The NIST publication for AES defines $Nb$ as:
Number of columns (32-bit words) comprising the State. For this standard, Nb = 4.
In Section 5.2: Key Expansion, $Nb$ has been used to calculate the number of round keys to be generated.
Section 6.3 states:
This standard explicitly defines the allowed values for the key length (Nk), block size (Nb), and number of rounds (Nr) – see Fig. 4. However, future reaffirmations of this standard could include changes or additions to the allowed values for those parameters. Therefore, implementers may choose to design their AES implementations with future flexibility in mind.
It is apparent that that $Nk$ is the length of the key in terms of 4-byte words, so it can be calculated as: $$ Nk = {(Key Size) \over (Bits Per Byte) * (Bytes Per Word)} $$ where,
$$ Bits Per Byte = 8 $$
$$ Bytes Per Word = 4 $$
Hence, it will be 4, 6 and 8 for 128, 192 and 256 bit keys respectively. And $Nr$ (number of rounds) is: $$ Nr = (Nk) + 6 $$
Similarly, is there an explicit formula to calculate $Nb$ or is it a constant value ($4$) that also remains the same for potentially higher length keys like AES-512?