How to resolve the algorithm Linear congruential generator step by step in the Pascal programming language

Published on 12 May 2024 09:40 PM

How to resolve the algorithm Linear congruential generator step by step in the Pascal programming language

Table of Contents

Problem Statement

The linear congruential generator is a very simple example of a random number generator. All linear congruential generators use this formula:

Where:

If one chooses the values of

a

{\displaystyle a}

,

c

{\displaystyle c}

and

m

{\displaystyle m}

with care, then the generator produces a uniform distribution of integers from

0

{\displaystyle 0}

to

m − 1

{\displaystyle m-1}

. LCG numbers have poor quality.

r

n

{\displaystyle r_{n}}

and

r

n + 1

{\displaystyle r_{n+1}}

are not independent, as true random numbers would be. Anyone who knows

r

n

{\displaystyle r_{n}}

can predict

r

n + 1

{\displaystyle r_{n+1}}

, therefore LCG is not cryptographically secure. The LCG is still good enough for simple tasks like Miller-Rabin primality test, or FreeCell deals. Among the benefits of the LCG, one can easily reproduce a sequence of numbers, from the same

r

0

{\displaystyle r_{0}}

. One can also reproduce such sequence with a different programming language, because the formula is so simple. The task is to replicate two historic random number generators. One is the rand() function from BSD libc, and the other is the rand() function from the Microsoft C Runtime (MSCVRT.DLL). Each replica must yield the same sequence of integers as the original generator, when starting from the same seed. In these formulas, the seed becomes

s t a t

e

0

{\displaystyle state_{0}}

. The random sequence is

r a n

d

1

{\displaystyle rand_{1}}

,

r a n

d

2

{\displaystyle rand_{2}}

and so on.

The BSD formula was so awful that FreeBSD switched to a different formula. More info is at Random number generator (included)#C.

Let's start with the solution:

Step by Step solution about How to resolve the algorithm Linear congruential generator step by step in the Pascal programming language

Source code in the pascal programming language

Program LinearCongruentialGenerator(output);
{$mode iso} 
var
  x1, x2: int64;
 
function bsdrand: cardinal;
  const
    a = 1103515245;
    c = 12345;
    m = 2147483648;
  begin
    x1 := (a * x1 + c) mod m;
    bsdrand := x1;
  end;
 
function msrand: cardinal;
  const
    a = 214013;
    c = 2531011;
    m = 2147483648;
  begin
    x2 := (a * x2 + c) mod m;
    msrand := x2 div 65536;
  end;
 
var
  i: cardinal;
begin
  writeln('      BSD            MS');
  x1 := 0;
  x2 := 0;
  for i := 1 to 10 do
    writeln(bsdrand:12, msrand:12);
end.


  

You may also check:How to resolve the algorithm Character codes step by step in the DWScript programming language
You may also check:How to resolve the algorithm Execute Brain step by step in the Rebol programming language
You may also check:How to resolve the algorithm Long multiplication step by step in the Arturo programming language
You may also check:How to resolve the algorithm Read a configuration file step by step in the Haskell programming language
You may also check:How to resolve the algorithm Monte Carlo methods step by step in the Action! programming language