Influence of meta-heuristic optimization on the performance of adaptive interval type2-fuzzy traffic signal controllers
作者:
Highlights:
• Implementing interval type-2 intelligent adaptive traffic signal controller (IT2-ANFIS).
• Using CS, GA, and SA to determine optimal parameters of IT2-ANFIS controller.
• Defining different scenarios to study the performance of the applied optimization techniques.
• Showing the superiority of CS against GA and SA in optimizing the parameters of the IT2- ANFIS controller.
摘要
•Implementing interval type-2 intelligent adaptive traffic signal controller (IT2-ANFIS).•Using CS, GA, and SA to determine optimal parameters of IT2-ANFIS controller.•Defining different scenarios to study the performance of the applied optimization techniques.•Showing the superiority of CS against GA and SA in optimizing the parameters of the IT2- ANFIS controller.
论文关键词:Traffic signal timing,Type-2 fuzzy logic systems,ANFIS,Cuckoo search,Genetic algorithm,Simulated annealing
论文评审过程:Received 27 January 2016, Revised 28 April 2016, Accepted 25 October 2016, Available online 3 November 2016, Version of Record 23 December 2016.
论文官网地址:https://doi.org/10.1016/j.eswa.2016.10.066