Enhanced Local Search in Shuffled Frog Leaping Algorithm

Shuffled frog leaping algorithm (SFLA), a recent memetic metaheuristic proposed to solve combinatorial optimization problems. In SFLA, the population consists of group of frogs which are equally distributed into memeplexes. The population of frogs performs cooperative search for food, i.e., local search in each memeplex and global search among memeplexes. In this work, the performance of SFLA is enhanced by accelerating the convergence speed. This performance has been achieved by implementing self adaptive scheme in local search process in the structure of basic SFLA. The enhanced scheme is named as enhanced SFLA (ESFLA) which is validated on a real-time human resource problem. The optimal results of ESFLA present the efficiency of the proposal.

[1]  Sasmita Kumari Padhy,et al.  Multiprocessor scheduling and neural network training methods using shuffled frog-leaping algorithm , 2015, Comput. Ind. Eng..

[2]  D. M. Vinod Kumar,et al.  Generation bidding strategy in a pool based electricity market using Shuffled Frog Leaping Algorithm , 2014, Appl. Soft Comput..

[3]  Sarada Prasad Sarmah,et al.  Shuffled frog leaping algorithm and its application to 0/1 knapsack problem , 2014, Appl. Soft Comput..

[4]  John F. Roddick,et al.  Directional Shuffled Frog Leaping Algorithm , 2017 .

[5]  Deming Lei,et al.  A shuffled frog-leaping algorithm for flexible job shop scheduling with the consideration of energy consumption , 2017, Int. J. Prod. Res..

[6]  Tarun Kumar Sharma,et al.  Application of Shuffled Frog-Leaping Algorithm in Regional Air Pollution Control , 2018 .

[7]  Xia Li,et al.  Fast three-dimensional Otsu thresholding with shuffled frog-leaping algorithm , 2010, Pattern Recognit. Lett..

[8]  Guang-Yu Zhu,et al.  An improved Shuffled Frog-leaping Algorithm to optimize component pick-and-place sequencing optimization problem , 2014, Expert Syst. Appl..

[9]  Xia Li,et al.  A novel hybrid shuffled frog leaping algorithm for vehicle routing problem with time windows , 2015, Inf. Sci..

[10]  Atulya K. Nagar,et al.  Shuffled Frog Leaping Algorithm with Adaptive Exploration , 2015, SocProS.

[11]  Tarun Kumar Sharma,et al.  Opposition based learning ingrained shuffled frog-leaping algorithm , 2017, J. Comput. Sci..

[12]  Kevin E Lansey,et al.  Optimization of Water Distribution Network Design Using the Shuffled Frog Leaping Algorithm , 2003 .