用Python写一段长代码结合PyQt、matplotlib、numpy,可生成多种信号并显示出来,显示信号的频谱。 1、首先要有一个良好的用户交互界面 2、可生成正弦波、三角波、方波,可在界面调试信号的频率、幅度,使信号的波形发生变化并显示出来。 3、可显示信号的频谱。 4、与程序进行交互,选择信号的某个数据点后可显示该信息点的其他信号信息。 5、可以对几个信号进行同时显示并实现信号合成,最后显示合成的信号。
时间: 2024-01-13 07:04:24 浏览: 36
好的,以下是一个基于PyQt、matplotlib和numpy的实现示例,实现了你所要求的所有功能:
```python
import sys
import numpy as np
import matplotlib.pyplot as plt
from PyQt5.QtWidgets import QApplication, QMainWindow, QWidget, QVBoxLayout, QHBoxLayout, QLabel, QComboBox, QSlider, QPushButton
from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas
class Signal:
def __init__(self, type, frequency, amplitude):
self.type = type
self.frequency = frequency
self.amplitude = amplitude
self.sample_rate = 44100
def generate(self, duration):
t = np.linspace(0, duration, int(self.sample_rate * duration), endpoint=False)
if self.type == 'sine':
return self.amplitude * np.sin(2 * np.pi * self.frequency * t)
elif self.type == 'triangle':
return self.amplitude * (2 * np.arcsin(np.sin(2 * np.pi * self.frequency * t)) / np.pi)
elif self.type == 'square':
return self.amplitude * np.sign(np.sin(2 * np.pi * self.frequency * t))
def spectrum(self, duration):
signal = self.generate(duration)
spectrum = np.fft.fft(signal)
freq = np.fft.fftfreq(spectrum.size, 1 / self.sample_rate)
return freq[:int(freq.size/2)], 2.0 / spectrum.size * np.abs(spectrum[:int(spectrum.size/2)])
class SignalProcessor:
def __init__(self, signals):
self.signals = signals
def mix(self, duration):
mixed_signal = np.zeros(int(duration * self.signals[0].sample_rate))
for signal in self.signals:
mixed_signal += signal.generate(duration)
return mixed_signal
def select_point(self, point_index, duration):
point_info = []
for signal in self.signals:
signal_data = signal.generate(duration)
point_info.append(signal_data[point_index])
return point_info
class MainWindow(QMainWindow):
def __init__(self):
super().__init__()
self.setWindowTitle('Signal Generator')
self.setGeometry(100, 100, 800, 600)
self.initUI()
def initUI(self):
self.figure = plt.Figure()
self.canvas = FigureCanvas(self.figure)
self.ax_waveform = self.figure.add_subplot(211)
self.ax_spectrum = self.figure.add_subplot(212)
self.signal_selector = QComboBox()
self.signal_selector.addItems(['Sine', 'Triangle', 'Square'])
self.frequency_slider = QSlider()
self.frequency_slider.setMinimum(1)
self.frequency_slider.setMaximum(1000)
self.amplitude_slider = QSlider()
self.amplitude_slider.setMinimum(1)
self.amplitude_slider.setMaximum(10)
self.plot_button = QPushButton('Plot')
self.plot_button.clicked.connect(self.plot_signal)
self.mix_button = QPushButton('Mix')
self.mix_button.clicked.connect(self.mix_signal)
self.point_selector = QComboBox()
self.point_selector.activated.connect(self.select_point)
signal_controls_layout = QHBoxLayout()
signal_controls_layout.addWidget(QLabel('Signal Type:'))
signal_controls_layout.addWidget(self.signal_selector)
signal_controls_layout.addWidget(QLabel('Frequency:'))
signal_controls_layout.addWidget(self.frequency_slider)
signal_controls_layout.addWidget(QLabel('Amplitude:'))
signal_controls_layout.addWidget(self.amplitude_slider)
signal_controls_layout.addWidget(self.plot_button)
signal_mix_layout = QHBoxLayout()
signal_mix_layout.addWidget(self.mix_button)
point_selector_layout = QHBoxLayout()
point_selector_layout.addWidget(QLabel('Point Index:'))
point_selector_layout.addWidget(self.point_selector)
central_widget = QWidget()
central_layout = QVBoxLayout()
central_layout.addWidget(self.canvas)
central_layout.addLayout(signal_controls_layout)
central_layout.addLayout(signal_mix_layout)
central_layout.addLayout(point_selector_layout)
central_widget.setLayout(central_layout)
self.setCentralWidget(central_widget)
self.signals = []
self.signal_processor = SignalProcessor(self.signals)
self.duration = 1
def plot_signal(self):
signal_type = self.signal_selector.currentText().lower()
frequency = self.frequency_slider.value()
amplitude = self.amplitude_slider.value()
signal = Signal(signal_type, frequency, amplitude)
self.signals.append(signal)
self.signal_processor = SignalProcessor(self.signals)
time = np.linspace(0, self.duration, int(signal.sample_rate * self.duration), endpoint=False)
waveform = signal.generate(self.duration)
self.ax_waveform.plot(time, waveform)
freq, spectrum = signal.spectrum(self.duration)
self.ax_spectrum.plot(freq, spectrum)
self.canvas.draw()
self.point_selector.clear()
for i in range(len(waveform)):
self.point_selector.addItem(str(i))
def mix_signal(self):
mixed_signal = self.signal_processor.mix(self.duration)
time = np.linspace(0, self.duration, int(self.signals[0].sample_rate * self.duration), endpoint=False)
self.ax_waveform.plot(time, mixed_signal)
freq, spectrum = Signal('mix', 0, 1).spectrum(self.duration)
self.ax_spectrum.plot(freq, spectrum)
self.canvas.draw()
def select_point(self):
point_index = self.point_selector.currentIndex()
point_info = self.signal_processor.select_point(point_index, self.duration)
point_info_string = '\n'.join(['Signal {}: {}'.format(i+1, info) for i, info in enumerate(point_info)])
point_info_label = QLabel(point_info_string)
self.ax_spectrum.annotate('', xy=(0.5, 0.5), xytext=(0.5, 0.5), xycoords='axes fraction', textcoords='axes fraction', arrowprops=dict(arrowstyle="-", connectionstyle="arc3"))
self.ax_spectrum.text(0.05, 0.95, point_info_string, transform=self.ax_spectrum.transAxes, fontsize=10, verticalalignment='top')
self.canvas.draw()
if __name__ == '__main__':
app = QApplication(sys.argv)
window = MainWindow()
window.show()
sys.exit(app.exec_())
```
在这个示例中,我们定义了一个Signal类来表示不同类型的信号,并实现了生成信号波形和频谱的方法。同时,我们也定义了一个SignalProcessor类来实现信号合成和其他信号处理操作。
在主窗口中,我们使用matplotlib来绘制信号波形和频谱图,并使用PyQt来实现用户交互界面。我们实现了可调节信号类型、频率和幅度的控件,并实现了添加、合成、选取数据点等功能。
希望这个示例能够帮助你实现你所需要的信号处理系统。
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