Strategi perdagangan purata bergerak berganda yang kukuh
Penulis:ChaoZhang, Tarikh: 2024-02-05 10:57:28Tag:
Ringkasan
Strategi Dagangan Purata Bergerak Berganda yang mantap menggabungkan kekuatan kedua-dua Indeks Kekuatan Relatif (RSI) dan penunjuk Kadar Perubahan (ROC) untuk mengenal pasti arah trend jangka menengah hingga panjang. Dengan penapis terbina dalam dan syarat berhenti kerugian, strategi ini memasuki pasaran hanya selepas arah trend disahkan, yang secara berkesan mengurangkan risiko pecah palsu.
Logika Strategi
Strategi ini menggunakan gabungan penunjuk RSI dan ROC untuk menentukan isyarat kemasukan. Apabila harga mendekati kawasan overbought / oversold, ia menunjukkan titik pembalikan yang berpotensi dan pembentukan isyarat pembalikan. Apabila harga berayun dalam kawasan ini, ia menunjukkan trend semasa mungkin berterusan untuk beberapa waktu. Penunjuk ROC menilai trend harga dan momentum dari perspektif kadar perubahan. Kedua-dua penunjuk saling melengkapi dalam menilai struktur pasaran.
Di samping itu, strategi ini menggabungkan penapis trend jangka menengah hingga panjang (SMA) dan garis stop loss jangka pendek sebelum memasuki sebarang perdagangan. Ini memastikan bahawa entri hanya berlaku dalam arah trend yang disahkan dan tanpa risiko stop loss yang akan datang di pasaran berayun. Konfigurasi sedemikian mengurangkan kemungkinan ditiup dalam persekitaran terhad, menjadikan strategi risiko yang dapat dikendalikan untuk peniaga.
Tetapan input yang fleksibel juga membolehkan peniaga memilih antara RSI sahaja, ROC sahaja atau gabungan kedua-duanya sebagai pencetus kemasukan.
Analisis Kelebihan
Kelebihan terbesar strategi ini terletak pada menggabungkan kedua-dua isyarat trend dan pembalikan untuk keputusan kemasukan, dengan mengambil kira kedua-dua faktor trend dan struktur untuk memastikan masa yang tepat.
Satu lagi kelebihan adalah penapis trend terbina dalam (SMA) dan stop loss jangka pendek, yang mengurangkan kebarangkalian terperangkap dalam pasaran berayun.
Akhirnya, kombinasi penetapan parameter berbilang membolehkan peniaga mengoptimumkan strategi untuk produk dan persekitaran pasaran yang berbeza.
Analisis Risiko
Risiko terbesar strategi ini berasal dari sifat ketinggalan penunjuk isyarat pembalikan seperti RSI dan ROC. Apabila trend mula bergeser, penunjuk ini sering ketinggalan sebelum mencapai tahap ambang yang ditetapkan dalam parameter. Ketinggalan sedemikian boleh menunda kemasukan strategi dan menyebabkan ia terlepas peringkat awal pelancaran trend.
Satu lagi risiko yang berpotensi ialah dalam pasaran berayun, tetapan parameter RSI dan ROC mungkin menjadi terlalu sensitif dan menghasilkan isyarat palsu tertentu.
Arahan pengoptimuman
Strategi ini boleh dioptimumkan dalam aspek berikut:
-
Menggabungkan lebih banyak penunjuk untuk penggunaan gabungan seperti KDJ, MACD untuk meningkatkan ketepatan isyarat dengan penilaian struktur pasaran pelbagai dimensi
-
Memperkenalkan mekanisme pengoptimuman adaptif ke dalam parameter RSI dan ROC supaya tetapan dapat menyesuaikan secara dinamik berdasarkan turun naik masa nyata
-
Memperbaiki logik kemasukan dengan menambah mekanisme pengesahan apabila alat trend dan alat pembalikan secara serentak memenuhi keadaan, mengelakkan bertindak pada isyarat palsu dalam goyangan
-
Memperluaskan julat stop loss atau menetapkan stop loss yang tertinggal untuk menyediakan pembalikan lebih banyak ruang, mengurangkan keuntungan yang hilang kerana pengelompokan stop loss
Kesimpulan
Strategi perdagangan purata bergerak berganda yang mantap berjaya menggabungkan diagnosis trend dan penunjuk pembalikan untuk menangkap peluang struktural apabila pengesahan trend jangka menengah hingga panjang. Dengan konfigurasi yang kukuh, peniaga dapat mengoptimumkan parameter untuk saham individu dan keadaan pasaran. Garis pertahanan berganda juga menjadikannya pilihan yang boleh dikawal risiko. Penambahbaikan prestasi lanjut dapat dicapai dengan menggabungkan lebih banyak indikator atau mewujudkan mekanisme penyesuaian parameter adaptif.
/*backtest
start: 2024-01-05 00:00:00
end: 2024-02-04 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/
// © GlobalMarketSignals
//@version=4
strategy("GMS: RSI & ROC Strategy", overlay=true)
LongShort = input(title="Long Only or Short Only or Both?", type=input.string, defval="Both", options=["Both", "Long Only", "Short Only"])
RSIroc = input(title="RSI Only, ROC Only, Both?", type=input.string, defval="Both", options=["Both", "RSI Only", "ROC Only"])
RSILength = input(title="RSI Length", type = input.integer ,defval=14)
RSIUpper = input(title="RSI Upper Threshold", type = input.float ,defval=70)
RSILower = input(title="RSI Lower Threshold", type = input.float ,defval=30)
ROCLength = input(title="ROC Length", type = input.integer ,defval=14)
ROCUpper = input(title="ROC Upper Threshold", type = input.float ,defval=0.01)
ROCLower = input(title="ROC Lower Threshold", type = input.float ,defval=-0.01)
LongExit = input(title="Long Exit SMA Length", type = input.integer ,defval=5)
ShortExit = input(title="Short Exit SMA Length", type = input.integer ,defval=5)
AboveBelow = input(title="Trend SMA Filter?", type=input.string, defval="Above", options=["Above", "Below", "Don't Include"])
TrendLength = input(title="Trend SMA Length", type = input.integer ,defval=200)
//RSI ONLY
//Long Side
if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
//RSI ONLY
//SHORT SIDE
if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "RSI Only"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
///////-----------------/////////////
///////-----------------/////////////
///////-----------------/////////////
//ROC ONLY
//Long Side
if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
strategy.entry("LONG", true, when = rsi(close,ROCLength)<ROCLower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
//ROC ONLY
//SHORT SIDE
if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "ROC Only"
strategy.entry("SHORT", false, when = roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
///////-----------------/////////////
///////-----------------/////////////
///////-----------------/////////////
//BOTH
//Long Side
if LongShort =="Long Only" and AboveBelow == "Above" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Below" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Long Only" and AboveBelow == "Don't Include" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close>sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit) and close<sma(close,TrendLength))
strategy.close("LONG", when = close>sma(close,LongExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "Both"
strategy.entry("LONG", true, when = rsi(close,RSILength)<RSILower and roc(close,ROCLength)<ROCLower and close< sma(close,LongExit))
strategy.close("LONG", when = close>sma(close,LongExit))
//BOTH
//SHORT SIDE
if LongShort =="Short Only" and AboveBelow == "Above" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Below" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Short Only" and AboveBelow == "Don't Include" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Above" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close>sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Below" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit) and close<sma(close,TrendLength))
strategy.close("SHORT", when = close<sma(close,ShortExit))
if LongShort =="Both" and AboveBelow == "Don't Include" and RSIroc == "Both"
strategy.entry("SHORT", false, when = rsi(close,RSILength)>RSIUpper and roc(close,ROCLength)>ROCUpper and close> sma(close,ShortExit))
strategy.close("SHORT", when = close<sma(close,ShortExit))
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