
0 minutes	40.505%	Immediate pursuit of high returns
265 minutes (~4.4 hours)	24.708%	Lower target over time
743 minutes (~12.4 hours)	5.892%	Further lowering
1010 minutes (~16.8 hours)	0%	Break-even exit

Design Rationale:

• Short-term pursuit of high returns, not rushing to take profit
• Gradually lower return expectations as holding time increases
• Break-even exit after ~17 hours with no significant returns

6.2 Trailing Stop Mechanism

Parameter	Value	Description
trailing_stop_positive	21.26%	Profit threshold to trigger trailing stop
trailing_stop_positive_offset	22.25%	Reference high point for trailing stop
trailing_only_offset_is_reached	True	Only activate after reaching offset

Feature: Parameter difference is extremely small (only 1%), meaning after profit reaches 22.25%, stop loss line will follow closely, almost immediately locking in ~21% profit.

6.3 Stop Loss and Take Profit Configuration

Type	Value	Description
Hard Stop Loss	-9.754%	Maximum loss tolerance
ROI Target	40.5% → 0%	Four-level decreasing take-profit
Profit Protection	Dynamic trailing	Almost locks in all profits

---

VII. Strategy Advantages and Limitations

✅ Advantages

1. Strict Entry: Asymmetric Bollinger tightened lower band + CMO crossing above 0 dual confirmation, reducing false signals
2. Large Holding Space: Upper band loosened to 3.5x standard deviation, allowing price full upside potential
3. Multi-Level Take-Profit: Four-level ROI combined with trailing stop, balancing profit space and risk control
4. Clear Logic: Clear buy/sell conditions, targeted parameter design

⚠️ Limitations

1. Single Sell Signal: Only relies on TEMA crossing upper band, no momentum confirmation
2. No Weakness Exit: Unlike TemaMaster3, no weakness zone sell signal, may hold too long
3. Fixed Parameters: No protection mechanism group, lacking flexibility
4. May Miss Opportunities: Strict buy conditions, may generate fewer signals in mild markets

---

VIII. Applicable Scenario Recommendations

Market Environment	Recommended Configuration	Description
Range Oscillation	Default configuration	Ideal scenario, clear upper and lower bands
Trending Up	Can use	Loose upper band design allows longer holding
Trending Down	Use cautiously	CMO crossing above 0 filter may be insufficient
High Volatility	May adjust parameters	Increase standard deviation to avoid frequent signals

---

IX. Applicable Market Environment Details

TemaPure is a range trading strategy. Based on its asymmetric Bollinger design and four-level ROI configuration, it is best suited for trend capture in oscillating markets, and may underperform in one-sided trends.

9.1 Strategy Core Logic

• Range Trading: Buy at lower band, sell at upper band, complete Bollinger range strategy
• Asymmetric Design: Strict buy (1.0x std), lenient sell (3.5x std)
• Momentum Confirmation: CMO crossing above 0 ensures trend strengthening
• Multi-Level Take-Profit: Time-decreasing ROI combined with trailing stop

9.2 Performance in Different Market Environments

Market Type	Performance Rating	Reason Analysis
📈 Slow Bull Trend	⭐⭐⭐⭐☆	Loose upper band design allows holding to capture trend
🔄 Sideways Oscillation	⭐⭐⭐⭐⭐	Ideal scenario, frequent upper and lower band touches
📉 Trending Down	⭐⭐☆☆☆	CMO filter may be insufficient, risk of catching falling knives
⚡️ High Volatility	⭐⭐⭐☆☆	Fewer signals but higher quality

9.3 Key Configuration Recommendations

Configuration Item	Recommended Value	Description
Timeframe	5 minutes (default)	Balance signal frequency and noise
Stop Loss Adjustment	May tighten appropriately	-9.75% may be too wide for short-term
Bollinger Parameters	Try adjusting standard deviation	Based on specific pair volatility
CMO Threshold	Can raise to 5 or 10	Stricter momentum confirmation

---

X. Important Reminder: Cost of Range Strategies

10.1 Longer Holding Time

Four-level ROI design means:

• Strategy expects to hold positions for several hours
• Pursuing larger profit space
• Need patience waiting for signals

10.2 Hardware Requirements

Number of Trading Pairs	Minimum Memory	Recommended Memory
1-10 pairs	4GB	8GB
10-20 pairs	8GB	16GB
20+ pairs	16GB	32GB+

10.3 Backtest vs Live Trading Differences

Range strategies may perform well in backtesting, but live trading needs attention:

• Bollinger parameters sensitive to specific trading pairs
• Asymmetric design may fail in extreme market conditions
• CMO parameters need adjustment based on market

10.4 Manual Trader Recommendations

5-minute timeframe is relatively friendly:

• Can consider manual execution
• Need TradingView or similar tools to set alerts
• Strictly execute buy/sell conditions, avoid emotional interference

---

XI. Summary

TemaPure is a strategy focused on Bollinger band range trading. Its core value lies in:

1. Asymmetric Bollinger Design: Strict buy, lenient sell, pursuing larger trend space
2. Multi-Level Take-Profit System: Four-level ROI combined with trailing stop, balancing profit and risk
3. Momentum Confirmed Entry: CMO crossing above 0 ensures trend strengthening
4. Range Trading Logic: Buy at lower band, sell at upper band, complete strategy logic

For quantitative traders, this is a range strategy suitable for oscillating and mild trending markets, but note:

• Strict buy conditions, may have fewer signals
• Single sell condition, may hold too long
• Parameters may need optimization for specific trading pairs and market environments
• Recommend thorough backtesting for verification

---