Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: This work presents a novel algorithm for efficient global minimization of expensive black-box functions. A dedicated evolutionary algorithm is used to handle expensive and discontinuous functions; the EA also utilizes information from local-searches to efficiently bias its domain exploration. To enhance efficiency, the algorithm incorporates a density cluster analysis algorithm and a trust-region derivative-free optimizer. The algorithm performs ll both when benchmarked against other candidate algorithms over a wide range of test functions and in a challenging real-world optimization problem.
['Yoel Tenne', 'Steven Armfield']
I am writing a research paper on a idea A Novel Evolutionary Algorithm for Efficient Minimization of Expensive Black-box Functions with Assisted-Modelling
[{"from": "human", "value": "I am writing a research paper on a idea A Novel Evolutionary Algorithm for Efficient Minimization of Expensive Black-box Functions with Assisted-Modelling"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: This work presents a novel algorithm for efficient global minimization of expensive black-box functions. A dedicated evolutionary algorithm is used to handle expensive and discontinuous functions; the EA also utilizes information from local-searches to efficiently bias its domain exploration. To enhance efficiency, the algorithm incorporates a density cluster analysis algorithm and a trust-region derivative-free optimizer. The algorithm performs ll both when benchmarked against other candidate algorithms over a wide range of test functions and in a challenging real-world optimization problem."}]