A weighted-sum chaotic sparrow search algorithm for interdisciplinary feature selection and data classification by LiYun Jia, Tao Wang, Ahmed G. Gad, Ahmed Salem

“…In this study, we present a wrapper FS technique based on the sparrow search algorithm (SSA), a type of meta-heuristic. SSA is a swarm intelligence (SI) method that stands out because of its quick convergence and improved stability. …”
Get full text

Botnet Attack Detection Using Local Global Best Bat Algorithm for Industrial Internet of Things by Abdullah Alharbi, Wael Alosaimi, Hashem Alyami, Hafiz Tayyab Rauf, Robertas Damaševičius

“…Several methods have been developed for detecting botnet attacks, such as Swarm Intelligence (SI) and Evolutionary Computing (EC)-based algorithms. …”
Get full text

Computational Intelligence-Based Optimization Methods for Power Quality and Dynamic Response Enhancement of ac Microgrids by Touqeer Ahmed Jumani, Mohd Wazir Mustafa, Nawaf N. Hamadneh, Samer H. Atawneh, Madihah Md. Rasid, Nayyar Hussain Mirjat, Muhammad Akram Bhayo, Ilyas Khan

“…Due to space and scope constraints, this study excludes the applications of swarm intelligence-based optimization methods in the studied field of research. …”
Get full text

An improved sparrow search algorithm and CNN-BiLSTM neural network for predicting sea level height by Xiao Li, Shijian Zhou, Fengwei Wang, Laiying Fu

“…To improve the accuracy of sea level prediction, this paper uses a new swarm intelligence algorithm named the sparrow search algorithm (SSA), which can imitate the foraging behavior and antipredation behavior of sparrows, to determine optimal solutions. …”
Get full text

A Cloud Computing-Based Modified Symbiotic Organisms Search Algorithm (AI) for Optimal Task Scheduling by Ajoze Abdulraheem Zubair, Shukor Abd Razak, Md. Asri Ngadi, Arafat Al-Dhaqm, Wael M. S. Yafooz, Abdel-Hamid M. Emara, Aldosary Saad, Hussain Al-Aqrabi

“…The search algorithm based on symbiotic organisms’ interactions is a relatively recent bio-inspired algorithm of the swarm intelligence field for solving numerical optimization problems. …”
Get full text

Hierarchical Harris hawks optimizer for feature selection by Lemin Peng, Zhennao Cai, Ali Asghar Heidari, Lejun Zhang, Huiling Chen

“…Because of its characteristics, the wrapper method must include a swarm intelligence algorithm, and its performance in feature selection is closely related to the algorithm's quality. …”
Get full text

Editorial by Christian Gütl

“…Emam apply cooperative swarm intelligence algorithms to adaptive multilevel thresholding segmentation of COVID-19 CT scan images. …”
Get full text

Binary light spectrum optimizer for knapsack problems: An improved model by Mohamed Abdel-Basset, Reda Mohamed, Mohamed Abouhawwash, Ahmad M. Alshamrani, Ali Wagdy Mohamed, Karam Sallam

“…Additionally, a novel method, which simulates the swarm intelligence behaviors and the simulated binary crossover (SBX) to accelerate the convergence speed with avoiding stuck into local minima, has been proposed for producing a new binary variant of MLSO known as BHLSO. …”
Get full text

Screening for new thermoelectric material: A semiconducting TaS3 with nanoporous structure by Yangfan Cui, Xiaojun Wang, Shuai Duan, Xin Chen, Xiaobing Liu

“…In this perspective, we herein present a new semiconducting phase in TaS3 with the space group C2/m predicted by the swarm-intelligence structure-searching method. The C2/m-TaS3 phase exhibits anisotropic multivalley band dispersions, which is beneficial for electronic transport. …”
Get full text

Dragon fly algorithm based approach for escalating the security among the nodes in wireless sensor network based system by Shweta Sharma, Amandeep Kaur, Deepali Gupta, Sapna Juneja, Mukesh Kumar

“…The proposed technique employed the statistical machine learning and swarm intelligence strategy with dragon fly algorithm in order to address the issues related effective rank generation of nodes and improving the network lifetime. …”
Get full text

Biomimetic and autonomic server ensemble orchestration by Nakrani, S

“…</p><p> The inspiration for the server orchestration approach proposed in this thesis is drawn from nature and generally classed as swarm intelligence, specifically, sophisticated collective behaviour of social insects borne out of primitive interactions amongst members of the group to solve problems beyond the capability of individual members. …”

Robust control of adaptive power quality compensator in Multi-Microgrids for power quality enhancement using puzzle optimization algorithm by Hatem F. Sindi, Sultan Alghamdi, Muhyaddin Rawa, Ahmed I. Omar, Ahmed Hussain Elmetwaly

“…Further, the recent swarm intelligence-based puzzle optimization algorithm is employed to get the best self-tuning of the PID controller gains to reveal the act of the APQC typology. …”
Get full text

A Spider Monkey Optimization Based on Beta-Hill Climbing Optimizer for Unmanned Combat Aerial Vehicle (UCAV) by Fouad Allouani, Abdelaziz Abboudi, Xiao-Zhi Gao, Sofiane Bououden, Ilyes Boulkaibet, Nadhira Khezami, Fatma Lajmi

“…To address these challenges, highly sophisticated control methods are required, and Swarm Intelligence (SI) algorithms have proven to be one of the most effective approaches. …”
Get full text

Prediction of Urinary Tract Infection in IoT-Fog Environment for Smart Toilets Using Modified Attention-Based ANN and Machine Learning Algorithms by Abdullah Alqahtani, Shtwai Alsubai, Adel Binbusayyis, Mohemmed Sha, Abdu Gumaei, Yu-Dong Zhang

“…Due to such nature, this algorithm possesses a better optimization ability than other swarm intelligence approaches. Finally, classification is undertaken by the proposed MANN-AM (Modified Artificial Neural Network with Attention Mechanism). …”
Get full text

Improved bald eagle search algorithm for global optimization and feature selection by Amit Chhabra, Abdelazim G. Hussien, Fatma A. Hashim

“…Bald eagle search (BES) algorithm is the latest swarm-intelligence metaheuristic algorithm inspired by the intelligent hunting behavior of bald eagles. …”
Get full text

Water-Body Detection in Sentinel-1 SAR Images with DK-CO Network by Youping Xie, Haibo Zeng, Kaijun Yang, Qiming Yuan, Chao Yang

“…First, this paper uses a swarm intelligence optimization algorithm, Dung Beetle Optimizer (DBO), to optimize the initial cluster center of the K-means clustering algorithm, which is called the DBO-K-means (DK) method. …”
Get full text

Location decision of low-altitude service station for transfer flight based on modified immune algorithm by Huaqun Chen, Weichao Yang, Xie Tang, Minghui Yang, Fangwei Huang, Xingao Zhu

“…The location of Low-Altitude Flight Service Station (LAFSS) is a comprehensive decision work, and it is also a multi-objective optimization problem (MOOP) with constraints. As a swarm intelligence search algorithm for solving constrained MOOP, the Immune Algorithm (IA) retains the excellent characteristics of genetic algorithm. …”
Get full text

A Quantum-Inspired Ant Colony Optimization Approach for Exploring Routing Gateways in Mobile Ad Hoc Networks by Jamal Khudair Madhloom, Hussein Najm Abd Ali, Haifaa Ahmed Hasan, Oday Ali Hassen, Saad Mohamed Darwish

“…To handle these issues, the work presented in this paper presents a modified gateway discovery approach inspired by the quantum swarm intelligence technique. The suggested approach follows the non-root tree-based GW discovery category to reduce broadcasting in the process of exploring GWs and uses quantum-inspired ant colony optimization (QACO) for constructing new paths. …”
Get full text

Intelligent fault diagnosis algorithm of rolling bearing based on optimization algorithm fusion convolutional neural network by Qiushi Wang, Zhicheng Sun, Yueming Zhu, Chunhe Song, Dong Li

“…First, the 1D-CNN is improved by combining it with an attention mechanism to enhance the fault feature information. Second, a swarm intelligence algorithm based on Differential Evolution (DE) and Grey Wolf Optimization (GWO) is proposed, which not only improves the convergence accuracy, but also increases the search efficiency. …”
Get full text

Assessment of Oocyte Quality Using Deep Radiomic Signature of Oocyte Morphology in the Mouse by Abbas HABIBALAHI, Michael J. BERTOLDO, Saabah B. MAHBUB, Jared M. CAMPBELL, Dale M. GOSS, William L. LEDGER, Robert B. GILCHRIST, Lindsay E. WU, Ewa M. GOLDYS

“…Deep learning, swarm intelligence and discriminative analysis were applied to images of mouse oocytes taken by bright field microscopy to identify a highly informative deep radiomic signature (DRS) of oocyte morphology. …”
Get full text