Title :
On robustness of permutations sequencing operators: Solving satisfiability of random 3 — CNFs by simple crossover
Author :
Carpentieri, Marco
Author_Institution :
Dipt. di Mat. ed Inf., Univ. della Basilicata, Potenza, Italy
Abstract :
Permutations sequencing operators have been proved to be effective in solving (mild restrictions of) randomized hard problems such as that of finding Hamiltonian cycles in random graphs (with suitable edge densities). We introduce a simple polynomial reduction of the problem of computing satisfiability assignments for random boolean formulas in conjunctive normal form and with clauses consisting of exactly three literals (random 3 - CNFs) to a constrained variant of the problem of computing simple paths in undirected graphs. We provide experimental results evidencing that a simple crossover technique, incorporated into the framework of a memetic model, inspired by Sexual Selection and Elitist/Evolution Strategy principles, is effective in practice to try to solve the satisfiability problem (for random 3 - CNF instances satisfiable by hidden assignments).
Keywords :
Boolean functions; computability; graph theory; optimisation; polynomials; problem solving; randomised algorithms; conjunctive normal form; elitist-evolution strategy; memetic model; permutations sequencing operators; polynomial reduction; problems solving; random 3 CNF; random boolean formulas; randomized hard problems; robustness; satisfiability assignments; sexual selection; undirected graphs;
Conference_Titel :
Evolutionary Computation (CEC), 2011 IEEE Congress on
Conference_Location :
New Orleans, LA
Print_ISBN :
978-1-4244-7834-7
DOI :
10.1109/CEC.2011.5949688