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予想 湾岸: 傾向 追跡 戦略 SAR をベースに

作者: リン・ハーンチャオチャン, 日付: 2023-11-23 16:26:17
タグ:

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概要

投機湾戦略は,トレンドを追跡する定量的なトレード戦略である.SAR・パラボリック・カーブを主要トレード信号として使用し,追加のEMA,スプレイス・モメント,ボラティリティ・オシレーターフィルタを使用して,SARパラメーターでトレンド逆転点を特定し,低リスクトレンド追跡を達成する.この戦略は中長期投資に適している.

戦略の論理

この戦略は,パラボリックSARを主要取引信号指標として使用する.SARは価格トレンド逆転点を効果的に決定することができる.SARのサインが変化すると,トレンドが逆転したことを意味します.この戦略は,一般的にSARが逆転すると購入または販売信号を生成します.

さらに,この戦略は,SARが完全に転機する前に,価格が最後のSAR値を突破したときの信号を生成するSARブレイクアウトオプションも提供しています.これは戦略の感受性をさらに向上させます.

誤った信号をフィルタリングするために,戦略は,EMA,Squeeze Momentum,および波動性オシレーターも3つの補助フィルターとして導入し,価格動向と取引信号の信頼性を確認するために単独または組み合わせで使用することができます.

最後に,戦略は3種類のストップ損失方法 - 固定ストップ損失,固定得益,リスク報酬比ストップ損失 - を提供しています.これは戦略が異なるタイプの取引手段の特徴に柔軟に適応することを可能にします.

利点分析

  1. SARは価格傾向の逆転を正確に決定し,新しい価格傾向を適時に把握し,中長期のトレンド追跡に適しています.

  2. 複数のフィルターは 誤ったブレイクの可能性を軽減し 信号の信頼性を向上させます

  3. シンプルで柔軟な構成で,異なる取引手段に合わせてパラメータを調整できます.

  4. リスクと報酬のバランスをとるために 複数の種類の 利益とストップ損失を提示します

  5. 自動取引のボットに直接接続できます

リスク分析

  1. 傾向のない市場では,誤った信号や不効率な取引が増加する可能性があります.

  2. 誤ったSARパラメータ設定は信号判断の正確性にも影響します.

  3. 市場における大きな変動は ストップ・ロスの線に簡単に突入します

上記リスクに対処するために,無効な取引の確率を減らすためにSARパラメータまたはフィルターパラメータを適切に調整します.市場変動に耐えるためにストップロスの制限も適度に緩和することができます.

オプティマイゼーションの方向性

  1. SAR パラメータ最適化.より安定で効率的な取引戦略を得るために,歴史的なバックテストデータを通じてSARインクリメントとステップパラメータを最適化します.

  2. トレンド判断指標を導入する. トレンド判断能力を向上させるために,MACDやDMIのような補助的なトレンド判断指標を追加する.

  3. リスク・リターン比を最適化します. 固定ストップ損失パーセントとリスク・リターン比を調整して,より高いリターンでより高いリスクを取ります.

  4. より多くのインストラクションをサポートする.現在,暗号化のみがサポートされており,外為,商品,証券取引のインストラクションをサポートするために拡張することができます.

結論

投機湾戦略は,定量戦略をフォローする非常に実践的な傾向である.反応する信号,信頼できる判断があり,ストップ損失管理を通じて長期にわたる安定した収益を達成することができる.適切なパラメータとルール最適化により,戦略の効率はさらに向上することができる.これは長期的に使用する価値のある効率的な定量戦略である.


/*backtest
start: 2023-10-23 00:00:00
end: 2023-11-22 00:00:00
period: 1h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//VERSION =================================================================================================================
//@version=5
// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// This strategy is intended to study.
// It can also be used to signal a bot to open a deal by providing the Bot ID, email token and trading pair in the strategy settings screen.
// As currently written, this strategy uses a SAR PARABOLIC to send signal, and EMA, Squeeze Momentum, Volatility Oscilator as filter.
// There are two enter point, when SAR Flips, or Breakout Point - the last SAR Value before it Flips.
// There are tree options for exit: SAR Flips, Fixed Stop Loss ande Fixed Take Profit in % and Risk Reward tha can be set, 0.5/1, 1/1, 1/2 etc.
//Autor M4TR1X_BR

//▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
//STRATEGY ================================================================================================================

strategy(title = 'BT-SAR Ema, Squeeze, Voltatility',
         shorttitle = 'SAR ESV',
         overlay = true)


//▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// INPUTS =================================================================================================================

// TIME INPUTS
usefromDate = input.bool(defval = true, title = 'Start date', inline = '0', group = "Time Filters")
initialDate = input(defval = timestamp('01 Jan 2022 00:00 UTC'), title = '', inline = "0",group = 'Time Filters',tooltip="This start date is in the time zone of the exchange ")
usetoDate = input.bool(defval = true, title = 'End date', inline = '1', group = "Time Filters")
finalDate = input(defval = timestamp('31 Dec 2029 23:59 UTC'), title = '', inline = "1",group = 'Time Filters',tooltip="This end date is in the time zone of the exchange")

// TIME LOGIC 
inTradeWindow = true


// SAR PARABOLIC INPUTS ==================================================================================================
string sargroup=  "SAR PARABOLIC ========================================="
start = input.float(defval=0.02,title='Start',inline='',group = sargroup)
increment = input.float(defval=0.02,title='Increment',inline='',group = sargroup)
maximum = input.float(defval=0.2,title='Maximo',inline='',group = sargroup)

// SAR PARABOLIC LOGIC 
out = ta.sar(start, increment, maximum)


// SAR FLIP OR BREAKOUT OPTIONS
string bkgroup ='SAR TRADE SIGNAL ====================================== '
sarTradeSignal =input.string(defval='SAR Flip',title='SAR Trade Signal', options= ['SAR Flip','SAR Breakout'],group=bkgroup, tooltip='SAR Flip: Once the parabolic SAR flips it will send a signal, SAR Breakout: Will wait the price cross last Sar Value before it flips.')
nBars = input.int(defval=4,title='Bars',group=bkgroup, tooltip ='Define the number of bars for a entry when the price cross breakout point')

float sarBreakoutPoint= ta.valuewhen((close[1] < out[1])  and (close > out),out[1],0)   //Get Sar Breakout Point
bool check = (close[1] < out[1])  and (close > out)                                     //Verify when sar flips
bool BreakoutPrice = sarTradeSignal=='SAR Breakout'? (ta.barssince(check) < nBars) and ((open < sarBreakoutPoint) and (close > sarBreakoutPoint)): (ta.barssince(check) < nBars) and (close > out)
barcolor (check? color.yellow:na,title="Signal Bar color" )


// MOVING AVERAGES INPUTS ================================================================================================
string magroup =  "Moving Average ========================================"
useEma = input.bool(defval = true, title = 'Moving Average Filter',inline='', group= magroup,tooltip='This will enable or disable Exponential Moving Average Filter on Strategy')
emaType=input.string (defval='Ema',title='Type',options=['Ema','Sma'],inline='', group= magroup)
emaSource = input.source(defval=close,title="  Source",inline="", group= magroup)
emaLength = input.int(defval=100,title="Length",minval=0,inline='', group= magroup)

// MOVING AVERAGE LOGIC
float ema = emaType=='Ema'? ta.ema(emaSource,emaLength): ta.sma(emaSource,emaLength)


// VOLATILITY OSCILLATOR =================================================================================================
string vogroup =  "VOLATILITY OSCILLATOR ================================="
useVltFilter=input.bool(defval=true,title="Volatility Oscillator Filter",inline='',group= vogroup,tooltip='This will enable or disable Volatility Oscillator filter on Strategy')
vltFilterLength = input.int(defval=100,title="Volatility Oscillator",inline='',group=vogroup)
vltFilterSpike = close - open
vltFilterX = ta.stdev(vltFilterSpike,vltFilterLength)
vltFilterY = ta.stdev(vltFilterSpike,vltFilterLength) * -1


// SQUEEZE MOMENTUM INPUTS ==============================================================================================
string sqzgroup = "SQUEEZE MOMENTUM =====================================" 
useSqzFilter=input.bool(defval=true,title="Squeeze Momentum Filter",inline='',group= sqzgroup, tooltip='This will enable or disable Squeeze Momentum filter on Strategy')
sqzFilterlength = input.int(defval=20, title='Bollinger Bands Length',inline='',group= sqzgroup)
sqzFiltermult = input.float(defval=2.0, title='Boliinger Bands Mult',inline='',group= sqzgroup)
keltnerLength = input.int(defval=20, title='Keltner Channel Length',inline='',group= sqzgroup)
keltnerMult = input.float(defval=1.5, title='Keltner Channel Mult',inline='',group= sqzgroup)
useTrueRange = input(true, title='Use TrueRange (KC)', inline='',group= sqzgroup)


// CALCULATE BOLLINGER BANDS
sqzFilterSrc = close
basis = ta.sma(sqzFilterSrc, sqzFilterlength)
dev = keltnerMult * ta.stdev(sqzFilterSrc, sqzFilterlength)
upperBB = basis + dev
lowerBB = basis - dev

// CALCULATE KELTNER CHANNEL 
sma = ta.sma(sqzFilterSrc, keltnerLength)
range_1 = useTrueRange ? ta.tr : high - low
rangema = ta.sma(range_1, keltnerLength)
upperKC = sma + rangema * keltnerMult
lowerKC = sma - rangema * keltnerMult


// CHECK IF BOLLINGER BANDS IS IN OR OUT OF KELTNER CHANNEL
sqzOn = lowerBB > lowerKC and upperBB < upperKC
sqzOff = lowerBB < lowerKC and upperBB > upperKC
noSqz = sqzOn == false and sqzOff == false

// SQUEEZE MOMENTUM LOGIC
val = ta.linreg(sqzFilterSrc - math.avg(math.avg(ta.highest(high, keltnerLength), ta.lowest(low, keltnerLength)),ta.sma(close, keltnerLength)), keltnerLength, 0)


// ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// TAKE PROFIT STOP LOSS INPUTS =========================================================================================

string tkpgroup='Take Profit =================================================='
tpType = input.string(defval = 'SAR Flip', title='Take Profit and Stop Loss', options=['SAR Flip','Fixed % TP/SL', 'Risk Reward TP/SL'], group=tkpgroup )
longTakeProfitPerc = input.float(defval = 1.5, title = 'Fixed TP %', minval = 0.05, step = 0.5, group=tkpgroup, tooltip = 'The percentage increase to set the take profit price target.')/100

longLossPerc = input.float(defval=1.0, title="Fixed Long SL %", minval=0.1, step=0.5, group = tkpgroup, tooltip = 'The percentage increase to set the Long Stop Loss price target.') * 0.01
//shortLossPerc = input.float(defval=1.5, title="Fixed Short SL (%)", minval=0.1, step=0.5, group = tkpgroup, tooltip = 'The percentage increase to set the Short Stop Loss price target.') * 0.01

longTakeProfitRR = input.float(defval = 1, title = 'Risk Reward TP', minval = 0.25, step = 0.25, group=tkpgroup, tooltip = 'The Risk Reward parameter.')
var plotStopLossRR = input.bool(defval=false, title='Show RR Stop Loss', group=tkpgroup)
//enableStopLossRR = input.bool(defval = false, title = 'Enable Risk Reward TP',group=tkpgroup, tooltip = 'Enable Variable Stop Loss.')

string trpgroup='Traling Profit ==============================================='
enableTrailing = input.bool(defval = false, title = 'Enable Trailing',group=trpgroup, tooltip = 'Enable or disable the trailing for take profit.')
trailingTakeProfitDeviationPerc = input.float(defval = 0.1, title = 'Trailing Take Profit Deviation %', minval = 0.01, maxval = 100, step = 0.01, group=trpgroup, tooltip = 'The step to follow the price when the take profit limit is reached.') / 100


// BOT MESSAGES
string msgroup='Alert Message For Bot ========================================='
messageEntry = input.string("", title="Strategy Entry Message",group=msgroup)
messageExit  =input.string("",title="Strategy Exit Message",group=msgroup)
messageClose = input.string("", title="Strategy Close Message",group=msgroup)

// ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// POSITIONS =============================================================================================================

//VERIFY IF THE BUY FILTERS ARE ON OR OFF 
bool emaFilterBuy = useEma? (close > ema):(close >= ema) or (close <= ema)                      
bool volatilityFilterBuy = useVltFilter? (vltFilterSpike > vltFilterX) : (vltFilterSpike >= 0) or (vltFilterSpike <= 0)                  
bool sqzFilterBuy = useSqzFilter? (val > val[1]): (val >= val[1] or val <=val[1])                                      
bool sarflip = (close > out)


//LONG / SHORT POSITIONS LOGIC
//Var 'check' will verify if the SAR flips and if the exit price occurs it will limit in bars number a new entry on the same signal.
bool limitEntryNumbers = (ta.barssince(check) < nBars) 
bool openLongPosition =   sarTradeSignal == 'SAR Flip'? (sarflip and emaFilterBuy and volatilityFilterBuy and sqzFilterBuy and limitEntryNumbers) :sarTradeSignal=='SAR Breakout'? (BreakoutPrice and emaFilterBuy and volatilityFilterBuy and sqzFilterBuy): na
bool openShortPosition = na
bool closeLongPosition= tpType=='SAR Flip'? (close < out):na
bool closeShortPosition=na


// CHEK OPEN POSITONS =====================================================================================================
// open signal when not already into a position
bool validOpenLongPosition = openLongPosition and strategy.opentrades.size(strategy.opentrades - 1) <= 0
bool longIsActive = validOpenLongPosition or strategy.opentrades.size(strategy.opentrades - 1) > 0


// ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// TAKE PROFIT STOP LOSS CONFIG ==========================================================================================

// FIXED TAKE PROFIT IN %

float posSize = strategy.opentrades.entry_price(strategy.opentrades - 1) //Get the entry price

var float longTakeProfitPrice = na
longTakeProfitPrice := if (longIsActive)
    if (openLongPosition and not (strategy.opentrades.size(strategy.opentrades - 1) > 0))
        posSize * (1 + longTakeProfitPerc)
    else
        nz(longTakeProfitPrice[1], close * (1 + longTakeProfitPerc))
else
    na

longTrailingTakeProfitStepTicks = longTakeProfitPrice * trailingTakeProfitDeviationPerc / syminfo.mintick

// FIXED STOP LOSS IN %
longStopPrice  = strategy.position_avg_price * (1 - longLossPerc)
//shortStopPrice = strategy.position_avg_price * (1 + shortLossPerc)


// TAKE PROFIT BY RISK/REWARD
// Set stop loss
tta = not (strategy.opentrades.size(strategy.opentrades - 1) > 0)
float lastb = ta.valuewhen(check and tta,ta.lowest(low,5),0) - (10 * syminfo.mintick)

// TAKE PROFIT CALCULATION
float stopLossRisk = (posSize - lastb)
float takeProfitRR = posSize + (longTakeProfitRR * stopLossRisk)


// ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// POSITION ORDERS =====================================================================================================

// LOGIC ===============================================================================================================
// getting into LONG position
if (openLongPosition) and (inTradeWindow)
    strategy.entry(id = 'Long Entry', direction = strategy.long, alert_message=messageEntry)

//submit exit orders for trailing take profit price 
if (longIsActive) and (inTradeWindow)
    strategy.exit(id = 'Long Take Profit', from_entry = 'Long Entry', limit = enableTrailing ? na : tpType=='Fixed % TP/SL'? longTakeProfitPrice: tpType == 'Risk Reward TP/SL'? takeProfitRR:na, trail_price = enableTrailing ? longTakeProfitPrice : na, trail_offset = enableTrailing ? longTrailingTakeProfitStepTicks : na, stop = tpType =='Fixed % TP/SL' ? longStopPrice: tpType == 'Risk Reward TP/SL'? lastb:na) //, alert_message='{  "action": "close_at_market_price",  "message_type": "bot",  "bot_id": 9330698,  "email_token": "392265bc-84eb-4a54-a99c-758383ff9449",  "delay_seconds": 0,"pair":"USDT_{{ticker}}" }')

if (closeLongPosition)
    strategy.close(id = 'Long Entry', alert_message='{  "action": "close_at_market_price",  "message_type": "bot",  "bot_id": 9330698,  "email_token": "392265bc-84eb-4a54-a99c-758383ff9449",  "delay_seconds": 0,"pair":"USDT_{{ticker}}" }')
                                                   

// ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
// PLOTS ===============================================================================================================

// TRADE WINDOW ========================================================================================================
bgcolor(color = inTradeWindow ? color.new(#089981,90):na, title = 'Time Window')


// SAR PARABOLIC
var sarColor = color.new(#00bcd4,0)
plot(out, "ParabolicSAR", color=sarColor, linewidth=1,style=plot.style_cross)


//BREAKOUT LINE
var plotBkPoint = input.bool(defval=false, title='Show Breakout Point', group=bkgroup)
plot(series = (sarTradeSignal=='SAR Breakout' and plotBkPoint == true)? sarBreakoutPoint:na, title = 'Breakout line', color =color.new(#ffeb3b,50) , linewidth = 1, style = plot.style_linebr, offset = 0)


// EMA/SMA 
var emafilterColor = color.new(color.white, 0)
plot(series=useEma? ema:na, title = 'EMA Filter', color = emafilterColor, linewidth = 2, style = plot.style_line)


// ENTRY PRICE
var posColor = color.new(#2962ff, 0)
plot(series = strategy.opentrades.entry_price(strategy.opentrades - 1), title = 'Position', color = posColor, linewidth = 1, style = plot.style_linebr,offset=0)


// FIXED TAKE PROFIT 
var takeProfitColor = color.new(#ba68c8, 0)
plot(series = tpType=='Fixed % TP/SL'? longTakeProfitPrice:na, title = 'Fixed TP', color = takeProfitColor, linewidth = 1, style = plot.style_linebr, offset = 0)


// FIXED STOP LOSS
var stopLossColor = color.new(#ff0000, 0)
plot(series = tpType=='Fixed % TP/SL' ? longStopPrice:na, title = 'Fixed SL', color = stopLossColor, linewidth = 1, style = plot.style_linebr, offset = 0)


// RISK REWARD TAKE PROFIT
var takeProfitRRColor = color.new(#ba68c8, 0)
plot(series=tpType == 'Risk Reward TP/SL'? takeProfitRR:na,title='Risk Reward TP',color=takeProfitRRColor,linewidth=1,style=plot.style_linebr)

// STOP LOSS RISK REWARD
plot(series = (check and plotStopLossRR)? lastb:na, title = 'Last Bottom', color =color.new(#ff0000,0), linewidth = 2, style = plot.style_linebr, offset = 0)


// ======================================================================================================================











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