Chemical reaction optimization for solving shortest common supersequence problem.

Abstract:

:Shortest common supersequence (SCS) is a classical NP-hard problem, where a string to be constructed that is the supersequence of a given string set. The SCS problem has an enormous application of data compression, query optimization in the database and different bioinformatics activities. Due to NP-hardness, the exact algorithms fail to compute SCS for larger instances. Many heuristics and meta-heuristics approaches were proposed to solve this problem. In this paper, we propose a meta-heuristics approach based on chemical reaction optimization, CRO_SCS that is designed inspired by the nature of the chemical reactions. For different optimization problems like 0-1 knapsack, quadratic assignment, global numeric optimization problems CRO algorithm shows very good performance. We have redesigned the reaction operators and a new reform function to solve the SCS problem. The outcomes of the proposed CRO_SCS algorithm are compared with those of the enhanced beam search (IBS_SCS), deposition and reduction (DR), ant colony optimization (ACO) and artificial bee colony (ABC) algorithms. The length of supersequence, execution time and standard deviation of all related algorithms show that CRO_SCS gives better results on the average than all other algorithms.

journal_name

Comput Biol Chem

authors

Khaled Saifullah CM,Rafiqul Islam M

doi

10.1016/j.compbiolchem.2016.05.004

subject

Has Abstract

pub_date

2016-10-01 00:00:00

pages

82-93

eissn

1476-9271

issn

1476-928X

pii

S1476-9271(16)30108-6

journal_volume

64

pub_type

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