Blum Blum Shub
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Blum Blum Shub takes the form
where M = pq is the product of two large primes p and q. At each step of the algorithm, some output is derived from xn+1; the output is commonly either the bit parity of xn+1 or one or more of the least significant bits of xn+1.
The seed x0 should be an integer that is co-prime to M (i.e. p and q are not factors of x0) and not 1 or 0.
The two primes, p and q, should both be congruent to 3 (mod 4) (this guarantees that each quadratic residue has one square root which is also a quadratic residue), and should be safe primes with a small gcd((p-3)/2, (q-3)/2) (this makes the cycle length large).
An interesting characteristic of the Blum Blum Shub generator is the possibility to calculate any xi value directly (via Euler's theorem):
where is the Carmichael function. (Here we have ).
There is a proof reducing its security to the computational difficulty of factoring. When the primes are chosen appropriately, and O(log log M) lower-order bits of each xn are output, then in the limit as M grows large, distinguishing the output bits from random should be at least as difficult as solving the quadratic residuosity problem modulo M.
Let , and (where is the seed). We can expect to get a large cycle length for those small numbers, because . The generator starts to evaluate by using and creates the sequence , , , = 9, 81, 236, 36, 31, 202. The following table shows the output (in bits) for the different bit selection methods used to determine the output.
|Parity bit||Least significant bit|
|0 1 1 0 1 0||1 1 0 0 1 0|
The following Common Lisp implementation provides a simple demonstration of the generator, in particular regarding the three bit selection methods. It is important to note that the requirements imposed upon the parameters p, q and s (seed) are not checked.
(defun get-number-of-1-bits (bits) "Returns the number of 1-valued bits in the integer-encoded BITS." (declare (type (integer 0 *) bits)) (the (integer 0 *) (logcount bits))) (defun get-even-parity-bit (bits) "Returns the even parity bit of the integer-encoded BITS." (declare (type (integer 0 *) bits)) (the bit (mod (get-number-of-1-bits bits) 2))) (defun get-least-significant-bit (bits) "Returns the least significant bit of the integer-encoded BITS." (declare (type (integer 0 *) bits)) (the bit (ldb (byte 1 0) bits))) (defun make-blum-blum-shub (&key (p 11) (q 23) (s 3)) "Returns a function of no arguments which represents a simple Blum-Blum-Shub pseudorandom number generator, configured to use the generator parameters P, Q, and S (seed), and returning three values: (1) the number x[n+1], (2) the even parity bit of the number, (3) the least significant bit of the number. --- Please note that the parameters P, Q, and S are not checked in accordance to the conditions described in the article." (declare (type (integer 0 *) p q s)) (let ((M (* p q)) ;; M = p * q (x[n] s)) ;; x0 = seed (declare (type (integer 0 *) M x[n])) #'(lambda () ;; x[n+1] = x[n]^2 mod M (let ((x[n+1] (mod (* x[n] x[n]) M))) (declare (type (integer 0 *) x[n+1])) ;; Compute the random bit(s) based on x[n+1]. (let ((even-parity-bit (get-even-parity-bit x[n+1])) (least-significant-bit (get-least-significant-bit x[n+1]))) (declare (type bit even-parity-bit)) (declare (type bit least-significant-bit)) ;; Update the state such that x[n+1] becomes the new x[n]. (setf x[n] x[n+1]) (values x[n+1] even-parity-bit least-significant-bit)))))) ;; Print the exemplary outputs. (let ((bbs (make-blum-blum-shub :p 11 :q 23 :s 3))) (declare (type (function () (values (integer 0 *) bit bit)) bbs)) (format T "~&Keys: E = even parity, L = least significant") (format T "~2%") (format T "~&x[n+1] | E | L") (format T "~&--------------") (loop repeat 6 do (multiple-value-bind (x[n+1] even-parity-bit least-significant-bit) (funcall bbs) (declare (type (integer 0 *) x[n+1])) (declare (type bit even-parity-bit)) (declare (type bit least-significant-bit)) (format T "~&~6d | ~d | ~d" x[n+1] even-parity-bit least-significant-bit))))
- Blum, Lenore; Blum, Manuel; Shub, Mike (1982). "Comparison of Two Pseudo-Random Number Generators". Advances in Cryptology: Proceedings of CRYPTO '82. Plenum: 61–78. Cite journal requires
- Geisler, Martin; Krøigård, Mikkel; Danielsen, Andreas (December 2004). "About Random Bits". CiteSeerX 10.1.1.90.3779. Cite journal requires
|journal=(help) available as PDF and gzipped Postscript