Question: How can this code be improved and made more innovative and commented upon to show every step of the code import numpy as np import
How can this code be improved and made more innovative and commented upon to show every step of the code
import numpy as np
import matplotlib.pyplot as plt
from scipy.signal import bode, TransferFunction
# Step : Define parameters for the ideal design
fc # Cutoff frequency in Hz
R # Resistance in ohms
Lideal R nppi fc# Ideal inductance in Henry
# Step : Define the transfer function for the ideal design
numideal Lideal, # Numerator: sL jL
denideal Lideal, R# Denominator: sL R
systemideal TransferFunctionnumideal, denideal
# Step : Adjust component values to match Appendix A
# R kdirect match
# L H series combination of x HH adjustment
Lselected e# Selected inductance in Henry
numselected Lselected, # Numerator for selected design
denselected Lselected, R# Denominator for selected design
systemselected TransferFunctionnumselected, denselected
# Step : Generate frequency range for the Bode plot
frequencies nplogspace# Frequency from Hz to kHz
w nppi frequencies # Angular frequency
# Step : Calculate Bode response for both designs
magideal, phaseideal bodesystemideal, w
magselected, phaseselected bodesystemselected, w
# Step : Plot Bode magnitude and phase for comparison
pltfigurefigsize
# Magnitude plot
pltsubplot
pltsemilogxfrequencies magideal, label"Ideal Design", linestyle
pltsemilogxfrequencies magselected, label"Selected Design", linestyle
plttitleBode Plot for RL HighPass Filter Comparison
pltylabelMagnitude dB
pltlegend
pltgridTrue which"both", linestyle linewidth
# Phase plot
pltsubplot
pltsemilogxfrequencies phaseideal, label"Ideal Design", linestyle
pltsemilogxfrequencies phaseselected, label"Selected Design", linestyle
pltxlabelFrequency Hz
pltylabelPhase degrees
pltlegend
pltgridTrue which"both", linestyle linewidth
plttightlayout
pltshow
# Step : Display calculated component values
printIdeal Inductance Lideal: Lideal, H
printSelected Inductance Lselected: Lselected, H
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