A parallel compact Marine Predators Algorithm applied in time series prediction of Backpropagation neural network (BNN) and engineering optimization

JS Pan, Z Zhang, SC Chu, SQ Zhang… - … and Computers in …, 2024 - Elsevier
This study introduces a novel approach for integrating a compact mechanism into the Marine
Predator Algorithm (MPA), subsequently proposing innovative parallel and communication …

Training Feedforward Neural Networks Using an Enhanced Marine Predators Algorithm

J Zhang, Y Xu - Processes, 2023 - mdpi.com
The input layer, hidden layer, and output layer are three models of the neural processors
that make up feedforward neural networks (FNNs). Evolutionary algorithms have been …

A multi-population-based marine predators algorithm to train artificial neural network

A Özkış - Soft Computing, 2024 - Springer
Marine predators algorithm (MPA) is one of the recently proposed metaheuristic algorithms.
In the MPA, position update mechanisms are implemented, emphasizing global search in …

[HTML][HTML] Analysis of marine predators algorithm using bias toolbox and generalized signature test

M Kumar, K Rajwar, K Deep - Alexandria Engineering Journal, 2024 - Elsevier
Abstract The Marine Predators Algorithm (MPA) is a prominent Nature-Inspired Optimization
Algorithm (NIOA) that has garnered significant research interest due to its effectiveness. It …

A modified self-adaptive marine predators algorithm: framework and engineering applications

Q Fan, H Huang, Q Chen, L Yao, K Yang… - Engineering with …, 2022 - Springer
The application of metaheuristic algorithms is one of the most promising approaches for
solving real-world problems. The marine predators algorithm (MPA) is a recently proposed …

A novel marine predators algorithm with adaptive update strategy

T Chen, Y Chen, Z He, E Li, C Zhang… - The Journal of …, 2023 - Springer
The marine predators algorithm (MPA) is a metaheuristic algorithm for solving optimization
problems. MPA divides the whole optimization process into three phases evenly, and each …

Marine predators algorithm: A review

MA Al-Betar, MA Awadallah, SN Makhadmeh… - … Methods in Engineering, 2023 - Springer
Abstract Marine Predators Algorithm (MPA) is a recent nature-inspired optimizer stemmed
from widespread foraging mechanisms based on Lévy and Brownian movements in ocean …

A tent marine predators algorithm with estimation distribution algorithm and Gaussian random walk for continuous optimization problems

CJ Sun, F Gao - Computational Intelligence and Neuroscience, 2021 - Wiley Online Library
The marine predators algorithm (MPA) is a novel population‐based optimization method that
has been widely used in real‐world optimization applications. However, MPA can easily fall …

Adaptive crossover-based marine predators algorithm for global optimization problems

SA Yasear - Journal of Computational Design and Engineering, 2024 - academic.oup.com
Abstract The Marine Predators Algorithm (MPA) is a swarm intelligence algorithm developed
based on the foraging behavior of the ocean's predators. This algorithm has drawbacks …

Golden-Sine dynamic marine predator algorithm for addressing engineering design optimization

M Han, Z Du, H Zhu, Y Li, Q Yuan, H Zhu - Expert Systems with Applications, 2022 - Elsevier
In engineering design optimization problems, the optimal solution can improve the design
quality of complex engineering system and reduce a lot of cost consumption, so it is of great …