matlab 小波包数据c#画出热力图 代码实现
时间: 2023-06-14 14:04:13 浏览: 186
以下是使用C#绘制小波包数据热力图的示例代码:
```csharp
using System;
using System.Collections.Generic;
using System.Drawing;
using System.IO;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using System.Windows.Forms;
using System.Windows.Forms.DataVisualization.Charting;
namespace WaveletPacketHeatmap
{
public partial class Form1 : Form
{
private Chart chart;
public Form1()
{
InitializeComponent();
// 创建 Chart 控件
chart = new Chart();
chart.Parent = this;
chart.Dock = DockStyle.Fill;
chart.BackColor = Color.White;
// 添加热力图
AddHeatmap();
}
private void AddHeatmap()
{
// 读取小波包数据
double[,] data = ReadWaveletPacketData("wavelet_packet_data.txt");
// 创建数据序列
List<double> values = new List<double>();
for (int i = 0; i < data.GetLength(0); i++)
{
for (int j = 0; j < data.GetLength(1); j++)
{
values.Add(data[i, j]);
}
}
// 计算数据范围
double minValue = values.Min();
double maxValue = values.Max();
// 创建热力图序列
List<DataPoint> points = new List<DataPoint>();
for (int i = 0; i < data.GetLength(0); i++)
{
for (int j = 0; j < data.GetLength(1); j++)
{
double value = data[i, j];
double intensity = (value - minValue) / (maxValue - minValue);
Color color = Color.FromArgb((int)(255 * intensity), 0, 0);
points.Add(new DataPoint(j, i, value) { Color = color });
}
}
// 创建热力图
Series heatmap = new Series();
heatmap.ChartType = SeriesChartType.Point;
heatmap.Points.AddRange(points.ToArray());
chart.Series.Add(heatmap);
// 设置坐标轴
chart.ChartAreas.Add(new ChartArea());
chart.ChartAreas[0].AxisX.Minimum = 0;
chart.ChartAreas[0].AxisX.Maximum = data.GetLength(1);
chart.ChartAreas[0].AxisY.Minimum = 0;
chart.ChartAreas[0].AxisY.Maximum = data.GetLength(0);
chart.ChartAreas[0].AxisX.Interval = 1;
chart.ChartAreas[0].AxisY.Interval = 1;
chart.ChartAreas[0].AxisX.MajorGrid.Enabled = false;
chart.ChartAreas[0].AxisY.MajorGrid.Enabled = false;
chart.ChartAreas[0].AxisX.MajorTickMark.Enabled = false;
chart.ChartAreas[0].AxisY.MajorTickMark.Enabled = false;
chart.ChartAreas[0].AxisX.LabelStyle.Enabled = false;
chart.ChartAreas[0].AxisY.LabelStyle.Enabled = false;
}
private double[,] ReadWaveletPacketData(string filename)
{
List<double[]> rows = new List<double[]>();
using (StreamReader reader = new StreamReader(filename))
{
while (!reader.EndOfStream)
{
string line = reader.ReadLine();
string[] values = line.Split('\t');
double[] row = new double[values.Length];
for (int i = 0; i < values.Length; i++)
{
row[i] = double.Parse(values[i]);
}
rows.Add(row);
}
}
double[,] data = new double[rows.Count, rows[0].Length];
for (int i = 0; i < rows.Count; i++)
{
for (int j = 0; j < rows[i].Length; j++)
{
data[i, j] = rows[i][j];
}
}
return data;
}
}
}
```
在上面的示例代码中,`ReadWaveletPacketData` 方法用于从文件中读取小波包数据,`AddHeatmap` 方法用于创建热力图并添加到 Chart 控件中。通过设置数据点的颜色来实现热力图效果。最后需要设置坐标轴的范围、网格线、刻度标记和标签等属性来展示热力图。
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