মাল্টি-লেভেল ভারসাম্যযুক্ত পরিমাণগত ট্রেডিং কৌশল হল একটি জটিল ট্রেডিং সিস্টেম যা একাধিক প্রযুক্তিগত সূচক এবং মূল্য স্তরকে একত্রিত করে। এই কৌশলটি বিভিন্ন মূল্য পরিসীমাতে বিভিন্ন ট্রেডিং কৌশল বাস্তবায়নের জন্য ম্যাকডি, আরএসআই, ইএমএ এবং বলিংজার ব্যান্ডের মতো সূচকগুলি ব্যবহার করে।
এই কৌশলটির মূল নীতিগুলির মধ্যে রয়েছেঃ
কৌশলটি বিভিন্ন বাজারের অবস্থার অধীনে উপযুক্ত ট্রেডিং পদক্ষেপ গ্রহণের জন্য এই কারণগুলিকে ব্যাপকভাবে বিশ্লেষণ করে, যা স্থিতিশীল রিটার্ন অর্জনের লক্ষ্যে।
মাল্টি-লেভেল ভারসাম্যযুক্ত পরিমাণগত ট্রেডিং কৌশল একটি বিস্তৃত এবং অভিযোজিত ট্রেডিং সিস্টেম। একাধিক প্রযুক্তিগত সূচক এবং মূল্য স্তর একত্রিত করে, এই কৌশলটি বিভিন্ন বাজারের পরিবেশে স্থিতিশীলতা বজায় রাখতে পারে। যদিও কিছু ঝুঁকি রয়েছে, তবে অবিচ্ছিন্ন অপ্টিমাইজেশন এবং সমন্বয়ের মাধ্যমে এগুলি কার্যকরভাবে নিয়ন্ত্রণ করা যেতে পারে। ভবিষ্যতে, মেশিন লার্নিং এবং আবেগ বিশ্লেষণের মতো আরও উন্নত প্রযুক্তি প্রবর্তন করে, এই কৌশলটির আরও ভাল পারফরম্যান্স অর্জনের সম্ভাবনা রয়েছে। একটি বিস্তৃত, স্বয়ংক্রিয় ট্রেডিং সমাধান খুঁজছেন বিনিয়োগকারীদের জন্য, এটি বিবেচনা করার মতো একটি উপযুক্ত বিকল্প।
/*backtest start: 2019-12-23 08:00:00 end: 2024-10-12 08:00:00 period: 1d basePeriod: 1d exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}] */ //@version=5 strategy(title='Incremental Order size +', shorttitle='TradingPost', overlay=true, default_qty_value=1, pyramiding=10) //Heiken Ashi isHA = input(false, 'HA Candles') //MACD fastLength = 12 slowlength = 26 MACDLength = 9 MACD = ta.ema(close, fastLength) - ta.ema(close, slowlength) aMACD = ta.ema(MACD, MACDLength) delta = MACD - aMACD //Bollinger Bands Exponential src = open len = 18 e = ta.ema(src, len) evar = (src - e) * (src - e) evar2 = math.sum(evar, len) / len std = math.sqrt(evar2) Multiplier = input.float(3, minval=0.01, title='# of STDEV\'s') upband = e + Multiplier * std dnband = e - Multiplier * std //EMA ema3 = ta.ema(close, 3) //RSIplot length = 45 overSold = 90 overBought = 10 price = close vrsi = ta.rsi(price, length) notna = not na(vrsi) macdlong = ta.crossover(delta, 0) macdshort = ta.crossunder(delta, 0) rsilong = notna and ta.crossover(vrsi, overSold) rsishort = notna and ta.crossunder(vrsi, overBought) lentt = input(14, 'Pivot Length') //The length defines how many periods a high or low must hold to be a "relevant pivot" h = ta.highest(lentt) //The highest high over the length h1 = ta.dev(h, lentt) ? na : h //h1 is a pivot of h if it holds for the full length hpivot = fixnan(h1) //creates a series which is equal to the last pivot l = ta.lowest(lentt) l1 = ta.dev(l, lentt) ? na : l lpivot = fixnan(l1) //repeated for lows last_hpivot = 0.0 last_lpivot = 0.0 last_hpivot := h1 ? time : nz(last_hpivot[1]) last_lpivot := l1 ? time : nz(last_lpivot[1]) long_time = last_hpivot > last_lpivot ? 0 : 1 //FIBS z = input(100, 'Z-Index') p_offset = 2 transp = 60 a = (ta.lowest(z) + ta.highest(z)) / 2 b = ta.lowest(z) c = ta.highest(z) fibonacci = input(0, 'Fibonacci') / 100 //Fib Calls fib0 = (hpivot - lpivot) * fibonacci + lpivot fib1 = (hpivot - lpivot) * .21 + lpivot fib2 = (hpivot - lpivot) * .3 + lpivot fib3 = (hpivot - lpivot) * .5 + lpivot fib4 = (hpivot - lpivot) * .62 + lpivot fib5 = (hpivot - lpivot) * .7 + lpivot fib6 = (hpivot - lpivot) * 1.00 + lpivot fib7 = (hpivot - lpivot) * 1.27 + lpivot fib8 = (hpivot - lpivot) * 2 + lpivot fib9 = (hpivot - lpivot) * -.27 + lpivot fib10 = (hpivot - lpivot) * -1 + lpivot //Heiken Ashi Candles heikenashi_1 = ticker.heikinashi(syminfo.tickerid) data2 = isHA ? heikenashi_1 : syminfo.tickerid res5 = input.timeframe('5', 'Resolution') //HT Fibs hfib0 = request.security(data2, res5, fib0[1]) hfib1 = request.security(data2, res5, fib1[1]) hfib2 = request.security(data2, res5, fib2[1]) hfib3 = request.security(data2, res5, fib3[1]) hfib4 = request.security(data2, res5, fib4[1]) hfib5 = request.security(data2, res5, fib5[1]) hfib6 = request.security(data2, res5, fib6[1]) hfib7 = request.security(data2, res5, fib7[1]) hfib8 = request.security(data2, res5, fib8[1]) hfib9 = request.security(data2, res5, fib9[1]) hfib10 = request.security(data2, res5, fib10[1]) vrsiup = vrsi > vrsi[1] and vrsi[1] > vrsi[2] vrsidown = vrsi < vrsi[1] and vrsi[1] < vrsi[2] long = ta.cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup short = ta.cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long2 = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short2 = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown // long = cross(close, fib0) and delta > 0 and vrsi < overSold and vrsiup // short = cross(close, fib6) and delta < 0 and vrsi > overBought and vrsidown reverseOpens = input(false, 'Reverse Orders') if reverseOpens tmplong = long long := short short := tmplong short //Strategy ts = input(99999, 'TS') tp = input(30, 'TP') sl = input(15, 'SL') last_long = 0.0 last_short = 0.0 last_long := long ? time : nz(last_long) last_short := short ? time : nz(last_short) in_long = last_long > last_short in_short = last_short > last_long long_signal = ta.crossover(last_long, last_short) short_signal = ta.crossover(last_short, last_long) last_open_long = 0.0 last_open_short = 0.0 last_open_long := long ? open : nz(last_open_long[1]) last_open_short := short ? open : nz(last_open_short[1]) last_open_long_signal = 0.0 last_open_short_signal = 0.0 last_open_long_signal := long_signal ? open : nz(last_open_long_signal[1]) last_open_short_signal := short_signal ? open : nz(last_open_short_signal[1]) last_high = 0.0 last_low = 0.0 last_high := not in_long ? na : in_long and (na(last_high[1]) or high > nz(last_high[1])) ? high : nz(last_high[1]) last_low := not in_short ? na : in_short and (na(last_low[1]) or low < nz(last_low[1])) ? low : nz(last_low[1]) long_ts = not na(last_high) and high <= last_high - ts and high >= last_open_long_signal short_ts = not na(last_low) and low >= last_low + ts and low <= last_open_short_signal long_tp = high >= last_open_long + tp and long[1] == 0 short_tp = low <= last_open_short - tp and short[1] == 0 long_sl = low <= last_open_long - sl and long[1] == 0 short_sl = high >= last_open_short + sl and short[1] == 0 last_hfib_long = 0.0 last_hfib_short = 0.0 last_hfib_long := long_signal ? fib1 : nz(last_hfib_long[1]) last_hfib_short := short_signal ? fib5 : nz(last_hfib_short[1]) last_fib7 = 0.0 last_fib10 = 0.0 last_fib7 := long ? fib7 : nz(last_fib7[1]) last_fib10 := long ? fib10 : nz(last_fib10[1]) last_fib8 = 0.0 last_fib9 = 0.0 last_fib8 := short ? fib8 : nz(last_fib8[1]) last_fib9 := short ? fib9 : nz(last_fib9[1]) last_long_signal = 0.0 last_short_signal = 0.0 last_long_signal := long_signal ? time : nz(last_long_signal[1]) last_short_signal := short_signal ? time : nz(last_short_signal[1]) last_long_tp = 0.0 last_short_tp = 0.0 last_long_tp := long_tp ? time : nz(last_long_tp[1]) last_short_tp := short_tp ? time : nz(last_short_tp[1]) last_long_ts = 0.0 last_short_ts = 0.0 last_long_ts := long_ts ? time : nz(last_long_ts[1]) last_short_ts := short_ts ? time : nz(last_short_ts[1]) long_ts_signal = ta.crossover(last_long_ts, last_long_signal) short_ts_signal = ta.crossover(last_short_ts, last_short_signal) last_long_sl = 0.0 last_short_sl = 0.0 last_long_sl := long_sl ? time : nz(last_long_sl[1]) last_short_sl := short_sl ? time : nz(last_short_sl[1]) long_tp_signal = ta.crossover(last_long_tp, last_long) short_tp_signal = ta.crossover(last_short_tp, last_short) long_sl_signal = ta.crossover(last_long_sl, last_long) short_sl_signal = ta.crossover(last_short_sl, last_short) last_long_tp_signal = 0.0 last_short_tp_signal = 0.0 last_long_tp_signal := long_tp_signal ? time : nz(last_long_tp_signal[1]) last_short_tp_signal := short_tp_signal ? time : nz(last_short_tp_signal[1]) last_long_sl_signal = 0.0 last_short_sl_signal = 0.0 last_long_sl_signal := long_sl_signal ? time : nz(last_long_sl_signal[1]) last_short_sl_signal := short_sl_signal ? time : nz(last_short_sl_signal[1]) last_long_ts_signal = 0.0 last_short_ts_signal = 0.0 last_long_ts_signal := long_ts_signal ? time : nz(last_long_ts_signal[1]) last_short_ts_signal := short_ts_signal ? time : nz(last_short_ts_signal[1]) true_long_signal = long_signal and last_long_sl_signal > last_long_signal[1] or long_signal and last_long_tp_signal > last_long_signal[1] or long_signal and last_long_ts_signal > last_long_signal[1] true_short_signal = short_signal and last_short_sl_signal > last_short_signal[1] or short_signal and last_short_tp_signal > last_short_signal[1] or short_signal and last_short_ts_signal > last_short_signal[1] // strategy.entry("BLUE", strategy.long, when=long) // strategy.entry("RED", strategy.short, when=short) g = delta > 0 and vrsi < overSold and vrsiup r = delta < 0 and vrsi > overBought and vrsidown long1 = ta.cross(close, fib1) and g and last_long_signal[1] > last_short_signal // and last_long_signal > long short1 = ta.cross(close, fib5) and r and last_short_signal[1] > last_long_signal // and last_short_signal > short last_long1 = 0.0 last_short1 = 0.0 last_long1 := long1 ? time : nz(last_long1[1]) last_short1 := short1 ? time : nz(last_short1[1]) last_open_long1 = 0.0 last_open_short1 = 0.0 last_open_long1 := long1 ? open : nz(last_open_long1[1]) last_open_short1 := short1 ? open : nz(last_open_short1[1]) long1_signal = ta.crossover(last_long1, last_long_signal) short1_signal = ta.crossover(last_short1, last_short_signal) last_long1_signal = 0.0 last_short1_signal = 0.0 last_long1_signal := long1_signal ? time : nz(last_long1_signal[1]) last_short1_signal := short1_signal ? time : nz(last_short1_signal[1]) long2 = ta.cross(close, fib2) and g and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short2 = ta.cross(close, fib4) and r and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long2 = 0.0 last_short2 = 0.0 last_long2 := long2 ? time : nz(last_long2[1]) last_short2 := short2 ? time : nz(last_short2[1]) last_open_short2 = 0.0 last_open_short2 := short2 ? open : nz(last_open_short2[1]) long2_signal = ta.crossover(last_long2, last_long1_signal) and long1_signal == 0 short2_signal = ta.crossover(last_short2, last_short1_signal) and short1_signal == 0 last_long2_signal = 0.0 last_short2_signal = 0.0 last_long2_signal := long2_signal ? time : nz(last_long2_signal[1]) last_short2_signal := short2_signal ? time : nz(last_short2_signal[1]) //Trade 4 long3 = ta.cross(close, fib3) and g and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short3 = ta.cross(close, fib3) and r and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long3 = 0.0 last_short3 = 0.0 last_long3 := long3 ? time : nz(last_long3[1]) last_short3 := short3 ? time : nz(last_short3[1]) last_open_short3 = 0.0 last_open_short3 := short3 ? open : nz(last_open_short3[1]) long3_signal = ta.crossover(last_long3, last_long2_signal) and long2_signal == 0 short3_signal = ta.crossover(last_short3, last_short2_signal) and short2_signal == 0 last_long3_signal = 0.0 last_short3_signal = 0.0 last_long3_signal := long3_signal ? time : nz(last_long3_signal[1]) last_short3_signal := short3_signal ? time : nz(last_short3_signal[1]) //Trade 5 long4 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short4 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long4 = 0.0 last_short4 = 0.0 last_long4 := long4 ? time : nz(last_long4[1]) last_short4 := short4 ? time : nz(last_short4[1]) long4_signal = ta.crossover(last_long4, last_long3_signal) and long2_signal == 0 and long3_signal == 0 short4_signal = ta.crossover(last_short4, last_short3_signal) and short2_signal == 0 and short3_signal == 0 last_long4_signal = 0.0 last_short4_signal = 0.0 last_long4_signal := long4_signal ? time : nz(last_long4_signal[1]) last_short4_signal := short4_signal ? time : nz(last_short4_signal[1]) //Trade 6 long5 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short5 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long5 = 0.0 last_short5 = 0.0 last_long5 := long5 ? time : nz(last_long5[1]) last_short5 := short5 ? time : nz(last_short5[1]) long5_signal = ta.crossover(last_long5, last_long4_signal) and long3_signal == 0 and long4_signal == 0 short5_signal = ta.crossover(last_short5, last_short4_signal) and short3_signal == 0 and short4_signal == 0 last_long5_signal = 0.0 last_short5_signal = 0.0 last_long5_signal := long5_signal ? time : nz(last_long5_signal[1]) last_short5_signal := short5_signal ? time : nz(last_short5_signal[1]) //Trade 7 long6 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short6 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long6 = 0.0 last_short6 = 0.0 last_long6 := long6 ? time : nz(last_long6[1]) last_short6 := short6 ? time : nz(last_short6[1]) long6_signal = ta.crossover(last_long6, last_long5_signal) and long2_signal == 0 and long4_signal == 0 and long5_signal == 0 short6_signal = ta.crossover(last_short6, last_short5_signal) and short2_signal == 0 and short4_signal == 0 and short5_signal == 0 last_long6_signal = 0.0 last_short6_signal = 0.0 last_long6_signal := long6_signal ? time : nz(last_long6_signal[1]) last_short6_signal := short6_signal ? time : nz(last_short6_signal[1]) //Trade 8 long7 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short7 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long7 = 0.0 last_short7 = 0.0 last_long7 := long7 ? time : nz(last_long7[1]) last_short7 := short7 ? time : nz(last_short7[1]) long7_signal = ta.crossover(last_long7, last_long6_signal) and long2_signal == 0 and long4_signal == 0 and long5_signal == 0 and long6_signal == 0 short7_signal = ta.crossover(last_short7, last_short6_signal) and short2_signal == 0 and short4_signal == 0 and short5_signal == 0 and short6_signal == 0 last_long7_signal = 0.0 last_short7_signal = 0.0 last_long7_signal := long7_signal ? time : nz(last_long7_signal[1]) last_short7_signal := short7_signal ? time : nz(last_short7_signal[1]) //Trade 9 long8 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short8 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long8 = 0.0 last_short8 = 0.0 last_long8 := long8 ? time : nz(last_long8[1]) last_short8 := short8 ? time : nz(last_short8[1]) long8_signal = ta.crossover(last_long8, last_long7_signal) and long2_signal == 0 and long4_signal == 0 and long5_signal == 0 and long6_signal == 0 and long7_signal == 0 short8_signal = ta.crossover(last_short8, last_short7_signal) and short2_signal == 0 and short4_signal == 0 and short5_signal == 0 and short6_signal == 0 and short7_signal == 0 last_long8_signal = 0.0 last_short8_signal = 0.0 last_long8_signal := long8_signal ? time : nz(last_long8_signal[1]) last_short8_signal := short8_signal ? time : nz(last_short8_signal[1]) //Trade 10 long9 = long and last_long1_signal > last_long_signal[1] and long1_signal == 0 and last_long_signal[1] > last_short_signal short9 = short and last_short1_signal > last_short_signal[1] and short1_signal == 0 and last_short_signal[1] > last_long_signal last_long9 = 0.0 last_short9 = 0.0 last_long9 := long9 ? time : nz(last_long9[1]) last_short9 := short9 ? time : nz(last_short9[1]) long9_signal = ta.crossover(last_long9, last_long8_signal) and long2_signal == 0 and long4_signal == 0 and long5_signal == 0 and long6_signal == 0 and long7_signal == 0 and long8_signal == 0 short9_signal = ta.crossover(last_short9, last_short8_signal) and short2_signal == 0 and short4_signal == 0 and short5_signal == 0 and short6_signal == 0 and short7_signal == 0 and short8_signal == 0 last_long9_signal = 0.0 last_short9_signal = 0.0 last_long9_signal := long9_signal ? time : nz(last_long9_signal[1]) last_short9_signal := short9_signal ? time : nz(last_short9_signal[1]) strategy.entry('Long', strategy.long, qty=1, when=long_signal) strategy.entry('Short', strategy.short, qty=1, when=short_signal) strategy.entry('Long', strategy.long, qty=2, when=long1_signal) strategy.entry('Short1', strategy.short, qty=2, when=short1_signal) strategy.entry('Long', strategy.long, qty=4, when=long2_signal) strategy.entry('Short2', strategy.short, qty=4, when=short2_signal) strategy.entry('Long', strategy.long, qty=8, when=long3_signal) strategy.entry('Short3', strategy.short, qty=8, when=short3_signal) strategy.entry('Long', strategy.long, qty=5, when=long4_signal) strategy.entry('Short', strategy.short, qty=5, when=short4_signal) strategy.entry('Long', strategy.long, qty=6, when=long5_signal) strategy.entry('Short', strategy.short, qty=6, when=short5_signal) strategy.entry('Long', strategy.long, qty=7, when=long6_signal) strategy.entry('Short', strategy.short, qty=7, when=short6_signal) strategy.entry('Long', strategy.long, qty=8, when=long7_signal) strategy.entry('Short', strategy.short, qty=8, when=short7_signal) strategy.entry('Long', strategy.long, qty=9, when=long8_signal) strategy.entry('Short', strategy.short, qty=9, when=short8_signal) strategy.entry('Long', strategy.long, qty=10, when=long9_signal) strategy.entry('Short', strategy.short, qty=10, when=short9_signal) short1_tp = low <= last_open_short1 - tp and short1[1] == 0 short2_tp = low <= last_open_short2 - tp and short2[1] == 0 short3_tp = low <= last_open_short3 - tp and short3[1] == 0 short1_sl = high >= last_open_short1 + sl and short1[1] == 0 short2_sl = high >= last_open_short2 + sl and short2[1] == 0 short3_sl = high >= last_open_short3 + sl and short3[1] == 0 close_long = ta.cross(close, fib6) close_short = ta.cross(close, fib0) // strategy.close("Long", when=close_long) // strategy.close("Long", when=long_tp) // strategy.close("Long", when=long_sl) // strategy.close("Short", when=long_signal) // strategy.close("Short1", when=long_signal) // strategy.close("Short2", when=long_signal) // strategy.close("Short3", when=long_signal) strategy.close('Short', when=short_tp) strategy.close('Short1', when=short1_tp) strategy.close('Short2', when=short2_tp) strategy.close('Short3', when=short3_tp) strategy.close('Short', when=short_sl) strategy.close('Short1', when=short1_sl) strategy.close('Short2', when=short2_sl) strategy.close('Short3', when=short3_sl)