Optimization of Benchmark Functions using Chemical Reaction Optimization

dc.contributor.authorDandu, Naveen Kumar
dc.date.accessioned2013-05-06T20:26:17Z
dc.date.available2013-05-06T20:26:17Z
dc.date.issued2013
dc.description.abstractIn recent past, many new nature-inspired optimization techniques have been emerged in the field of science and engineering that have proven to be efficient to solve optimization problems. One such method that makes use of metaheuristics for optimization, inspired by the nature of chemical reactions is Chemical Reaction Optimization (CRO). It is a powerful metaheuristic which mimics the interactions of molecules in chemical reactions to search for the global optimum. In this paper, we used this technique to solve well-known separable and non-separable benchmark functions. The simulation results showed that all problems showed good performance. A measurement metric is used reporting the best, average, worst, success rate and execution time. Different experiments were conducted by scaling the iterations, population size and energy level.en_US
dc.identifier.urihttps://hdl.handle.net/10365/22782
dc.publisherNorth Dakota State Universityen_US
dc.rightsNDSU Policy 190.6.2
dc.rights.urihttps://www.ndsu.edu/fileadmin/policy/190.pdf
dc.subject.lcshHeuristic algorithms.en_US
dc.subject.lcshMathematical optimization.en_US
dc.subject.lcshChemical reactions.en_US
dc.titleOptimization of Benchmark Functions using Chemical Reaction Optimizationen_US
dc.typeMaster's paperen_US
ndsu.advisorLudwig, Simone
ndsu.collegeEngineeringen_US
ndsu.degreeMaster of Science (MS)en_US
ndsu.departmentComputer Scienceen_US
ndsu.programComputer Scienceen_US

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