Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: One problem of propagating the globally fittest individual via neighbourhood evolution in both the island model and the cellular model of existing parallel genetic algorithms (PGAs) is that the migration of the globally best individual is delayed to non-adjacent processors. This may cause an inferior search in those sub-populations. The propagation delay of the globally best individual is proportional to the network distance beten two processors. Delayed migration of the best individual in PGAs is an essential deviation from the sequential version of the genetic algorithm, in which the best individuals are always used to compete with other individuals. To solve this problem, this paper proposes an extended version of the island PGA called the Virtual Community PGA (VC-PGA). The VC-PGA is applied in a case study of optimizing the parameters of a backpropagation neural network classifier.
['Ling Tan', 'David Taniar', 'Kate A. Smith']
I am writing a research paper on a idea A new parallel genetic algorithm
[{"from": "human", "value": "I am writing a research paper on a idea A new parallel genetic algorithm"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: One problem of propagating the globally fittest individual via neighbourhood evolution in both the island model and the cellular model of existing parallel genetic algorithms (PGAs) is that the migration of the globally best individual is delayed to non-adjacent processors. This may cause an inferior search in those sub-populations. The propagation delay of the globally best individual is proportional to the network distance beten two processors. Delayed migration of the best individual in PGAs is an essential deviation from the sequential version of the genetic algorithm, in which the best individuals are always used to compete with other individuals. To solve this problem, this paper proposes an extended version of the island PGA called the Virtual Community PGA (VC-PGA). The VC-PGA is applied in a case study of optimizing the parameters of a backpropagation neural network classifier."}]