NFI_v5_SMA Strategy Analysis

Strategy Number: #252 (252nd of 465 strategies) Strategy Type: NFI Series Standard Version — SMA Trend Filter Variant Timeframe: 5 Minutes (5m) + 1 Hour Informational Timeframe

---

I. Strategy Overview

NFI_v5_SMA is the SMA (Simple Moving Average) variant of the NFI (Nostalgia For Infinity) Series v5 version. Inheriting NFI_v5's core 20+ entry condition architecture, it introduces SMA trend filtering to reduce false signals through a smoother moving average system. It is suitable for investors pursuing steady trading.

The core difference between SMA and EMA lies in calculation: EMA gives higher weight to recent prices, reacts faster but has more noise; SMA gives equal weight to all prices, reacts slower but signals are more reliable. NFI_v5_SMA leverages SMA's characteristics to provide more stable judgment in trend confirmation.

Core Features

Feature	Description
Entry Conditions	20+ independent buy signals (inheriting v5 architecture) + SMA trend filtering
Exit Conditions	8 basic exit signals + multi-layer dynamic take-profit logic
Protection Mechanisms	20+ sets of entry protection parameters + SMA trend confirmation
Timeframe	5-minute primary timeframe + 1-hour informational timeframe
Dependencies	TA-Lib, technical, qtpylib, pandas, numpy
SMA Periods	SMA50, SMA100, SMA200 multi-period moving averages

---

II. Strategy Configuration Analysis

2.1 Basic Risk Parameters

# ROI exit table (time: minimum profit rate)
minimal_roi = {
    "0": 0.08,    # Immediate exit: 8% profit
    "40": 0.05,   # After 40 minutes: 5% profit
    "80": 0.03,   # After 80 minutes: 3% profit
    "120": 0.01   # After 120 minutes: 1% profit
}

# Stop-loss settings
stoploss = -0.12  # -12% hard stop-loss

# Trailing stop
trailing_stop = True
trailing_only_offset_is_reached = True
trailing_stop_positive = 0.02    # 2% trailing activation point
trailing_stop_positive_offset = 0.035  # 3.5% offset trigger

Design Philosophy:

• Steady ROI ladder: Consistent with v5, first-tier ROI at 8%, reflecting SMA variant's steady positioning
• Loose stop-loss buffer: -12% gives market sufficient volatility room
• Gentle trailing stop: 2% activation, 3.5% lock-in, balancing profit protection and trend following
• SMA filteringenhanced: SMA trend confirmation as an additional last line of defense

---

III. Entry Conditions Details

3.1 SMA Trend Filtering Mechanism

The core innovation of NFI_v5_SMA is the SMA trend filtering layer:

SMA Type	Period	Filtering Logic	Function
SMA50	50 periods	Price > SMA50	Mid-term trend confirmation
SMA100	100 periods	Price > SMA100	Medium-long term trend confirmation
SMA200	200 periods	Price > SMA200	Long-term trend confirmation
SMA Multi-Alignment	Multi-period	SMA50 > SMA100 > SMA200	Strong trend confirmation
SMA Slope	Multi-period	SMA in upward trend	Trend direction confirmation

SMA Filtering Advantages:

• Reduces false breakouts: SMA lag filters short-term noise
• More reliable trend confirmation: Multi-alignment confirms trend strength
• Avoids counter-trend trades: Reduces buying when price is below SMA

3.2 Protection Mechanisms (20+ Sets)

Each entry condition has independent protection parameters plus SMA filtering:

Protection Type	Parameter Description	Default Example
SMA Trend	Price above SMA50/100/200	sma_filter_enabled=True
SMA Rising	SMA200 in uptrend	sma200_rising=True
EMA Fast	Fast EMA above EMA200	ema_fast_len=26
Close Price Protection	Close above EMA	close_above_ema=True
Safe Dips	Downward magnitude threshold	safe_dips_type=80
Safe Pumps	Upward magnitude threshold	safe_pump_type=70
BTC Trend	BTC 1h non-declining	btc_1h_not_downtrend

3.3 Entry Conditions Classification

Condition Group	Condition Numbers	Core Logic	SMA Filtering Role
SMA Trend Confirmation	1, 5, 8, 14	SMA multi-alignment + oversold bounce	Trend direction confirmation
Oversold Rebound	1, 7, 8, 18, 20	RSI/MFI low value + SMA filtering	Avoid counter-trend bottom-fishing
Bollinger Strategy	2, 3, 4, 5, 6, 9, 10	Bollinger lower band + SMA trend	Ensure uptrend
EMA Trend	5, 6, 7, 14, 15	EMA golden cross + SMA confirmation	Dual trend confirmation
SMA Offset	9, 10, 11, 12, 13	Price deviation from SMA mean	Mean reversion opportunity
Special Conditions	19, 21, 22, 23	Composite indicators + SMA filtering	Comprehensive signal confirmation

---

IV. Exit Conditions Details

4.1 Multi-Layer Take-Profit System

Uses tiered take-profit combined with SMA trend state dynamic adjustment:

Profit Zone          RSI Threshold    SMA Check
────────────────────────────────────────────────
> 18%              < 32           Price > SMA50
14%-18%            < 40           Price > SMA50
10%-14%            < 50           Price > SMA50
8%-10%             < 52           Price > SMA50
6%-8%              < 48           Trend check
5%-6%              < 42           Trend check
4%-5%              < 40           Trend check
3%-4%              < 38           Trend check
2%-3%              < 36           Trend check
1%-2%              < 34           Trend check
< 1%              < 32           Trend check

SMA Exit Enhancement:

• When price breaks below SMA50, take-profit thresholds relax (more aggressive selling)
• When SMA200 starts declining, prioritize profit-taking
• When multi-alignment breaks, trigger protective selling

4.2 Special Exit Scenarios

Scenario	Trigger Condition	SMA Role
SMA Trend Reversal	Price < SMA50 + profit	SMA trend exit
SMA Death Cross	SMA50 crosses below SMA100	Moving average death cross exit
Below EMA200 take-profit	Price < EMA200 + profit threshold	Weak take-profit
Pump protection	24h/36h/48h rise detection + profit	Prevent high pullback
Declining trend	SMA200 declining + profit zone	Trend reversal protection

---

V. Risk Management Features

5.1 SMA Trend Filtering Layer

SMA filtering as an additional risk control layer:

# SMA trend filtering logic
if price < SMA200:
    # Most buy signals prohibited
    # Only extreme oversold signals may trigger
    sma_filter = "bearish"

if price > SMA50 > SMA100 > SMA200:
    # All buy signals open
    sma_filter = "bullish"

5.2 Dip Protection (Safe Dips)

11 levels of dip threshold protection combined with SMA confirmation:

Level    Threshold 1    Threshold 2    Threshold 3    Threshold 4    SMA Check
──────────────────────────────────────────────────────────────────────────────
10       1.5%          10%           24%           42%          Price > SMA50
50       2.0%          14%           32%           50%          Price > SMA50
80       2.4%          22%           38%           66%          Price > SMA50
100      2.6%          24%           42%           80%          SMA rising

---

VI. Strategy Pros & Cons

✅ Pros

1. SMA smooth filtering: Reduces false signals, avoids chasing
2. More reliable trend confirmation: SMA multi-alignment as trend confirmation standard
3. Reduced noise interference: SMA lag filters short-term volatility noise
4. Highly configurable: Inherits v5's 20+ entry conditions architecture
5. Multi-layer protection: SMA filtering + original protection mechanisms dual guarantee
6. Suitable for trending up: Best performance when trend is clear
7. Stronger risk control: Additional SMA filtering layer reduces counter-trend operations

⚠️ Cons

1. Greater lag: SMA reacts slowly, may miss fast moves
2. Trend market slippage: SMA filtering may delay entry in fast rallies
3. Data dependent: Needs sufficient 1h and 5m historical data
4. External dependencies: Requires TA-Lib and technical library support
5. Computationally intensive: SMA + EMA dual calculation, higher resource consumption
6. Parameter sensitive: SMA period selection greatly impacts strategy performance

---

VII. Summary

NFI_v5_SMA is the steady trend variant of NFI_v5. Its core value lies in:

1. SMA smooth filtering: Adds SMA trend confirmation on top of v5, reducing false signals
2. Certainty priority: "Rather miss it than be wrong" trading philosophy
3. Enhanced risk control: Additional SMA filtering layer reduces counter-trend risk
4. Suitable for steady traders: Ideal choice for traders sensitive to noise

For quantitative traders, NFI_v5_SMA is a choice pursuing certainty:

• More conservative and steady than v5 original
• Fewer but more reliable signals than aggressive strategies
• Suitable for investors pursuing stable returns and unwilling to trade frequently

Recommendation:

• Use in markets with clear trends
• Consider relaxing SMA filtering in fast markets
• Accept "missing some profit" as the cost of using SMA
• Pay attention to SMA multi/null alignment changes