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TemaMaster Strategy Deep Dive

Strategy Number: #408 (408th of 465 strategies)
Strategy Type: Multi-Indicator Trend Following + Trailing Take-Profit
Timeframe: 5 minutes (5m)

1. Strategy Overview​

TemaMaster is a trend-following strategy based on Triple Exponential Moving Average (TEMA) and Bollinger Band breakout. The core idea is to capture price reversal opportunities near the Bollinger lower band, combined with momentum indicator (CMO) filtering, while using trailing stop to lock in large profits.

Core Characteristics​

FeatureDescription
Buy Condition1 composite buy signal (TEMA crosses above BB lower band + CMO filter)
Sell ConditionNo active sell signals, relies on ROI and trailing stop
Protection MechanismTrailing stop + Profit-only sell
Timeframe5 minutes (5m)
Dependenciestalib, qtpylib
Info Pairstake_currency/USDT (reference exchange rate)

2. Strategy Configuration Analysis​

2.1 Basic Risk Parameters​

# ROI exit table
minimal_roi = {
    "0": 0.20937,      # Any time: 20.937% profit
    "238": 0.06449,    # After 238 minutes: 6.449% profit
    "1931": 0.01703,   # After 1931 minutes: 1.703% profit
    "3474": 0          # After 3474 minutes: exit at any profit
}

# Stop-loss setting
stoploss = -0.14791  # 14.791% stop-loss

Design Philosophy:

  • ROI setting is very aggressive, initial target as high as 20.937%
  • As time progresses, lower profit expectations to ensure eventual profit-taking
  • Stop-loss is relatively wide (-14.791%), giving trends enough room to fluctuate

2.2 Trailing Stop Configuration​

trailing_stop = True
trailing_stop_positive = 0.17017       # Start trailing after 17.017% profit
trailing_stop_positive_offset = 0.26713  # Trailing distance 26.713%
trailing_only_offset_is_reached = True   # Only start trailing after offset reached

Trailing Stop Logic:

  • Only start trailing stop when profit reaches 26.713%
  • Trailing stop distance is 17.017%, meaning sell only when price retraces 17% from peak
  • This is an aggressive "let profits run" configuration

2.3 Sell Signal Configuration​

use_sell_signal = True
sell_profit_only = True              # Only sell when profitable
ignore_roi_if_buy_signal = False     # Don't ignore ROI when buy signal exists

3. Buy Condition Details​

3.1 Protection Mechanism​

This strategy mainly relies on trailing stop and ROI exit, without traditional buy protection parameters.

3.2 Buy Condition Details​

Condition #1: TEMA Breakout of Bollinger Lower Band​

# Logic
- TEMA(18) crosses above Bollinger Band lower band
- CMO(14) > -5

Core Indicator Explanation:

IndicatorParameterPurpose
TEMA (Triple EMA)Period 18Smooth price trend
Bollinger BandsPeriod 26, StdDev 1.4Volatility channel
CMO (Chande Momentum Oscillator)Period 14Momentum filter

Buy Logic Interpretation:

  1. TEMA crosses above BB lower band: Price breaking above Bollinger lower band from below may indicate oversold rebound
  2. CMO > -5: Momentum indicator not too negative, excluding extreme downtrends

4. Sell Logic Details​

4.1 Tiered ROI Exit System​

The strategy uses a multi-tier ROI exit mechanism:

Time (minutes)    Minimum Profit Rate    Description
─────────────────────────────────────────────────────
0                 20.937%               Initial aggressive target
238               6.449%                Lower expectations after ~4 hours
1931              1.703%                Further lower after ~32 hours
3474              0%                    Forced exit after ~58 hours

Design Philosophy:

  • Pursue high returns at position opening (20%+)
  • Lower expectations over time to avoid prolonged holding
  • Force exit after ~2.5 days to avoid overnight risk

4.2 Trailing Take-Profit Mechanism​

ParameterValueDescription
trailing_stop_positive17.017%Trailing distance
trailing_stop_positive_offset26.713%Activation threshold
trailing_only_offset_is_reachedTrueOnly activate after threshold

How It Works:

  • After profit reaches 26.713%, trailing stop activates
  • Sell when price retraces more than 17% from peak
  • This means: even if price rises to +30%, it won't sell until dropping to +13%

4.3 Sell Signal​

# Sell condition: None (no active sell signal)

The strategy doesn't rely on technical indicators for selling, completely relying on ROI and trailing stop.

5. Technical Indicator System​

5.1 Core Indicators​

Indicator CategorySpecific IndicatorPurpose
Trend IndicatorTEMA (Triple EMA)Smooth price, identify trend direction
Volatility IndicatorBollinger BandsIdentify overbought/oversold zones
Momentum IndicatorCMOFilter extreme momentum situations
Statistical IndicatorSTDDEV, MA, COEFFVAuxiliary volatility calculation

5.2 Indicator Calculation Details​

TEMA (Triple Exponential Moving Average)​

TEMA = 3 * EMA - 3 * EMA(EMA) + EMA(EMA(EMA))
  • Period: 18
  • Characteristics: Smoother than regular EMA, lower lag

Bollinger Bands​

Middle Band = SMA(26)
Upper Band = Middle Band + 1.4 × Standard Deviation
Lower Band = Middle Band - 1.4 × Standard Deviation
  • Period: 26
  • Standard deviation multiplier: 1.4 (narrower than default 2)

CMO (Chande Momentum Oscillator)​

CMO = 100 × (Sum of Up Days - Sum of Down Days) / (Sum of Up Days + Sum of Down Days)
  • Period: 14
  • Range: -100 to +100

5.3 Info Timeframe Indicator​

The strategy uses informative_pairs to get stake_currency/USDT exchange rate:

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

Purpose: Reference mainstream coin movement, but not actually used in code.

6. Risk Management Features​

6.1 Tiered ROI System​

The strategy uses progressive ROI:

StageTime RangeTarget ProfitRisk Preference
Aggressive0-238 minutes20.937%High risk high return
Transitional238-1931 minutes6.449%Medium risk
Conservative1931-3474 minutes1.703%Low risk
Forced> 3474 minutes0%Forced exit

6.2 Trailing Take-Profit​

ScenarioTrigger ConditionResult
Fast riseProfit > 26.713%Trailing stop activates
Retracement protectionRetrace > 17% from peakSell to lock profit
Below thresholdProfit < 26.713%Rely on ROI or stop-loss only

6.3 Profit-Only Sell​

sell_profit_only = True

Ensures sell signals only work when profitable, avoiding selling at a loss.

7. Strategy Advantages and Limitations​

✅ Advantages​

  1. Trailing take-profit design: Let profits run, suitable for catching big trends
  2. Multi-indicator combination: TEMA + BB + CMO triple filtering
  3. Tiered ROI: Balances profit expectations with holding time
  4. Info pair configuration: Supports reference exchange rate information

⚠️ Limitations​

  1. No active sell: Completely relies on ROI and trailing stop
  2. Aggressive parameters: Initial ROI target 20%+ may be hard to achieve
  3. High trailing stop threshold: 26.7% to activate, may miss medium gains
  4. Wide stop-loss: -14.8% stop-loss is wide, single trade loss may be large

8. Applicable Scenario Recommendations​

Market EnvironmentRecommended ConfigurationDescription
Strong Trend MarketDefault configurationTrailing take-profit plays its role
Ranging MarketLower ROI targetAvoid prolonged holding
High Volatility CoinsTighten stop-lossReduce single trade risk
Low Volatility CoinsExpand BB parametersAdapt to narrower volatility

9. Applicable Market Environment Details​

TemaMaster is an aggressive trend-following strategy. Based on its trailing take-profit and high ROI target design, it is best suited for strong trend markets, while performance in ranging markets may be poor.

9.1 Strategy Core Logic​

  • Breakout buy: TEMA breaks above BB lower band, catching oversold reversals
  • Let profits run: Trailing take-profit allows capturing excess returns in big trends
  • Time for space: Tiered ROI balances profit expectations with holding time

9.2 Performance in Different Market Environments​

Market TypePerformance RatingReason Analysis
📈 Strong Trend⭐⭐⭐⭐⭐Trailing take-profit maximizes returns
🔄 Ranging⭐⭐☆☆☆Frequent breakout false signals, stop-loss may trigger multiple times
📉 Downtrend⭐☆☆☆☆Few buy signals, frequent stop-losses
⚡ High Volatility⭐⭐⭐⭐☆BB breakouts more effective, more room for trailing take-profit

9.3 Key Configuration Recommendations​

Configuration ItemSuggested ValueDescription
trailing_stop_positive_offset0.15-0.20Lower activation threshold, protect profits faster
minimal_roi["0"]0.10-0.15Lower initial ROI target
stoploss-0.10Tighten stop-loss, control single trade risk

10. Important Reminder: Risks of Aggressive Strategy​

10.1 Double-edged Sword of Trailing Take-Profit​

Trailing take-profit design is beautiful under high return expectations, but:

  • High threshold problem: 26.7% to start trailing, medium gains cannot be protected
  • Wide retracement space: 17% retracement space, may give back a lot from peak

10.2 Aggressiveness of ROI Parameters​

ROI StageTargetProblem
Initial20.937%20% in a day in crypto is uncommon
After 4 hours6.449%Relatively reasonable
After 32 hours1.703%May be too low

10.3 Hardware Requirements​

Number of Trading PairsMinimum MemoryRecommended Memory
1-10 pairs2GB4GB
10-50 pairs4GB8GB

The strategy has moderate computation, requiring adequate hardware support.

10.4 Difference Between Backtesting and Live Trading​

Aggressive parameters may perform well in backtesting (because optimal parameters were selected), but in live trading:

  • High ROI target hard to achieve: 20% gains aren't common
  • Trailing take-profit may not be used: Most trades won't reach 26.7%

11. Summary​

TemaMaster is an aggressive trend-following strategy. Its core value lies in:

  1. Trailing take-profit mechanism: Suitable for catching big trends, letting profits run
  2. Multi-indicator combination: TEMA + BB + CMO provides multiple filtering
  3. Tiered ROI: Balances profit expectations with holding time

For quantitative traders, it's recommended to adjust trailing take-profit threshold and ROI targets based on backtesting results to make them more suitable for live trading.

Strategy Number: #408