Module 5 : Introduction to Monte Carlo Methods (Basic Concepts)

Lecture 23 : Random Number Generator

In GNU C/C++, and FORTRAN, the usage of RNG:

srand(time(NULL)); /* Initialization */

int m = rand(); /* Function call */

time (NULL) is the seed number. rand() will generate an integer number from a range of 0 to RAND_MAX. m/RAND_MAX will return the numbers between 0 and 1.

In MT19937 RNG, the usage is as follows:

init_genrand(time(NULL)); /* Initiation */

double m = genrand_real2(); /* Function call */

m is the random number of type double between 0 and 1.

5.4. Potential Energy Function: In section 5.2, we have done the integration of a function, which describes potential energy as a function of radial distance. In molecular simulation, as we know, we have two distinct steps: molecular modeling and followed by molecular simulation. Molecular modeling refers to the modeling of the potential energy (PE) function, , which should include all possible interaction between molecules. Molecular simulation refers to the estimation of various thermodynamic and structural quantities using the above PE function. U ( r ) can be derived theoretically wherever possible; otherwise, empirical or semi-empirical relations can be used. r refers to the distance between molecule i and j , given by r ij .

Potential Cut-off : In most of the cases U(r) follows an inverse power law with r , U(r) ~ 1/rm, where m is > 0.

Hence, U(r) is a declining function of r and it goes to zero as r . In actual calculation, it is not possible to achieve r = ∞ and at the same time, U(r) 0 at a finite value of r, u(r) very close to 0. Hence, a cut-off value of r is chosen such that, u(r) is very small at that r ( rcut or rc) . All the calculation of potential energies is based on rc.

Potential energy function can be of any form such as 6-12 L-J potential. In many cases, a truncated and shifted L-J potential is used.

•  rij must have a minimum value and a maximum value (max is rc), minimum value is rij = where is the molecular diameter. For dissimilar molecules, is . If rijis less than , there is no need of calculation.