| # SPDX-License-Identifier: MPL-2.0 |
| # Copyright (c) 2022 Philipp Le <philipp@philipple.de>. |
| # This Source Code Form is subject to the terms of the Mozilla Public |
| # License, v. 2.0. If a copy of the MPL was not distributed with this |
| # file, You can obtain one at https://mozilla.org/MPL/2.0/. |
| |
| from __future__ import annotations |
| |
| from tkinter import ttk |
| from pydantic import confloat |
| from dcs.config import ConfigObject, ui_create, ConfigControlFrame |
| from typing import Dict |
| import numpy as np |
| from abc import abstractmethod, ABC |
| |
| from .signal import Signal |
| from .chain import TxBasebandGenerator, RfBandGenerator, RxBasebandGenerator |
| from .filter import Filter |
| |
| |
| @ui_create |
| class IqOscillatorBase(ConfigObject, ABC): |
| freq: confloat(ge=0) = 100.0 |
| phase: confloat(ge=-180.0, le=180.0, multiple_of=0.1) = 0.0 |
| phase_imbalance: confloat(ge=-90.0, le=90.0, multiple_of=0.01) = 0.0 |
| amplitude_imbalance: confloat(ge=-1.0, le=1.0, multiple_of=0.001) = 0.0 |
| |
| def calc_signal(self, t: np.ndarray) -> np.ndarray: |
| phase_rad = self.phase * np.pi / 180 |
| phi = 2 * np.pi * self.freq * t |
| out_i = np.cos(phi + phase_rad) |
| out_q = (1 + self.amplitude_imbalance) * np.sin(phi + phase_rad + self.phase_imbalance) |
| return out_i + (1j * out_q) |
| |
| @abstractmethod |
| def make_config_widget(self, parent: ttk.Widget) -> ConfigControlFrame: |
| ... |
| |
| def make_title(self): |
| return f'f={self.freq}, phi={self.phase}°' |
| |
| |
| def create_iq_oscillator_class(sample_rate: int, imbalance_wdg: bool = True): |
| @ui_create |
| class _IqOscillator(IqOscillatorBase): |
| freq: confloat(ge=0, lt=sample_rate/4, multiple_of=(4.0/sample_rate)) = 100.0 |
| |
| def make_config_widget(self, parent: ttk.Widget) -> ConfigControlFrame: |
| frm = ConfigControlFrame(parent) |
| |
| ttk.Label(frm, text='Frequency:').grid(row=0, column=0) |
| w = self.ui_create_freq(frm) |
| frm.add_widget(w) |
| w.grid(row=0, column=1) |
| |
| ttk.Label(frm, text='Phase:').grid(row=1, column=0) |
| w = self.ui_create_phase(frm) |
| frm.add_widget(w) |
| w.grid(row=1, column=1) |
| ttk.Label(frm, text='°').grid(row=1, column=2) |
| |
| if imbalance_wdg: |
| ttk.Label(frm, text='Phase Imbalance:').grid(row=2, column=0) |
| w = self.ui_create_phase_imbalance(frm) |
| frm.add_widget(w) |
| w.grid(row=2, column=1) |
| ttk.Label(frm, text='°').grid(row=2, column=2) |
| |
| ttk.Label(frm, text='Amplitude Imbalance:').grid(row=3, column=0) |
| w = self.ui_create_amplitude_imbalance(frm) |
| frm.add_widget(w) |
| w.grid(row=3, column=1) |
| ttk.Label(frm, text='Rel. Error').grid(row=3, column=2) |
| |
| return frm |
| |
| _IqOscillator.update_forward_refs(sample_rate=sample_rate) |
| return _IqOscillator |
| |
| |
| class IqUpMixer: |
| def __init__(self, tx_osc: IqOscillatorBase, noise_dBc: float, random_seed: int): |
| self.tx_osc = tx_osc |
| self.noise_dBc = noise_dBc |
| self.random_seed = random_seed |
| |
| def _make_noise(self, t: np.ndarray) -> np.ndarray: |
| np.random.seed(self.random_seed) |
| noise_rms = np.power(10, (self.noise_dBc / 20)) |
| noise_sigma = np.sqrt(2) * noise_rms |
| return np.random.normal(0, noise_sigma, len(t)) |
| |
| def calc_rf_signal(self, tx_baseband_signal: Signal) -> Signal: |
| t = tx_baseband_signal.t |
| baseband = tx_baseband_signal.signal |
| osc = self.tx_osc.calc_signal(t) |
| i_mixed = np.real(baseband) * np.real(osc) |
| q_mixed = np.imag(baseband) * np.imag(osc) |
| return Signal( |
| t=t, |
| signal=i_mixed - q_mixed + self._make_noise(t), |
| sample_rate=tx_baseband_signal.sample_rate, |
| ) |
| |
| |
| class IqDownMixer: |
| def __init__(self, rx_osc: IqOscillatorBase, baseband_filter: Filter): |
| self.rx_osc = rx_osc |
| self.baseband_filter = baseband_filter |
| |
| def calc_rx_baseband_signal(self, rf_signal: Signal) -> Signal: |
| osc = self.rx_osc.calc_signal(rf_signal.t) |
| i_mixed = 2 * rf_signal.signal * np.real(osc) |
| q_mixed = 2 * rf_signal.signal * np.imag(osc) |
| base = i_mixed - (1j * q_mixed) |
| return self.baseband_filter.filter( |
| Signal( |
| t=rf_signal.t, |
| signal=base, |
| sample_rate=rf_signal.sample_rate, |
| ) |
| ) |
| |
| |
| class IqTxBasebandGenerator(TxBasebandGenerator, ABC): |
| @abstractmethod |
| def generate_tx_baseband_signal(self, sample_rate: float) -> Signal: |
| ... |
| |
| def make_rf_band_generator(self, up_mix: IqUpMixer) -> IqRfBandGenerator: |
| return IqRfBandGenerator(self, up_mix) |
| |
| |
| class IqRfBandGenerator(RfBandGenerator): |
| def __init__(self, tx_baseband_generator: IqTxBasebandGenerator, up_mix: IqUpMixer): |
| self.tx_baseband_generator = tx_baseband_generator |
| self.up_mix = up_mix |
| self._lazy_eval_store: Dict[float, Signal] = {} |
| |
| def generate_rf_signal(self, sample_rate: float) -> Signal: |
| if sample_rate not in self._lazy_eval_store: |
| tx_baseband_signal = self.tx_baseband_generator.generate_tx_baseband_signal(sample_rate) |
| self._lazy_eval_store[sample_rate] = self.up_mix.calc_rf_signal(tx_baseband_signal) |
| return self._lazy_eval_store[sample_rate] |
| |
| def make_iq_down_mixer(self, down_mix: IqDownMixer) -> IqRxBasebandGenerator: |
| return IqRxBasebandGenerator(self, down_mix) |
| |
| |
| class IqRxBasebandGenerator(RxBasebandGenerator): |
| def __init__(self, rf_generator: IqRfBandGenerator, down_mix: IqDownMixer): |
| self.rf_generator = rf_generator |
| self.down_mix = down_mix |
| self._lazy_eval_store: Dict[float, Signal] = {} |
| |
| def generate_rx_baseband_signal(self, sample_rate: float) -> Signal: |
| if sample_rate not in self._lazy_eval_store: |
| rf_signal = self.rf_generator.generate_rf_signal(sample_rate) |
| self._lazy_eval_store[sample_rate] = self.down_mix.calc_rx_baseband_signal(rf_signal) |
| return self._lazy_eval_store[sample_rate] |