Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A Hybrid method for identifying tire parameters in Magic Formula has been applied.Firstly, the Hybrid method uses Genetic Algorithm (GA) with a high exploration por.Then, the best result of GA is used as starting values (SVs) for Levenberg-Marquardt.The method shows high convergence speed and accuracy, and null-sensitivity to SVs. The present study applies a Hybrid method for identification of unknown parameters in a semi-empirical tire model, the so-called Magic Formula. Firstly, the Hybrid method used a Genetic Algorithm (GA) as a global search methodology with high exploration por. Secondly, the results of the Genetic Algorithm re used as starting values for the Levenberg-Marquardt (LM) algorithm as a gradient-based method with high exploitation por. In this way the beneficial aspects of both methods are simultaneously exploited and their shortcomings are avoided. In order to establish the effectiveness of the proposed method, performance of the Hybrid method has been compared with other methods available in the literature. In addition, the use of GA as a Heuristic method for tire parameters identification has been discussed. Moreover, the extrapolation por of Magic Formula identified with Hybrid method has been properly investigated. Finally, the performance of the Hybrid method has been examined through tire parameter identification with priori known model. The results indicated that the Hybrid method has outstanding benefits such as high convergence speed, high accuracy, and null-sensitivity to the starting values of unknown parameters.
['R. Talebitooti', 'M. Torabi']
I am writing a research paper on a idea Identification of tire force characteristics using a Hybrid method
[{"from": "human", "value": "I am writing a research paper on a idea Identification of tire force characteristics using a Hybrid method"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A Hybrid method for identifying tire parameters in Magic Formula has been applied.Firstly, the Hybrid method uses Genetic Algorithm (GA) with a high exploration por.Then, the best result of GA is used as starting values (SVs) for Levenberg-Marquardt.The method shows high convergence speed and accuracy, and null-sensitivity to SVs. The present study applies a Hybrid method for identification of unknown parameters in a semi-empirical tire model, the so-called Magic Formula. Firstly, the Hybrid method used a Genetic Algorithm (GA) as a global search methodology with high exploration por. Secondly, the results of the Genetic Algorithm re used as starting values for the Levenberg-Marquardt (LM) algorithm as a gradient-based method with high exploitation por. In this way the beneficial aspects of both methods are simultaneously exploited and their shortcomings are avoided. In order to establish the effectiveness of the proposed method, performance of the Hybrid method has been compared with other methods available in the literature. In addition, the use of GA as a Heuristic method for tire parameters identification has been discussed. Moreover, the extrapolation por of Magic Formula identified with Hybrid method has been properly investigated. Finally, the performance of the Hybrid method has been examined through tire parameter identification with priori known model. The results indicated that the Hybrid method has outstanding benefits such as high convergence speed, high accuracy, and null-sensitivity to the starting values of unknown parameters."}]