upsilon/firmware/rtl/control_loop/intro.md

65 lines
2.1 KiB
Markdown
Raw Normal View History

2022-10-22 01:54:47 -04:00
The continuous form of a PI loop is
A(t) = P e(t) + I ∫e(t')dt'
where e(t) is the error (setpoint - measured), and the integral goes
from 0 to the current time 't'.
In digital systems the integral must be approximated. The normal way
of doing this is a first-order approximation of the derivative of
A(t).
dA(t)/dt = P de(t)/dt + Ie(t)
A(t_n) - A(t_{n-1}) ≅ P (e(t_n) - e(t_{n-1})) + Ie(t_n)Δt
A(t_n) ≅ A(t_{n-1}) + e(t_n)(P + IΔt) - Pe(t_{n-1})
Using α = P + IΔt, and denoting A(t_{n-1}) as A_p,
A ≅ A_p + αe - Pe_p.
The formula above is what this module implements. This way, the
controller only has to store two values between each run of the loop:
the previous error and the previous output. This also reduces the
amount of (redundant) computations the loop must execute each
iteration.
Calculating α requires knowing the precise timing of each control loop
cycle, which in turn requires knowing the ADC and DAC timings. This
is done outside the Verilog code. and can be calculated from
simulating one iteration of the control loop.
2022-10-22 01:55:56 -04:00
# Fixed Point Integers
2022-10-22 01:54:47 -04:00
A regular number is stored in decimal: 123056.
This is equal to
6*10^0 + 5*10^1 + 0*10^2 + 3*10^3 + 2*10^4 + 1*10^5.
A whole binary number is only ones and zeros: 1101, and is equal to
1*2^0 + 0*2^1 + 1*2^2 + 1*2^3.
Fixed-point integers shift the exponent of each number by a fixed
amount. For instance, 123.056 is
6*10^-3 + 5*10^-2 + 0*10^-1 + 3*10^0 + 2*10^1 + 1*10^2.
Similarly, the fixed point binary integer 11.01 is
1*2^-2 + 0*2^-1 + 1*2^0 + 1*2^1.
To a computer, a whole binary number and a fixed point binary number
are stored in exactly the same way: no decimal point is stored. It is
only the interpretation of the data that changes.
Fixed point numbers are denoted WHOLE.FRAC or [WHOLE].[FRAC], where
WHOLE is the amount of whole number bits (including sign) and FRAC is
the amount of fractional bits (2^-1, 2^-2, etc.).
The rules for how many digits the output has given an input is the
same for fixed point binary and regular decimals.
Addition: W1.F1 + W2.F2 = [max(W1,W2)+1].[max(F1,F2)]
Multiplication: W1.F1W2.F2 = [W1+W2].[F1+F2]