This is a comprehensive momentum trading strategy based on multiple moving average crossover indicators and volume price indicators. The strategy generates trading signals based on the cooperation of multiple indicators such as fast and slow exponential moving average (EMA) crossover, volume weighted average price (VWAP) and SuperTrend, and also combines conditions such as intraday trading time window and price change amplitude to control entry and exit.

Strategy Principle
The strategy uses 5-day and 13-day EMA as the main trend judgment indicators. When the fast EMA crosses the slow EMA and the closing price is above VWAP, a long signal is triggered; when the fast EMA crosses the slow EMA and the closing price is below VWAP, a short signal is triggered. At the same time, the strategy also introduces the SuperTrend indicator as a basis for trend confirmation and stop loss. The strategy sets different entry conditions for different trading days, including the price change range from the previous trading day's closing price, the daily highest and lowest price fluctuation range, etc.

Strategy Advantages

The coordinated use of multiple technical indicators improves the reliability of trading signals
Set differentiated entry conditions for different trading days to better adapt to market characteristics
Adopting dynamic stop-profit and stop-loss mechanism can effectively control risks
Combined with the restrictions of intraday trading time windows, the risks of high volatility periods are avoided
By limiting the previous high and low points and the price fluctuation range, the risk of chasing high and selling low is reduced.

Strategy Risks

False signals may appear in fast-moving market conditions
There may be a lag in the early stages of a trend reversal
Parameter optimization may have the risk of overfitting
Transaction costs may affect strategy returns
The market may face large drawdowns during periods of high volatility

Strategy Optimization Direction

Consider introducing volume analysis indicators to further confirm the trend strength
Optimize parameter settings for different trading days to improve strategy adaptability
Add more market sentiment indicators to improve prediction accuracy
Improve the stop-profit and stop-loss mechanism to improve the efficiency of capital utilization
Consider adding volatility indicators to optimize position management

Summary
This strategy combines trend tracking and momentum trading through the comprehensive use of multiple technical indicators. The strategy design fully considers the diversity of the market and adopts differentiated trading rules for different trading days. Through strict risk control and flexible stop-profit and stop-loss mechanisms, the strategy shows good practical application value. In the future, the stability and profitability of the strategy can be improved by introducing more technical indicators and optimizing parameter settings.

Strategy source code

/*backtest
start: 2019-12-23 08:00:00
end: 2025-01-04 08:00:00
period: 1d
basePeriod: 1d
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
//@version=6
strategy("S1", overlay=true)
fastEMA = ta.ema(close, 5)
slowEMA = ta.ema(close,13)
ema9 = ta.ema(close, 9)
ema100 = ta.ema(close, 100)
ema5 = ta.ema(close, 5)
ema200 = ta.ema(close, 200)

ma = ta.sma(close, 50)

mult = input.float(defval=3)
len = input.int(defval=11)
[superTrend, dir] = ta.supertrend(mult, len)
vwap1= ta.vwap(hlc3)

plot(slowEMA,color = color.green)
plot(fastEMA,color = color.black)
plot(vwap1, color = color.blue)

var dailyTaskDone = false
var gapdown = false
var gapup = false
var runup = 0.0
var biggapdown = false
var biggapup = false
var prevDayClose = 0.0
var todayLow = 0.0
var todayHigh = 0.0
var noBuyNow = false
var noSellNow = false
var buyPrice = 0.0
var sellPrice = 0.0
var todayBuyDone = false
var todaySellDone = false
var dragonflyDoji = false
var candleCount = 0
var candleCount1 = 0
var lastTrade = 9
var lastFiveCandles = false
var lastSevenCandlesS = false
var fiveEMACC = 0
candleCount := candleCount + 1
candleCount1 := candleCount1 + 1

if fiveEMACC > 0
    fiveEMACC := fiveEMACC + 1

if fiveEMACC == 6
    fiveEMACC := 0

if strategy.openprofit == 0
    candleCount := 0

if hour == 9 and minute ==15
    prevDayClose := close[1]
    todayLow := low
    todayHigh := high
    lastTrade := 9

if hour == 9 and minute ==15 and (open - close[1]) >  close*0.01
    gapup := true

if hour == 9 and minute ==15 and (open - close[1]) <  close*0.005*-1
    gapdown := true

if hour == 9 and minute ==15 and (close - close[1]) > 200
    biggapup := true

if hour == 9 and minute ==15 and (close - close[1]) < 200
    biggapdown := true

if low < todayLow
    todayLow := low
    candleCount1 := 0
if high > todayHigh
    todayHigh := high

if close > todayLow + 200
    noBuyNow := true

if close < todayHigh - 200//0.01*close
    noSellNow := false

lastFiveCandles := (close[4]<open[4] or close[3]<open[3] or close[2] < open[2] or close[1]<open[1])
lastSevenCandlesS := (close[6]>open[6] or close[5]>open[5] or close[4]>open[4] or close[3]>open[3] or close[2] > open[2] or close[1]>open[1])
if hour == 15
    dailyTaskDone := false
    gapdown := false
    gapup := false
    biggapup := false
    biggapdown := false
    noBuyNow := false
    noSellNow := false
    todayLow := 0.0
    todayHigh := 0.0
    buyPrice  := 0.0
    sellPrice := 0.0
    todayBuyDone := false
    todaySellDone := false
    dragonflyDoji := false
    lastTrade := 9

// if fastEMA < slowEMA and lastTrade == 1 and strategy.openprofit==0
//     lastTrade := 9


if fastEMA > slowEMA and lastTrade == 0 and strategy.openprofit==0
    lastTrade := 9

buy =  (dayofweek==dayofweek.thursday and (fastEMA - slowEMA > close*0.001) and close > vwap1 and close[1] > vwap1[1]) or 
       (dayofweek==dayofweek.monday and (fastEMA - slowEMA > close*0.001) and close > vwap1 and close[1] > vwap1[1] and close-prevDayClose < close*0.011) or 
       (dayofweek==dayofweek.tuesday and (fastEMA - slowEMA > close*0.001) and close > vwap1 and close[1] > vwap1[1] and lastFiveCandles  and close-prevDayClose < close*0.015 and close-todayLow < close*0.012) or
       (dayofweek==dayofweek.wednesday and (fastEMA - slowEMA > close*0.001) and close > vwap1 and close-prevDayClose < close*0.015 and (hour!=9 or minute>=35) and close-todayLow < close*0.012) or
       (dayofweek==dayofweek.friday and ((fastEMA - slowEMA > close*0.001))and close > vwap1 and close[1] > vwap1[1] and (hour!=9 or minute>=35))

sell=  (dayofweek==dayofweek.thursday and (hour!=9 or minute>=35) and ((slowEMA - fastEMA > close*0.00089)) and close < vwap1  and lastSevenCandlesS and close[1] < vwap1[1]) or 
       (dayofweek==dayofweek.monday and ((slowEMA - fastEMA > close*0.00089)) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and todayHigh-close < close*0.008 and todayHigh-close[1] < close * 0.01 ) or 
       (dayofweek==dayofweek.tuesday and  (hour!=9 or minute>=35) and (open - low < 2*(high-close)) and (close-open<10)  and not dragonflyDoji  and (slowEMA - fastEMA > close*0.00089) and close < vwap1 and close[1] < vwap1[1]  and prevDayClose-close<close*0.012 and todayHigh-close < close*0.009 and todayHigh-close[1] < close * 0.009) or
       (dayofweek==dayofweek.wednesday  and  (hour!=9 or minute>=40) and close<open and (slowEMA - fastEMA > close*0.00089) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and (close-todayLow>30 or candleCount1<1) ) or 
       (dayofweek==dayofweek.friday and ((slowEMA - fastEMA > close*0.00089)) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and (hour!=9 or minute>=55) ) 

// buy =  (dayofweek==dayofweek.thursday and (fastEMA > slowEMA) and close > vwap1 and close[1] > vwap1[1]) or 
//        (dayofweek==dayofweek.monday and (fastEMA > slowEMA) and close > vwap1 and close[1] > vwap1[1] and close-prevDayClose < close*0.011) or 
//        (dayofweek==dayofweek.tuesday and (fastEMA > slowEMA) and close > vwap1 and close[1] > vwap1[1] and lastFiveCandles  and close-prevDayClose < close*0.015 and close-todayLow < close*0.012) or
//        (dayofweek==dayofweek.wednesday and (fastEMA > slowEMA) and close > vwap1 and close-prevDayClose < close*0.015 and (hour!=9 or minute>=35) and close-todayLow < close*0.012) or
//        (dayofweek==dayofweek.friday and ((fastEMA > slowEMA))and close > vwap1 and close[1] > vwap1[1] and (hour!=9 or minute>=35))

// sell=  (dayofweek==dayofweek.thursday and (hour!=9 or minute>=35) and ((slowEMA > fastEMA)) and close < vwap1  and lastSevenCandlesS and close[1] < vwap1[1]) or 
//        (dayofweek==dayofweek.monday and ((slowEMA > fastEMA)) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and todayHigh-close < close*0.008 and todayHigh-close[1] < close * 0.01 ) or 
//        (dayofweek==dayofweek.tuesday and  (hour!=9 or minute>=35) and (open - low < 2*(high-close)) and (close-open<10)  and not dragonflyDoji  and (slowEMA > fastEMA) and close < vwap1 and close[1] < vwap1[1]  and prevDayClose-close<close*0.012 and todayHigh-close < close*0.009 and todayHigh-close[1] < close * 0.009) or
//        (dayofweek==dayofweek.wednesday  and  (hour!=9 or minute>=40) and close<open and (slowEMA > fastEMA) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and (close-todayLow>30 or candleCount1<1) ) or 
//        (dayofweek==dayofweek.friday and ((slowEMA > fastEMA)) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and (hour!=9 or minute>=55) ) 

dragonflyDoji:= false

// (slowEMA - fastEMA > close*0.00089 or (slowEMA-fastEMA>close*0.00049 and (high[2]>vwap or high[1]>vwap)))
if sellPrice != 0 and runup < sellPrice - low
    runup := sellPrice - low


if buyPrice != 0 and runup < high - buyPrice
    //ourlabel = label.new(x=bar_index, y=na, text=tostring(runup), yloc=yloc.belowbar)
    runup := high - buyPrice


NoBuySellTime = (hour == 15) or ((hour==14 and minute>=25)) or (hour==9 and minute<=35) or hour >= 14
//(fiveEMACC > 0 and low < fastEMA and close < vwap1)
buyexit     =  fastEMA<slowEMA or (close<superTrend and close < vwap1 and close[1] < vwap1[1]) //or strategy.openprofit > 400 or strategy.openprofit < -5000
sellexit =  slowEMA<fastEMA or (close > vwap1 and close[1] > vwap1[1] and close>superTrend) //or strategy.openprofit > 400 or strategy.openprofit < -5000

exitPosition =  (dayofweek==dayofweek.thursday and buyPrice!=0.0 and (high - buyPrice) > 50) or (dayofweek==dayofweek.thursday and sellPrice!=0.0 and (sellPrice - low) > 80) or (dayofweek==dayofweek.monday and buyPrice !=0.0 and high-buyPrice > 30) or (dayofweek==dayofweek.monday and sellPrice!=0.0 and (sellPrice - low) > 30) or (dayofweek!=dayofweek.thursday and dayofweek!=dayofweek.monday  and buyPrice!=0.0 and (high - buyPrice) > 30) or  (dayofweek!=dayofweek.thursday  and dayofweek!=dayofweek.monday and sellPrice!=0.0 and (sellPrice - low) > 30)
//code such that 2 fastema is > than 2 slowema
//exitPosition =  (sellPrice!=0 and runup >21 and strategy.openprofit < -2000) or (candleCount > 18 and strategy.openprofit > 50 and strategy.openprofit < 1000) or (dayofweek==dayofweek.thursday and buyPrice!=0.0 and (high - buyPrice) > buyPrice * 0.007) or (dayofweek==dayofweek.thursday and sellPrice!=0.0 and (sellPrice - low) > sellPrice * 0.007) or (dayofweek==dayofweek.monday and buyPrice !=0.0 and high-buyPrice > 30) or (dayofweek!=dayofweek.thursday and dayofweek!=dayofweek.monday  and buyPrice!=0.0 and (high - buyPrice) > buyPrice * 0.002) or  (dayofweek!=dayofweek.thursday  and sellPrice!=0.0 and (sellPrice - low) > sellPrice * 0.002)
//(runup >21 and strategy.openprofit < -2000) or
if  buy and fastEMA>vwap1 and (not todayBuyDone or lastTrade != 1) and not NoBuySellTime// and not dailyTaskDone //and (dayofweek==dayofweek.friday or (close-prevDayClose)<150)//and not biggapup
    strategy.entry("buy", strategy.long)
    //dailyTaskDone := true
    if buyPrice == 0.0 
        fiveEMACC := 1

    buyPrice := close
    //ourlabel = label.new(x=bar_index, y=na, text=tostring(todayLow + 500), yloc=yloc.belowbar9
    todayBuyDone := true
    lastTrade := 1
    runup := 0.0

if  sell and (not todaySellDone or lastTrade != 0) and not NoBuySellTime// and not dailyTaskDone // and dayofweek!=dayofweek.friday //and (dayofweek==dayofweek.friday or (prevDayClose-close)<150)//and not biggapdown
    strategy.entry("sell", strategy.short)
    //dailyTaskDone := true
    if sellPrice == 0.0 
        fiveEMACC := 1
    sellPrice := close
    todaySellDone := true
    lastTrade := 0
    runup := 0.0

// if ((fastEMA-slowEMA>18 and close>vwap and close[1]>vwap[1] and (not todayBuyDone or candleCount>12)) or (slowEMA-fastEMA>10 and close < vwap and close[1]<vwap[1] and (not todaySellDone or candleCount > 12))) and strategy.openprofit==0
// ourlabel = label.new(x=bar_index, y=na, text=tostring(abs(prevDayClose-close)), yloc=yloc.belowbar)

IntraDay_SquareOff = minute >=15 and hour >= 15
if true and (IntraDay_SquareOff or exitPosition)
    strategy.close("buy")
    strategy.close("sell")
    buyPrice := 0
    sellPrice := 0
    runup := 0.0
if  buyexit
    strategy.close("buy")
    buyPrice := 0
if sellexit
    strategy.close("sell")
    sellPrice := 0

buy1 =  ((dayofweek==dayofweek.thursday and (fastEMA - slowEMA > close*0.001) and close > vwap1 and close[1] > vwap1[1]) or 
       (dayofweek==dayofweek.monday and (fastEMA - slowEMA > close*0.0013) and close > vwap1 and close[1] > vwap1[1]) or 
       (dayofweek==dayofweek.tuesday and (fastEMA - slowEMA > close*0.0013) and close > vwap1 and close[1] > vwap1[1] and not gapup) or
       (dayofweek==dayofweek.wednesday and (fastEMA - slowEMA > close*0.0013) and close > vwap1 and close[1] > vwap1[1] and close-prevDayClose < close*0.0085) or
       (dayofweek==dayofweek.friday and (fastEMA - slowEMA > close*0.0013) and close > vwap1 and close[1] > vwap1[1] and close - todayLow < close*0.012))
       and dayofweek!=dayofweek.friday and (not todayBuyDone or lastTrade != 1) and not NoBuySellTime// and not dailyTaskDone //and (dayofweek==dayofweek.friday or (close-prevDayClose)<150)//and not biggapup



sell1=  ((dayofweek==dayofweek.thursday and (slowEMA - fastEMA > close*0.00079) and close < vwap1 and close[1] < vwap1[1]) or 
       (dayofweek==dayofweek.monday and (slowEMA - fastEMA > close*0.00079) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and todayHigh-close < close*0.01 and todayHigh-close[1] < close * 0.01) or 
       (dayofweek==dayofweek.tuesday and (slowEMA - fastEMA > close*0.00079) and close < vwap1 and close[1] < vwap1[1] and not gapdown and not dragonflyDoji and todayHigh-close < close*0.009 and todayHigh-close[1] < close * 0.009) or
       (dayofweek==dayofweek.wednesday and (slowEMA - fastEMA > close*0.00079) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and prevDayClose-close < 0.005*close) or 
       (dayofweek==dayofweek.friday and (slowEMA - fastEMA > close*0.00079) and close < vwap1 and close[1] < vwap1[1] and not dragonflyDoji and prevDayClose-close < 0.005*close)) and 
       dayofweek!=dayofweek.friday and (not todaySellDone or lastTrade != 0) and not NoBuySellTime// and not dailyTaskDone

// if buy1 and strategy.openprofit==0
//     ourlabel = label.new(x=bar_index, y=na, text=tostring(fastEMA - slowEMA), yloc=yloc.belowbar)
// if sell1 and strategy.openprofit==0
//     ourlabel = label.new(x=bar_index, y=na, text=tostring(slowEMA - fastEMA), yloc=yloc.belowbar)

// buy =  ((fastEMA > slowEMA and fastEMA[1] < slowEMA[1]) and (fastEMA - slowEMA) > 10) or  ((fastEMA > slowEMA and fastEMA[1] > slowEMA[1] and fastEMA[2] < slowEMA[2]) and (fastEMA - slowEMA) > 20) 
// sell=  ((fastEMA < slowEMA and fastEMA[1] > slowEMA[1] ) and (slowEMA - fastEMA) > 10) or ((fastEMA < slowEMA and fastEMA[1] < slowEMA[1] and fastEMA[2] > slowEMA[2]) and (slowEMA - fastEMA) > 20)

// buy =  (fastEMA > slowEMA and fastEMA[1] < slowEMA[1]) 
// sell=  (fastEMA < slowEMA and fastEMA[1] > slowEMA[1] )


// buy =  ((fastEMA > slowEMA and fastEMA[1] < slowEMA[1]) and (fastEMA - slowEMA) > 10) or  ((fastEMA > slowEMA and fastEMA[1] > slowEMA[1] and fastEMA[2] < slowEMA[2]) and (fastEMA - slowEMA) > 1) 
// sell=  ((fastEMA < slowEMA and fastEMA[1] > slowEMA[1] ) and (slowEMA - fastEMA) > 5)


// buy =  fastEMA > slowEMA and fastEMA[1] > slowEMA[1] and fastEMA[2] < slowEMA[2]
// sell=  fastEMA < slowEMA and fastEMA[1] < slowEMA[1] and fastEMA[2] > slowEMA[2]

//Daily chart
// buyexit = (close + 40 < slowEMA)//rsi > 65 and fastEMA > ema9 // fastEMA > ema9// close < fastEMA//(rsi > 65 and close < fastEMA and fastEMA > ema3 and close > ema200)  //strategy.openprofit < -10000 and slowEMA > ema3 and slowEMA[1] < ema3[1] and 1==2
// sellexit = (close - 40  > slowEMA)//rsi < 35 // and close > ema200) or (rsi < 35 and close < ema200 and fastEMA < ema3) //strategy.openprofit < -10000 and fastEMA < ema3 and fastEMA[1] > ema3[1] and 1==2


// buyexit = (close < superTrend)// and (close < vwap1 and close[1] < vwap1[1] and close < close[1])//and close[2] < vwap1[2]//rsi > 65 and close < fastEMA// fastEMA > ema9// close < fastEMA//(rsi > 65 and close < fastEMA and fastEMA > ema3 and close > ema200)  //strategy.openprofit < -10000 and slowEMA > ema3 and slowEMA[1] < ema3[1] and 1==2
// sellexit = (close > superTrend)// and (close > vwap1 and close[1] > vwap1[1] and close > close[1]) //and close[2] > vwap1[2]//rsi < 35// and close > ema200) or (rsi < 35 and close < ema200 and fastEMA < ema3) //strategy.openprofit < -10000 and fastEMA < ema3 and fastEMA[1] > ema3[1] and 1==2

// buyexit = (close < superTrend and close < vwap1 and close[1] < vwap1[1] and close[1] < superTrend[1]) //or strategy.openprofit > 400 or strategy.openprofit < -5000
// sellexit =  (close > superTrend and close > vwap1 and close[1] > vwap1[1] and close[1] > superTrend[1]) //or strategy.openprofit > 400 or strategy.openprofit < -5000

Strategy Parameters

The original address: Multi-EMA Cross with Volume-Price Momentum Trading Strategy