VWAP Close 策略
概述
该策略计算收盘价的成交量加权移动平均线(VWMA)。当 VWMA 发生方向变化时,产生潜在的入场或出场信号:
- 当 VWMA 先下降后在当前K线上转为上行(形成谷底)时,策略会平掉空头并视情况开多。
- 当 VWMA 先上升后在当前K线上转为下行(形成峰值)时,策略会平掉多头并视情况开空。
参数
- Period – 用于 VWMA 计算的K线数量。
- Candle Type – 处理的K线时间框架。
- Buy Open – 允许开多。
- Sell Open – 允许开空。
- Buy Close – 当 VWMA 向下转折时允许平多。
- Sell Close – 当 VWMA 向上转折时允许平空。
说明
策略使用 StockSharp 的 VolumeWeightedMovingAverage 指标,仅处理已完成的K线。交易数量来自策略的 Volume 属性;开新仓时会自动平掉反向仓位。
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Strategy based on Volume Weighted Moving Average (VWMA) slope reversals.
/// Opens or closes positions when the VWMA changes direction.
/// </summary>
public class VwapCloseStrategy : Strategy
{
private readonly StrategyParam<int> _period;
private readonly StrategyParam<DataType> _candleType;
private decimal? _prev1;
private decimal? _prev2;
public int Period { get => _period.Value; set => _period.Value = value; }
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public VwapCloseStrategy()
{
_period = Param(nameof(Period), 2)
.SetDisplay("Period", "VWMA calculation period", "Indicator")
.SetOptimize(2, 5, 1);
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prev1 = null;
_prev2 = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prev1 = null;
_prev2 = null;
var vwma = new VolumeWeightedMovingAverage { Length = Period };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(vwma, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, vwma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal vwmaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (_prev1 is null || _prev2 is null)
{
_prev2 = _prev1;
_prev1 = vwmaValue;
return;
}
var prev1 = _prev1.Value;
var prev2 = _prev2.Value;
// Open long on valley (VWMA turns up)
if (prev1 < prev2 && vwmaValue > prev1 && Position <= 0)
BuyMarket();
// Open short on peak (VWMA turns down)
else if (prev1 > prev2 && vwmaValue < prev1 && Position >= 0)
SellMarket();
_prev2 = prev1;
_prev1 = vwmaValue;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import VolumeWeightedMovingAverage
from StockSharp.Algo.Strategies import Strategy
class vwap_close_strategy(Strategy):
def __init__(self):
super(vwap_close_strategy, self).__init__()
self._period = self.Param("Period", 2) \
.SetDisplay("Period", "VWMA calculation period", "Indicator")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev1 = None
self._prev2 = None
@property
def period(self):
return self._period.Value
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(vwap_close_strategy, self).OnReseted()
self._prev1 = None
self._prev2 = None
def OnStarted2(self, time):
super(vwap_close_strategy, self).OnStarted2(time)
self._prev1 = None
self._prev2 = None
vwma = VolumeWeightedMovingAverage()
vwma.Length = self.period
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(vwma, self.process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, vwma)
self.DrawOwnTrades(area)
def process_candle(self, candle, vwma_value):
if candle.State != CandleStates.Finished:
return
vwma_value = float(vwma_value)
if self._prev1 is None or self._prev2 is None:
self._prev2 = self._prev1
self._prev1 = vwma_value
return
prev1 = self._prev1
prev2 = self._prev2
if prev1 < prev2 and vwma_value > prev1 and self.Position <= 0:
self.BuyMarket()
elif prev1 > prev2 and vwma_value < prev1 and self.Position >= 0:
self.SellMarket()
self._prev2 = prev1
self._prev1 = vwma_value
def CreateClone(self):
return vwap_close_strategy()