An efficient coding scheme based on sub-frame vector quantization

Advances in Slime Mould Algorithm: A comprehensive Survey

“…Neighborhood Search (NS) is a useful strategy to enhance the exploitation ability of algorithms. Yuanfei Wei et al [78] added a variable NS strategy in the proposed EOSMA to increase the exploitation. Zhou X et al [79] introduced an all-dimensional neighborhood search strategy for SMA(LASMA) to explore the search space more effectively.…”

“…The operator fusion is to replace or modify the SMA operators with other algorithms or combine different operators from both algorithms to solve the drawbacks of original SMA. The operator fusion approach is mostly indicated in hybrid version of SMA with EO, EO and GA. As for hybridization of SMA and EQ in [56,73,78,80],the operators of best position found in SMA is replaced by the first solution in the equilibrium pool of EO. And the mutation operator and crossover operator of EO and GA are usually adopted to update the position during search solution for jumping out the local optimum.…”

“…Yin S et al [56] [73]replaced the orignal search operator of SMA with concentration update operator of EO to improve the search efficiency of the algorithm. Yuanfei Wei et al [78] changed the random search operator in SMA with EO strategy to enhance the population diversity. Luo Qifang et al [80] integrated the equilibrium pool's strategy to the proposed EOSMA at stage of population initialization, helping the proposed algorithm to improve the exploration.…”

“…Feng Qiu et al [67] also mapped the proposed GLSMA to binary space via transformation function and applied for feature selection. Yuanfei Wei et al [78] discreted the proposed EOSMA with a Sort-Order-Index (SOI)-based coding for Job Shop Scheduling Problem (JSSP).Zhou X et al [79]used a V-shaped transfer function to convert proposed LASMA to binary algorithm. The experiments showed that bLASMA had better results in regarding to convergence speed and accuracy dealing with optimization problems and feature selection.…”