# Signal
amp_range = np.linspace(start=0.25, stop=1, num=4) # [0.25, 0.75]#None#[0.4, 0.9]#[0.25,0.75]#[0.4, 0.9] #[0.6, 0.9]
amps = np.linspace(start=0.25, stop=1, num=4) # None#
# period_range = [np.pi/2, np.pi/2]
# periods = np.linspace(start=3/4, stop=3, num=8)#np.linspace(start=np.pi/2, stop=2*np.pi, num=4) #[3/4]
# periods_range = [3 / 2, 3 / 2] # [3/4, 3]#[3,3]#[3/4, 3]
periods_range = [1, 1] # [3/4, 3]#[3,3]#[3/4, 3]
freq_range = 1 / np.array(periods_range)[::-1] # np.array(period_range)/(2*np.pi)#freq_range = [0.3, 0.05]
# freqs = None # 1/np.array(periods)#(2 * np.pi)/np.array(periods)
freqs = freq_range # 1/np.array(periods)#(2 * np.pi)/np.array(periods)
pulse_width_range = [0.1, 0.3]
data.set_signal_params(amp_range=amp_range,
amps=amps,
freqs=freqs,
freq_range=freq_range,
pulse_width_range=pulse_width_range)
# Noise
heteroskedastic = True
noise_distr = "gaussian"
mean_noise = [0.01, 0.15]
dev_mean = 0.01
amp_noise = 0.0
phase_noise = 2*np.pi # 2*np.pi
data.set_noise_params(heteroskedastic=heteroskedastic,
noise_distr=noise_distr,
noise_range=mean_noise,
dev_noise_range=dev_mean,
max_length=max_length,
min_length=min_length,
time_span=time_span,
min_time_spam=min_time_spam)
# Signal
amp_range = None#[0.25, 0.75]#None#[0.4, 0.9]#[0.25,0.75]#[0.4, 0.9] #[0.6, 0.9]
amps = np.linspace(start=0.25, stop=0.75, num=3)#None#
#period_range = [np.pi/2, np.pi/2]
#periods = np.linspace(start=3/4, stop=3, num=8)#np.linspace(start=np.pi/2, stop=2*np.pi, num=4) #[3/4]
periods_range = [3/2,3/2]#[3/4, 3]#[3,3]#[3/4, 3]
freq_range = 1/np.array(periods_range)[::-1]#np.array(period_range)/(2*np.pi)#freq_range = [0.3, 0.05]
freqs = None#1/np.array(periods)#(2 * np.pi)/np.array(periods)
data.set_signal_params(amp_range=amp_range,
amps=amps,
freqs = freqs,
freq_range=freq_range)
# Noise
heteroskedastic = True
noise_distr = "gaussian"
mean_noise = [0.01, 0.15]
dev_mean = 0.01
amp_noise = 0.0
phase_noise = 0#2*np.pi
data.set_noise_params(heteroskedastic=heteroskedastic,
noise_distr=noise_distr,
noise_range=mean_noise,
dev_noise_range=dev_mean,
amp_noise=amp_noise,