Complete the code to calculate the system's steady-state error.
steady_state_error = reference_signal - [1]The steady-state error is the difference between the reference signal and the output signal of the control system.
Complete the code to compute the rise time from the step response data.
rise_time = time_at_[1] - time_at_[2]
Rise time is the time taken for the response to go from 10% to 90% of its final value.
Fix the error in the code to calculate the damping ratio from the logarithmic decrement.
damping_ratio = 1 / sqrt(1 + ((2 * pi) / [1])**2)
The logarithmic decrement is used to calculate the damping ratio in underdamped systems.
Fill both blanks to create a dictionary of settling times for different damping ratios.
settling_times = {z: [1] / (z * [2]) for z in damping_ratios if z > 0}Settling time is approximated as 4 divided by the product of damping ratio and natural frequency.
Fill all three blanks to create a dictionary comprehension that maps each frequency to its gain and phase margin.
performance_metrics = {f: {'gain_margin': gain_margins[[1]], 'phase_margin': phase_margins[[2]]} for f in frequencies if f < [3]The dictionary comprehension uses the frequency 'f' as the key to access gain and phase margins, filtering frequencies below max_frequency.
