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Estrategia de negociación cuantitativa basada en Ichimoku con múltiples señales

El autor:¿ Qué pasa?, Fecha: 2023-11-13 10:24:35
Las etiquetas:

Resumen general

Esta estrategia integra los indicadores Ichimoku Kinko Hyo y varios otros indicadores técnicos para combinar varias señales comerciales, con el fin de aprovechar las ventajas del sistema Ichimoku al tiempo que confirma las entradas con múltiples señales para filtrar eficazmente las señales falsas y controlar los riesgos mientras persigue una alta tasa de ganancia.

Estrategia lógica

Los componentes clave de esta estrategia son:

Cálculo de los indicadores de Ichimoku Kinko Hyo, incluidos Tenkan-sen, Kijun-sen, Senkou Span A, Senkou Span B y Kumo.
Múltiples filtros que incluyen Kumo, Kijun, MACD, RSI, Fractals, SuperTrend, Parabolic SAR y ADX para confirmar la dirección de la tendencia y evitar los golpes.
Múltiples señales de negociación, incluidas las rupturas de precios, las relaciones Chikou, las relaciones Tenkan y Kijun que suman 23 señales Ichimoku, además de señales del MACD, RSI, fractales, etc. para identificar oportunidades comerciales potenciales.
Filtros de dos etapas para señales de entrada para evitar ser atrapados al entrar.
Filtros de dos etapas para señales de salida similares a los filtros de entrada.
Combinación de señales de negociación seleccionadas y confirmaciones de filtro para tomar decisiones finales de negociación.
Configurable para tomar ganancias y detener pérdidas.
Configuración del período de prueba posterior.

Ventajas

Las ventajas de esta estrategia incluyen:

Aprovechando los indicadores y señales de Ichimoku mientras combina el seguimiento de tendencias y el filtrado de señales.
Evitar trampas al entrar a través de filtros de dos etapas y un control eficaz del riesgo.
Proporcionar múltiples señales negociables adaptables a las diferentes condiciones del mercado.
Ofreciendo múltiples filtros seleccionables optimizados para existencias individuales.
Tome ganancias y detenga pérdidas ayudando a bloquear las ganancias y controlar el riesgo.
Período de prueba para facilitar la optimización de la estrategia.

Los riesgos

Los riesgos de esta estrategia incluyen:

Las señales de Ichimoku pueden ser lentas y perder oportunidades a corto plazo.
El exceso de filtración puede causar entradas inciertas. Los parámetros del filtro pueden necesitar ajuste.
El stop loss estático puede no adaptarse bien a una acción de precio compleja.
Las limitaciones de las pruebas de retroceso en la simulación precisa de los mercados en vivo requieren múltiples iteraciones de optimización.

Direcciones de optimización

Posibles formas de optimizar la estrategia:

Ajuste los parámetros de Ichimoku como el período Tenkan para el comercio a corto plazo.
Prueba de combinaciones de señales para encontrar la mejor combinación para las poblaciones individuales.
Optimizar los parámetros del filtro para equilibrar el efecto de filtración y la seguridad de entrada.
Pruebe el stop loss dinámico para adaptarse mejor a los cambios del mercado.
Utilice períodos de prueba posterior más largos o marque los datos para obtener simulaciones más precisas.
Añadir el tamaño de la posición para una mejor utilización del capital.
Construir en la optimización automática de parámetros para un ajuste más inteligente.

Conclusión

Esta estrategia combina los indicadores y señales de Ichimoku con filtros adicionales y confirmaciones de otros indicadores técnicos, realizando un sistema cuantitativo que fusiona las señales de tendencia y de ruptura. Aprovecha plenamente las fortalezas de Ichimoku mientras utiliza módulos parametrizados para ajustes y optimizaciones para adaptarse a los mercados cambiantes.

/*backtest
start: 2023-10-13 00:00:00
end: 2023-11-12 00:00:00
period: 1h
basePeriod: 15m
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/
// © ramsay09
//@version=4
strategy(title="The Strategy - Ichimoku Kinko Hyo and more",shorttitle="Strategy ", overlay=true)


backtest        = input(title= "Backtest (no comment-string)", type= input.bool, defval= false)
entry_type      = input("Both", title= "Long/Short Entry", options= ["Both", "Long", "Short"])

shared_param    = input(false, title= " Shared Filter and Entry Parameters :", type= input.bool)

fr_period       = input(2, title= "Fractals Period (Filter/Entry)", minval= 1)
rsi_period      = input(14, title= "RSI Period (Filter/Entry)", minval= 1)
mult            = input(2, type= input.float, title= "SuperTrend multiplier (Filter/Entry)", minval= 1)
len             = input(5, type= input.integer, title= "SuperTrend length (Filter/Entry)", minval= 1)
start           = 0.02//input(0.02, title= "PSAR Start (Filter/Entry)", minval= 0)
inc             = 0.02//input(0.02, title= "PSAR Increment (Filter/Entry)", minval= 0)
max             = 0.2//input(.2, title= "PSAR Maximum (Filter/Entry)", minval= 0)
adx_period      = input(10, title= "ADX Period (Filter/Entry)", minval= 1)
adx_tres        = input(25, title= "ADX threshold (Filter/Entry)", minval= 1)


X_opt           = input("Price X Kumo sig", title="Signal", options= ["---", "Inside Bar sig", "Outside Bar sig", "Sandwich Bar sig", "Bar sig", "SMA50 sig", "RSI50 sig", 
                         "Fractals sig", "Parabolic SAR sig", "SuperTrend sig", "Price X Kijun sig", "Price X Kumo sig", "Kumo flip sig", 
                         "Price filtered Kumo flip sig",  "Chikou X Price sig", "Chikou X Kumo sig", "Price X Tenkan sig", "Tenkan X Kumo sig", 
                         "Tenkan X Kijun sig", "Kumo filtered Tenkan X Kijun sig", "CB/CS sig", "IB/IS sig", "B1/S1 sig", "B2/S2 sig"])

entry_f_1       = input("---", title="Entry filter 1", options= ["---", "SMA50 filter", "MACD filter", "RSI50 filter", "Fractals filter",
                         "SuperTrend filter", "Parabolic SAR filter", "Cloud filter", "Kijun filter", "ADX filter"])

entry_f_2       = input("---", title="Entry filter 2", options= ["---", "SMA50 filter", "MACD filter", "RSI50 filter", "Fractals filter", 
                         "SuperTrend filter", "Parabolic SAR filter", "Cloud filter", "Kijun filter", "ADX filter"])


exit_f_1        = input("---", title="Exit filter 1", options= ["---", "SMA50 filter", "MACD filter", "RSI50 filter", "Fractals filter",
                         "SuperTrend filter", "Parabolic SAR filter", "Cloud filter", "Kijun filter", "ADX filter"])

exit_f_2        = input("---", title="Exit filter 2", options= ["---", "SMA50 filter", "MACD filter", "RSI50 filter", "Fractals filter", 
                         "SuperTrend filter", "Parabolic SAR filter", "Cloud filter", "Kijun filter", "ADX filter"])



//-------------------- Ichimoku --------------------

TKlength            = 9 //input(9, "Tenkan-sen length", minval= 1)
KJlength            = 26 //input(26, "Kijun-sen length", minval= 1)
CSHSlength          = 26 //input(26, "Chikouspan length/horizontal shift", minval= 1)
SBlength            = 52 //input(52, "SenkouspanB length", minval= 1)
SAlength            = 26 //input(26, "SenkouspanA length", minval= 1)

// calculation
TK                  = avg(lowest(TKlength), highest(TKlength))
KJ                  = avg(lowest(KJlength), highest(KJlength))
CS                  = close
SB                  = avg(lowest(SBlength), highest(SBlength))
SA                  = avg(TK,KJ)

kumo_high   = max(SA[CSHSlength-1], SB[CSHSlength-1])
kumo_low    = min(SA[CSHSlength-1], SB[CSHSlength-1]) 


//------------------------------------- Filters and entry signals --------------------------------------

//---------------------- Kumo filter ------------------------

kumo_buy    = close > kumo_high
kumo_sell   = close < kumo_low

//--------------------- Kijun filter ----------------------

kijun_buy   = close > KJ
kijun_sell  = close < KJ

//----------------------- macd filter -----------------------

[macdLine_f, signalLine_f, histLine_f]  = macd(close, 12, 26, 9)

macd_buy                                = macdLine_f > signalLine_f
macd_sell                               = macdLine_f < signalLine_f

//---------------------- rsi filter and entry signal------------------------

rsi_f_buy                               = rsi(close, rsi_period) > 50
rsi_f_sell                              = rsi(close, rsi_period) < 50

//---------------- Bill Williams Fractals (filter and entry signal) -----------------

up_fr           = pivothigh(fr_period, fr_period)
dn_fr           = pivotlow(fr_period, fr_period)

fractal_up_v    = valuewhen(up_fr, high[fr_period],0) 
fractal_dn_v    = valuewhen(dn_fr, low[fr_period],0)

fr_upx          = high > fractal_up_v
fr_dnx          = low < fractal_dn_v

//-------------------- SuperTrend filter and entry signal ---------------------

[SuperTrend, Dir]   = supertrend(mult, len)

sup_buy     = close > SuperTrend
sup_sell    = close < SuperTrend

//--------------------- Heikin Ashi -----------------------

//heikin_close = security(heikinashi(syminfo.tickerid), timeframe.period, close)
//heikin_open  = security(heikinashi(syminfo.tickerid), timeframe.period, open)

//h_buy       = heikin_close[1] > heikin_open[1]
//h_sell      = heikin_close[1] < heikin_open[1]

//----------------- Parabolic SAR Signal (pb/ps) and filter -------------------

psar_buy        = high > sar(start, inc, max)[0]
psar_sell       = low < sar(start, inc, max)[0]

//-------------------------- ADX filter ---------------------------

[diplus_f, diminus_f, adx_f]              = dmi(adx_period, adx_period)

//-------------------------- SMA50 filter and entry---------------------------

sma50_buy       = close[2] > sma(close, 50)
sma50_sell      = close[2] < sma(close, 50)


//-------------------------- entry filter -------------------------------

//entry buy filter 1 options
entry_filter_buy_1 = 
     entry_f_1 == "---" ? true :
     entry_f_1 == "MACD filter" ? macd_buy : 
     entry_f_1 == "RSI50 filter" ? rsi_f_buy : 
     entry_f_1 == "Fractals filter" ? fr_upx : 
     entry_f_1 == "SuperTrend filter" ? sup_buy : 
     entry_f_1 == "Parabolic SAR filter" ? psar_buy : 
     entry_f_1 == "Cloud filter" ? kumo_buy : 
     entry_f_1 == "Kijun filter" ? kijun_buy : 
     entry_f_1 == "SMA50 filter" ? sma50_buy : 
     entry_f_1 == "ADX filter" ? adx_f > 25 : true

//entry sell filter 1 options
entry_filter_sell_1 = 
     entry_f_1 == "---" ? true :
     entry_f_1 == "MACD filter" ? macd_sell : 
     entry_f_1 == "RSI50 filter" ? rsi_f_sell : 
     entry_f_1 == "Fractals filter" ? fr_dnx : 
     entry_f_1 == "SuperTrend filter" ? sup_sell : 
     entry_f_1 == "Parabolic SAR filter" ? psar_sell :
     entry_f_1 == "Cloud filter" ? kumo_sell : 
     entry_f_1 == "Kijun filter" ? kijun_sell : 
     entry_f_1 == "SMA50 filter" ? sma50_sell : 
     entry_f_1 == "ADX filter" ? adx_f > 25 : true


//entry buy filter 2 options
entry_filter_buy_2 = 
     entry_f_2 == "---" ? true :
     entry_f_2 == "MACD filter" ? macd_buy : 
     entry_f_2 == "RSI50 filter" ? rsi_f_buy : 
     entry_f_2 == "Fractals filter" ? fr_upx : 
     entry_f_2 == "SuperTrend filter" ? sup_buy : 
     entry_f_2 == "Parabolic SAR filter" ? psar_buy :
     entry_f_2 == "Cloud filter" ? kumo_buy : 
     entry_f_2 == "Kijun filter" ? kijun_buy : 
     entry_f_2 == "SMA50 filter" ? sma50_buy : 
     entry_f_2 == "ADX filter" ? adx_f > 25 : true

//entry sell filter 2 options
entry_filter_sell_2 = 
     entry_f_2 == "---" ? true :
     entry_f_2 == "MACD filter" ? macd_sell : 
     entry_f_2 == "RSI50 filter" ? rsi_f_sell : 
     entry_f_2 == "Fractals filter" ? fr_dnx : 
     entry_f_2 == "SuperTrend filter" ? sup_sell : 
     entry_f_2 == "Parabolic SAR filter" ? psar_sell :
     entry_f_2 == "Cloud filter" ? kumo_sell : 
     entry_f_2 == "Kijun filter" ? kijun_sell : 
     entry_f_2 == "SMA50 filter" ? sma50_sell : 
     entry_f_2 == "ADX filter" ? adx_f > 25 : true


//------------------------- exit filter -----------------------

//exit buy filter 1 options
exit_filter_buy_1 = 
     exit_f_1 == "---" ? false :
     exit_f_1 == "MACD filter" ? macd_buy : 
     exit_f_1 == "RSI50 filter" ? rsi_f_buy : 
     exit_f_1 == "Fractals filter" ? fr_upx : 
     exit_f_1 == "SuperTrend filter" ? sup_buy : 
     exit_f_1 == "Parabolic SAR filter" ? psar_buy :
     exit_f_1 == "Cloud filter" ? kumo_buy : 
     exit_f_1 == "Kijun filter" ? kijun_buy : 
     exit_f_1 == "SMA50 filter" ? sma50_buy : 
     exit_f_1 == "ADX filter" ? adx_f > 25 : false

//exit sell filter 1 options
exit_filter_sell_1 = 
     exit_f_1 == "---" ? false :
     exit_f_1 == "MACD filter" ? macd_sell : 
     exit_f_1 == "RSI50 filter" ? rsi_f_sell : 
     exit_f_1 == "Fractals filter" ? fr_dnx : 
     exit_f_1 == "SuperTrend filter" ? sup_sell : 
     exit_f_1 == "Parabolic SAR filter" ? psar_sell :
     exit_f_1 == "Cloud filter" ? kumo_sell : 
     exit_f_1 == "Kijun filter" ? kijun_sell : 
     exit_f_1 == "SMA50 filter" ? sma50_sell : 
     exit_f_1 == "ADX filter" ? adx_f > 25 : false


//exit buy filter 2 options
exit_filter_buy_2 = 
     exit_f_2 == "---" ? false :
     exit_f_2 == "MACD filter" ? macd_buy : 
     exit_f_2 == "RSI50 filter" ? rsi_f_buy : 
     exit_f_2 == "Fractals filter" ? fr_upx : 
     exit_f_2 == "SuperTrend filter" ? sup_buy : 
     exit_f_2 == "Parabolic SAR filter" ? psar_buy :
     exit_f_2 == "Cloud filter" ? kumo_buy : 
     exit_f_2 == "Kijun filter" ? kijun_buy : 
     exit_f_2 == "SMA50 filter" ? sma50_buy : 
     exit_f_2 == "ADX filter" ? adx_f > 25 : false

//exit sell filter 2 options
exit_filter_sell_2 = 
     exit_f_2 == "---" ? false :
     exit_f_2 == "MACD filter" ? macd_sell : 
     exit_f_2 == "RSI50 filter" ? rsi_f_sell : 
     exit_f_2 == "Fractals filter" ? fr_dnx : 
     exit_f_2 == "SuperTrend filter" ? sup_sell : 
     exit_f_2 == "Parabolic SAR filter" ? psar_sell :
     exit_f_2 == "Cloud filter" ? kumo_sell : 
     exit_f_2 == "Kijun filter" ? kijun_sell : 
     exit_f_2 == "SMA50 filter" ? sma50_sell : 
     exit_f_2 == "ADX filter" ? adx_f > 25 : false



//----------------------- i-o-s signals ------------------------

i_bar_buy       = high[1] < high[2] and low[1] > low[2] and close > high[1]
i_bar_sell      = high[1] < high[2] and low[1] > low[2] and close < low[1]

o_bar_buy       = high[1] > high[2] and low[1] < low[2] and high > high[1]
o_bar_sell      = high[1] > high[2] and low[1] < low[2] and low < low[1]

s_bar_buy       = high[2] < high[3] and low[2] > low[3] and high[1] > high[2] and low[1] < low[2] and high > high[1]
s_bar_sell      = high[2] < high[3] and low[2] > low[3] and high[1] > high[2] and low[1] < low[2] and low < low[1]


//----------------- Ichimoku Signal B1/S1 -----------------

buy_strong_B1   = (TK >= KJ) and close > kumo_high and CS > high[(26-1)] and CS > kumo_high[26-1] and SA > SB
sell_strong_S1  = (TK <= KJ) and close < kumo_low and CS < low[(26-1)] and CS < kumo_low[26-1] and SA < SB

var buy_sig     = true
var sell_sig    = true

B1_a  = buy_strong_B1 and buy_sig
S1_a  = sell_strong_S1 and sell_sig

if  sell_strong_S1 
    buy_sig    := true, sell_sig := false
if buy_strong_B1 
    sell_sig   := true, buy_sig := false
    
    
    
//----------------- Ichimoku Signal B2/S2 -----------------

buy_strong_B2    = (TK >= KJ) and close > kumo_high and CS > high[26-1]
sell_strong_S2   = (TK <= KJ) and close < kumo_low  and CS < low[26-1]

var buy_sig_B2   = true
var sell_sig_S2  = true

B2_a  = buy_strong_B2 and buy_sig_B2
S2_a  = sell_strong_S2 and sell_sig_S2

if  sell_strong_S2 
    buy_sig_B2    := true, sell_sig_S2 := false
if buy_strong_B2 
    sell_sig_S2   := true, buy_sig_B2 := false    



//---------------------------- Confluence Signal ----------------------------

long_short_trig     = 7 //input(7, type= input.float, title= "Confluence signal trigger Level", step= 0.1)
trig_gap_cbcs   = input(2, type= input.float, title= "CB/CS signal sesitivity", minval= 0, maxval= 6, step= 1)

//Indicators
// ma
sma1            = sma(close, 50)
sma2            = sma(close, 200)
ema1            = ema(close, 50)
ema2            = ema(close, 200)
[macdLine, signalLine, histLine]    = macd(close, 12, 26, 9)
rsi                                 = rsi(close, 14)
[diplus, diminus, adx]              = dmi(7, 7)
[superTrend, dir]                   = supertrend(2, 5)
//Klinger Oszillator
sv  = change(hlc3) >= 0 ? volume : -volume
kvo = ema(sv, 34) - ema(sv, 55)
sig = ema(kvo, 13)
//Vortex Indicator
VMP = sum( abs( high - low[1]), 14 )
VMM = sum( abs( low - high[1]), 14 )
STR = sum( atr(1), 14 )
VIP = VMP / STR
VIM = VMM / STR


//Signals
var float sma_sig_w     = na
var float ema_sig_w     = na
var float p_kj_sig_w    = na
var float tk_kj_sig_w   = na
var float B1_S1_sig_w   = na
var float B2_S2_sig_w   = na
var float psar_sig_w    = na
var float frac_sig_w    = na
var float macd_sig_w    = na
var float rsi_sig_w     = na
var float p_tk_sig_w    = na
var float dmi_sig_w     = na
var float klin_sig_w    = na
var float vort_sig_w    = na
var float sup_sig_w     = na


if sma1 > sma2 
    sma_sig_w := 1
else if sma1 < sma2
    sma_sig_w := 0

if ema1 > ema2 
    ema_sig_w := 1
else if ema1 < ema2
    ema_sig_w := 0

if close > KJ 
    p_kj_sig_w := 1
else if close < KJ
    p_kj_sig_w := 0

if TK > KJ 
    tk_kj_sig_w := 1
else if TK < KJ
    tk_kj_sig_w := 0

if buy_strong_B1 
    B1_S1_sig_w := 1
else if sell_strong_S1
    B1_S1_sig_w := 0

if buy_strong_B2 
    B2_S2_sig_w := 1
else if sell_strong_S2
    B2_S2_sig_w := 0

if high >= sar(start, inc, max)[0] 
    psar_sig_w := 1
else if low <= sar(start, inc, max)[0]
    psar_sig_w := 0

if high > fractal_up_v 
    frac_sig_w := 1
else if low < fractal_dn_v
    frac_sig_w := 0

if macdLine > signalLine
    macd_sig_w := 1
else if macdLine < signalLine
    macd_sig_w := 0

if rsi > 50 
    rsi_sig_w := 1
else if rsi < 50 
    rsi_sig_w := 0
    
if close[2] > TK 
    p_tk_sig_w := 1
else if close[2] < TK
    p_tk_sig_w := 0

if diplus > diminus 
    dmi_sig_w := 1
else if diplus < diminus
    dmi_sig_w := 0

if sig > 0 
    klin_sig_w := 1
else if sig < 0
    klin_sig_w := 0

if VIP > VIM 
    vort_sig_w := 1
else if VIP < VIM
    vort_sig_w := 0
    
if close > superTrend 
    sup_sig_w := 1
else if close < superTrend
    sup_sig_w := 0
    

bs_conf_sig     = sma_sig_w + ema_sig_w + p_kj_sig_w + tk_kj_sig_w + B1_S1_sig_w + B2_S2_sig_w + psar_sig_w + frac_sig_w + macd_sig_w + 
     rsi_sig_w + dmi_sig_w + klin_sig_w + vort_sig_w + sup_sig_w + p_tk_sig_w

long_c          = bs_conf_sig > long_short_trig + trig_gap_cbcs //with +- signal is less fluctuating
short_c         = bs_conf_sig < long_short_trig - trig_gap_cbcs



//---------------------------- Pure Ichimoku Confluence Signal ----------------------------

pic_l_s_trig        = 4 //input(4, type= input.float, title= "Ichimoku confluence signal trigger Level", step= 0.1)
trig_gap_ibis       = input(0, type= input.float, title= "IB/IS signal sesitivity", minval= 0, maxval= 3, step= 1)


//Signals
var float tkkh_sig_w    = na
var float csh_sig_w     = na
var float cskh_sig_w    = na
var float pkj_sig_w     = na
var float ptk_sig_w     = na
var float tkkj_sig_w    = na
var float sasb_sig_w    = na
var float ckh_sig_w     = na


if TK > kumo_high 
    tkkh_sig_w := 1
else if TK < kumo_low
    tkkh_sig_w := 0

if CS > high[(26-1)] 
    csh_sig_w := 1
else if CS < low[(26-1)]
    csh_sig_w := 0
    
if CS > kumo_high[26-1] 
    cskh_sig_w := 1
else if CS < kumo_low[26-1]
    cskh_sig_w := 0    

if close > TK 
    ptk_sig_w := 1
else if close < TK
    ptk_sig_w := 0

if close > KJ 
    pkj_sig_w := 1
else if close < KJ
    pkj_sig_w := 0

if TK > KJ 
    tkkj_sig_w := 1
else if TK < KJ
    tkkj_sig_w := 0

if SA > SB 
    sasb_sig_w := 1
else if SA < SB
    sasb_sig_w := 0

if close > kumo_high 
    ckh_sig_w := 1
else if close < kumo_low
    ckh_sig_w := 0
    

bs_pic_sig          = tkkh_sig_w + csh_sig_w + cskh_sig_w + ptk_sig_w + pkj_sig_w + tkkj_sig_w + sasb_sig_w + ckh_sig_w

long_pic            = bs_pic_sig > pic_l_s_trig + trig_gap_ibis
short_pic           = bs_pic_sig < pic_l_s_trig - trig_gap_ibis



//--------------------------- Entry Signal Options ---------------------------

var buy_sig_opt   = true
var sell_sig_opt  = true

// cross conditions for "Strong" bg's
var bool sasb_x  = true
if crossover(SA, SB) and low > kumo_high 
    sasb_x := true 

if crossunder(SA, SB) and high < kumo_low 
    sasb_x := false
    
    
var bool tkkj_x  = true
if crossover(TK, KJ) and TK > kumo_high and KJ > kumo_high
    tkkj_x := true 
    
if crossunder(TK, KJ) and TK < kumo_low and KJ < kumo_low
    tkkj_x := false

// buy signal options
opt_sig_buy = 
     X_opt == "---" ? na :
     X_opt == "Inside Bar sig" ? i_bar_buy : 
     X_opt == "Outside Bar sig" ? o_bar_buy : 
     X_opt == "Sandwich Bar sig" ? s_bar_buy : 
     X_opt == "Bar sig" ? close > high[1] : 
     X_opt == "SMA50 sig" ? close[2] > sma(close, 50) : 
     X_opt == "Fractals sig" ? fr_upx : 
     X_opt == "RSI50 sig" ? rsi_f_buy : 
     X_opt == "Parabolic SAR sig" ? psar_buy : 
     X_opt == "SuperTrend sig" ? sup_buy : 
     X_opt == "Price X Kijun sig" ? close > KJ : 
     X_opt == "Price X Kumo sig" ? close > kumo_high : 
     X_opt == "Kumo flip sig" ? SA > SB :  
     X_opt == "Price filtered Kumo flip sig" ? sasb_x and low > kumo_high : 
     X_opt == "Chikou X price sig" ? CS > high[(26-1)] : 
     X_opt == "Chikou X Kumo sig" ? CS > kumo_high[26-1] :  
     X_opt == "Price X Tenkan sig" ? close > TK : 
     X_opt == "Tenkan X Kumo sig" ? TK > kumo_high :  
     X_opt == "Tenkan X Kijun sig" ? TK > KJ : 
     X_opt == "Kumo filtered Tenkan X Kijun sig" ? tkkj_x and TK > kumo_high and KJ > kumo_high and TK > KJ : 
     X_opt == "CB/CS sig" ? long_c : 
     X_opt == "IB/IS sig" ? long_pic : 
     X_opt == "B1/S1 sig" ? buy_strong_B1 :  
     X_opt == "B2/S2 sig" ? buy_strong_B2 : na

// sell signal options
opt_sig_sell = 
     X_opt == "---" ? na : 
     X_opt == "Inside Bar sig" ? i_bar_sell : 
     X_opt == "Outside Bar sig" ? o_bar_sell : 
     X_opt == "Sandwich Bar sig" ? s_bar_sell : 
     X_opt == "Bar sig" ? close < low[1] : 
     X_opt == "SMA50 sig" ? close[2] < sma(close, 50) : 
     X_opt == "Fractals sig" ? fr_dnx : 
     X_opt == "RSI50 sig" ? rsi_f_sell : 
     X_opt == "Parabolic SAR sig" ? psar_sell : 
     X_opt == "SuperTrend sig" ? sup_sell : 
     X_opt == "Price X Kijun sig" ? close < KJ : 
     X_opt == "Price X Kumo sig" ? close < kumo_low : 
     X_opt == "Kumo flip sig" ? SA < SB : 
     X_opt == "Price filtered Kumo flip sig" ? not sasb_x and high < kumo_low :
     X_opt == "Chikou X price sig" ? CS < low[(26-1)] : 
     X_opt == "Chikou X Kumo sig" ? CS < kumo_high[26-1] : 
     X_opt == "Price X Tenkan sig" ? close < TK :
     X_opt == "Tenkan X Kumo sig" ? TK < kumo_low :
     X_opt == "Tenkan X Kijun sig" ? TK < KJ :
     X_opt == "Kumo filtered Tenkan X Kijun sig" ? not tkkj_x and TK < kumo_low and KJ < kumo_low and TK < KJ : 
     X_opt == "CB/CS sig" ? short_c : 
     X_opt == "IB/IS sig" ? short_pic : 
     X_opt == "B1/S1 sig" ? sell_strong_S1 : 
     X_opt == "B2/S2 sig" ? sell_strong_S2 : na

if  opt_sig_sell 
    buy_sig    := true, sell_sig_opt := false
if opt_sig_buy 
    sell_sig   := true, buy_sig_opt := false



//---------------------------- Take profit and stop loss ------------------------------

tp_en       = input(title= "Enable take profit", type= input.bool, defval= false)

qty_tp      = input(50, title= "Take profit - quantity of position (percent)", type= input.float, minval= 1, maxval= 100, step= 5)

tp_ticks    = input(1000, title= "Take profit - ticks", type= input.integer, minval= 0, step= 10)


sl_en       = input(title= "Enable stop loss", type= input.bool, defval= false)

sl_ticks    = input(1000, title= "Stop loss - ticks", type= input.integer, minval= 0, step= 10)


//----------------------- Backtest periode --------------------------------

start_year       = input(2018, "Start year")
start_month      = input(1, "Start month", minval= 1, maxval= 12)
start_day        = input(1, "Start day", minval= 1, maxval= 31)
period_start     = timestamp(start_year, start_month, start_day, 0, 0)

stop_year        = input(2021, "Stop year")
stop_month       = input(12, "Stop month", minval= 1, maxval= 12)
stop_day         = input(31, "Stop day", minval= 1, maxval= 31)
period_stop      = timestamp(stop_year, stop_month, stop_day, 0, 0)

backtest_period() => time >= period_start and time <= period_stop ? true : false



//--------------------- strategy entry ---------------------

long        = entry_type != "Short"
short       = entry_type != "Long"
not_both    = entry_type != "Both"

if not backtest 
    if long
        strategy.entry("os_buy", strategy.long, when = opt_sig_buy and entry_filter_buy_1 and entry_filter_buy_2, 
             comment= "")    


             
        strategy.close("os_buy", when = exit_filter_sell_1 or exit_filter_sell_2 or not_both ? opt_sig_sell : na
             , comment= "")
             
        strategy.exit("tpl", "os_buy", qty_percent= tp_en ? qty_tp : na, profit= tp_en ? tp_ticks : na, loss= sl_en ? sl_ticks : na)
    
    if short
        strategy.entry("os_sell",strategy.short, when = opt_sig_sell and entry_filter_sell_1 and entry_filter_sell_2, 
             comment= "")      


             
        strategy.close("os_sell", when = exit_filter_buy_1 or exit_filter_buy_2 or not_both ? opt_sig_buy : na
             , comment= "")
             
        strategy.exit("tps", "os_sell", qty_percent= tp_en ? qty_tp : na, profit= tp_en ? tp_ticks : na, loss= sl_en ? sl_ticks : na)


if backtest_period() and backtest 
    if long
        strategy.entry("os_buy", strategy.long, when = opt_sig_buy and entry_filter_buy_1 and entry_filter_buy_2)
        strategy.close("os_buy", when = exit_filter_sell_1 or exit_filter_sell_2 or not_both ? opt_sig_sell : na)
        strategy.exit("tpl", "os_buy", qty_percent= tp_en ? qty_tp : na, profit= tp_en ? tp_ticks : na, loss= sl_en ? sl_ticks : na)
    
    if short
        strategy.entry("os_sell",strategy.short, when = opt_sig_sell and entry_filter_sell_1 and entry_filter_sell_2)
        strategy.close("os_sell", when = exit_filter_buy_1 or exit_filter_buy_2 or not_both ? opt_sig_buy : na)
        strategy.exit("tps", "os_sell", qty_percent= tp_en ? qty_tp : na, profit= tp_en ? tp_ticks : na, loss= sl_en ? sl_ticks : na)

Más.