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package com.deepchart.utils;
import com.deepchart.entity.StockDailyData;
import java.time.LocalDate;
import java.util.*;
public class MATools {
public static class MAAnalysisResult {
private String trend; // 趋势方向:上升 / 下降 / 震荡
private String crossSignal; // 金叉 / 死叉 / 无信号
private String maArrangement; // 多头排列 / 空头排列 / 均线粘合
private double shortMA; // 短期均线值(如5日)
private double midMA; // 中期均线值(如20日)
private Double longMA; // 长期均线值(如30日,可能为 null)
// Getters and Setters
public String getTrend() { return trend; }
public void setTrend(String trend) { this.trend = trend; }
public String getCrossSignal() { return crossSignal; }
public void setCrossSignal(String crossSignal) { this.crossSignal = crossSignal; }
public String getMaArrangement() { return maArrangement; }
public void setMaArrangement(String maArrangement) { this.maArrangement = maArrangement; }
public double getShortMA() { return shortMA; }
public void setShortMA(double shortMA) { this.shortMA = shortMA; }
public double getMidMA() { return midMA; }
public void setMidMA(double midMA) { this.midMA = midMA; }
public Double getLongMA() { return longMA; }
public void setLongMA(Double longMA) { this.longMA = longMA; }
@Override
public String toString() {
return "MAAnalysisResult{" +
"trend='" + trend + '\'' +
", crossSignal='" + crossSignal + '\'' +
", maArrangement='" + maArrangement + '\'' +
", shortMA=" + shortMA +
", midMA=" + midMA +
", longMA=" + longMA +
'}';
}
}
/**
* 对股票日线数据进行MA指标分析
* @param stockDataList 至少包含20个交易日的StockDailyData列表(按时间升序排列)
* @return MA分析结果
*/
public static MAAnalysisResult analyze(List<StockDailyData> stockDataList) {
if (stockDataList == null || stockDataList.size() < 20) {
throw new IllegalArgumentException("数据不足,至少需要20个交易日的收盘价");
}
// 提取收盘价(确保按时间顺序,最新在最后)
List<Double> closePrices = new ArrayList<>();
for (StockDailyData data : stockDataList) {
closePrices.add(data.getClosePrice());
}
int n = closePrices.size();
// 定义周期
int shortPeriod = 5;
int midPeriod = 20;
int longPeriod = 30; // 因为只有40天数据,60日无法计算,改用30日
// 计算MA(取最近一个值)
double shortMA = calculateMA(closePrices, shortPeriod);
double midMA = calculateMA(closePrices, midPeriod);
Double longMA = n >= longPeriod ? calculateMA(closePrices, longPeriod) : null;
MAAnalysisResult result = new MAAnalysisResult();
result.setShortMA(shortMA);
result.setMidMA(midMA);
result.setLongMA(longMA);
// 1. 趋势判断(基于短中长期均线相对位置)
String trend = "震荡趋势";
if (shortMA > midMA && (longMA == null || midMA > longMA)) {
trend = "上升趋势";
} else if (shortMA < midMA && (longMA == null || midMA < longMA)) {
trend = "下降趋势";
}
result.setTrend(trend);
// 2. 金叉/死叉判断(5日 vs 20日)
String crossSignal = "无信号";
// 需要前一日数据才能判断交叉,这里简化:仅用当前值判断是否刚发生交叉(实际应比较前后两日)
// 更严谨的做法是保留前一天的MA值,但此处假设调用方只关心当前状态下的潜在信号
// 我们采用“当前短线上穿中线”作为金叉近似判断(需注意这是简化版)
if (shortMA > midMA) {
// 检查昨日是否 short <= mid(需要倒数第2个MA值)
if (n >= Math.max(shortPeriod, midPeriod) + 1) {
double prevShortMA = calculateMA(closePrices.subList(0, n - 1), shortPeriod);
double prevMidMA = calculateMA(closePrices.subList(0, n - 1), midPeriod);
if (prevShortMA <= prevMidMA) {
crossSignal = "金叉信号";
}
}
} else if (shortMA < midMA) {
if (n >= Math.max(shortPeriod, midPeriod) + 1) {
double prevShortMA = calculateMA(closePrices.subList(0, n - 1), shortPeriod);
double prevMidMA = calculateMA(closePrices.subList(0, n - 1), midPeriod);
if (prevShortMA >= prevMidMA) {
crossSignal = "死叉信号";
}
}
}
result.setCrossSignal(crossSignal);
// 3. 均线排列
String arrangement = "均线粘合";
if (longMA != null) {
if (shortMA > midMA && midMA > longMA) {
arrangement = "多头排列";
} else if (shortMA < midMA && midMA < longMA) {
arrangement = "空头排列";
}
} else {
// 无长期均线时,仅用短中判断
if (Math.abs(shortMA - midMA) / midMA < 0.01) { // 差距小于1%
arrangement = "均线粘合";
} else if (shortMA > midMA) {
arrangement = "短期强于中期";
} else {
arrangement = "短期弱于中期";
}
}
result.setMaArrangement(arrangement);
return result;
}
/**
* 计算最近一期的简单移动平均值(SMA)
* @param prices 收盘价列表(时间升序,最新在末尾)
* @param period 周期
* @return 最新一期的MA值
*/
private static double calculateMA(List<Double> prices, int period) {
if (prices.size() < period) {
throw new IllegalArgumentException("价格数据长度不足,无法计算" + period + "日均线");
}
double sum = 0.0;
int n = prices.size();
for (int i = n - period; i < n; i++) {
sum += prices.get(i);
}
return sum / period;
}
}