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The sine-cosine algorithm (SCA) is a new population-based meta-heuristic algorithm. In addition to exploiting sine and cosine functions to perform local and global searches (hence the name sine-cosine), the SCA introduces several random and…

人工智能 · 计算机科学 2018-05-03 Kamal Z. Zamli , Fakhrud Din , Bestoun S. Ahmed , Miroslav Bures

Particle swarm optimization (PSO) and Sine Cosine algorithm (SCA) have been widely used optimization methods but these methods have some disadvantages such as trapped local optimum point. In order to solve this problem and obtain more…

神经与进化计算 · 计算机科学 2018-09-11 Turker Tuncer

The accurate localization of sensor nodes is a fundamental requirement for the practical application of the Internet of Things (IoT). To enable robust localization across diverse environments, this paper proposes a hybrid meta-heuristic…

网络与互联网体系结构 · 计算机科学 2025-07-31 Ze Zhang , Qian Dong , Wenhan Wang

A well-constructed classification model highly depends on input feature subsets from a dataset, which may contain redundant, irrelevant, or noisy features. This challenge can be worse while dealing with medical datasets. The main aim of…

机器学习 · 计算机科学 2019-11-19 Shokooh Taghian , Mohammad H. Nadimi-Shahraki

This paper discusses a new variant of the Henry Gas Solubility Optimization (HGSO) Algorithm, called Hybrid HGSO (HHGSO). Unlike its predecessor, HHGSO allows multiple clusters serving different individual meta-heuristic algorithms (i.e.,…

人工智能 · 计算机科学 2021-06-01 Kamal Z. Zamli , Md. Abdul Kader , Saiful Azad , Bestoun S. Ahmed

Recently, numerous meta-heuristic based approaches are deliberated to reduce the computational complexities of several existing approaches that include tricky derivations, very large memory space requirement, initial value sensitivity etc.…

神经与进化计算 · 计算机科学 2020-11-23 Bryar A. Hassan

We present a hybrid algorithm for optimizing a convex, smooth function over the cone of positive semidefinite matrices. Our algorithm converges to the global optimal solution and can be used to solve general large-scale semidefinite…

机器学习 · 计算机科学 2012-06-22 Soeren Laue

Hybrid optimization algorithms have gained popularity as it has become apparent there cannot be a universal optimization strategy which is globally more beneficial than any other. Despite their popularity, hybridization frameworks require…

神经与进化计算 · 计算机科学 2013-03-15 Hassan A. Bashir , Richard S. Neville

Metaheuristic algorithms are essential for solving complex optimization problems in different fields. However, the difficulty in comparing and rating these algorithms remains due to the wide range of performance metrics and problem…

神经与进化计算 · 计算机科学 2024-11-28 Evgenia-Maria K. Goula , Dimitris G. Sotiropoulos

Nowadays, we are immersed in tens of newly-proposed evolutionary and swam-intelligence metaheuristics, which makes it very difficult to choose a proper one to be applied on a specific optimization problem at hand. On the other hand, most of…

神经与进化计算 · 计算机科学 2020-01-27 Hamid Reza Boveiri , Raouf Khayami

A swarm intelligence-based optimization algorithm, named Duck Swarm Algorithm (DSA), is proposed in this study, which is inspired by the searching for food sources and foraging behaviors of the duck swarm. Two rules are modeled from the…

神经与进化计算 · 计算机科学 2024-06-04 Mengjian Zhang , Guihua Wen

This paper presents an in-depth survey and performance evaluation of the Cat Swarm Optimization (CSO) Algorithm. CSO is a robust and powerful metaheuristic swarm-based optimization approach that has received very positive feedback since its…

神经与进化计算 · 计算机科学 2020-02-03 Aram M. Ahmed , Tarik A. Rashid , Soran Ab. M. Saeed

This paper proposes a novel population-based meta-heuristic optimization algorithm, called Perfectionism Search Algorithm (PSA), which is based on the psychological aspects of perfectionism. The PSA algorithm takes inspiration from one of…

最优化与控制 · 数学 2023-10-16 A. Ghodousian , M. Mollakazemiha , N. Karimian

Nature-inspired metaheuristic algorithms are important components of artificial intelligence, and are increasingly used across disciplines to tackle various types of challenging optimization problems. This paper demonstrates the usefulness…

神经与进化计算 · 计算机科学 2024-08-20 Elvis Han Cui , Zizhao Zhang , Culsome Junwen Chen , Weng Kee Wong

In management, business, economics, science, engineering, and research domains, Large Scale Global Optimization (LSGO) plays a predominant and vital role. Though LSGO is applied in many of the application domains, it is a very troublesome…

神经与进化计算 · 计算机科学 2019-10-10 Gutha Jaya Krishna , Vadlamani Ravi

We introduced the Scorpion Hunting Strategy (SHS), a novel population-based, nature-inspired optimisation algorithm. This algorithm draws inspiration from the hunting strategy of scorpions, which identify, locate, and capture their prey…

神经与进化计算 · 计算机科学 2024-09-04 Abhilash Singh , Seyed Muhammad Hossein Mousavi , Kumar Gaurav

Swarm optimization algorithms are widely used for feature selection before data mining and machine learning applications. The metaheuristic nature-inspired feature selection approaches are used for single-objective optimization tasks,…

人工智能 · 计算机科学 2021-07-30 Hritam Basak , Mayukhmali Das , Susmita Modak

In this paper, an ensemble metaheuristic algorithm (denoted as LX-BBSCA) is introduced. It combines the strengths of Laplacian Biogeography-Based Optimization (LX-BBO) and the Sine Cosine Algorithm (SCA) to address structural engineering…

'Hybrid meta-heuristics' is one of the most interesting recent trends in the field of optimization and feature selection (FS). In this paper, we have proposed a binary variant of Atom Search Optimization (ASO) and its hybrid with Simulated…

计算机视觉与模式识别 · 计算机科学 2020-05-19 Kushal Kanti Ghosh , Ritam Guha , Soulib Ghosh , Suman Kumar Bera , Ram Sarkar

This article proposes a new population-based optimization algorithm called the Tangent Search Algorithm (TSA) to solve optimization problems. The TSA uses a mathematical model based on the tangent function to move a given solution toward a…

神经与进化计算 · 计算机科学 2021-04-07 Abdesslem Layeb
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