Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Over the years, several meta-heuristic algorithms re proposed and are now emerging as common methods for constrained optimization problems. Among them, genetic algorithms (GA’s) shine as popular evolutionary algorithms (EA’s) in engineering optimization. Most engineering design problems are difficult to resolve with conventional optimization algorithms because they are highly nonlinear and contain constraints. In order to handle these constraints, the most common technique is to apply penalty functions. The major drawback is that they require tuning of parameters, which can be very challenging. ,  present a constraint-handling technique for GA’s solely using the violation factor, called VCH (Violation Constraint-Handling) method. Several benchmark problems from the literature are examined. The VCH technique was able to provide a consistent performance and match results from other GA-based techniques.
['Adam Chehouri', 'Rafic Younes', 'Jean Perron', 'Adrian Ilinca']
I am writing a research paper on a idea A Constraint-Handling Technique for Genetic Algorithms using a Violation Factor
[{"from": "human", "value": "I am writing a research paper on a idea A Constraint-Handling Technique for Genetic Algorithms using a Violation Factor"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Over the years, several meta-heuristic algorithms re proposed and are now emerging as common methods for constrained optimization problems. Among them, genetic algorithms (GA\u2019s) shine as popular evolutionary algorithms (EA\u2019s) in engineering optimization. Most engineering design problems are difficult to resolve with conventional optimization algorithms because they are highly nonlinear and contain constraints. In order to handle these constraints, the most common technique is to apply penalty functions. The major drawback is that they require tuning of parameters, which can be very challenging. ,  present a constraint-handling technique for GA\u2019s solely using the violation factor, called VCH (Violation Constraint-Handling) method. Several benchmark problems from the literature are examined. The VCH technique was able to provide a consistent performance and match results from other GA-based techniques."}]