Differential evolution(DE)is an evolutionary optimization method
which has been successfully used in many practical cases.However
DE involves large computation time
especially
when used to optimize the computationally expensive objective function.To overcome this difficulty
the concept of immunity based on vaccination is used to help proliferate excellent schemata and to restrain the degenerate phenomenon.To improve the effectiveness of vaccines
a new vaccine autonomous obtaining method
and a method of deciding the probability of vaccination are proposed.In addition
a method for modifying the search space dynamically is proposed to enhance the possibility of converging to the true global optimum.Experiments showed that the improved DE performs better than the classical DE significantly.
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Source term estimation of hazardous gas leakages under turbulent atmospheric transport dispersion scenarios
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