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Engineering Optimization and Algorithms

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Featured Publications

A crossover-enhanced Marine Predators Algorithm for gene selection in microarray-based cancer classification

Authors: Sharif Naser Makhadmeh, Yousef Sanjalawe, Mohammed Azmi Al-Betar, Ahmad Nasayreh, Mohammad Aladaileh2025

Journal: Artificial Intelligence in the Life Sciences

Doi: https://doi.org/10.1016/j.ailsci.2025.100140

A crossover-integrated Marine Predator Algorithm for feature selection in intrusion detection systems within IoT environments

Authors: Sharif Naser Makhadmeh, Salam Fraihat, Mohammed Awad, Yousef Sanjalawe, Mohammed Azmi Al-Betar, Mohammed A Awadallah2025

Journal: Internet of Things

Doi: https://doi.org/10.1016/j.iot.2025.101536

A novel binary Stellar Oscillation Optimizer for feature selection optimization problems

Authors: Ali Rodan, Sharif Naser Makhadmeh, Yousef Sanjalawe, Rizik MH Al-Sayyed, Mohammed Azmi Al-Betar2025

Journal: Intelligent Systems with Applications

Doi: https://doi.org/10.1016/j.iswa.2025.200558

A Review of 6G and AI Convergence: Enhancing Communication Networks With Artificial Intelligence

Authors: Yousef Sanjalawe, Salam Fraihat, Mosleh Abualhaj, Sharif Makhadmeh, Emran Alzubi2025

Journal: IEEE Open Journal of the Communications Society

Doi: https://doi.org/10.1109/OJCOMS.2025.3553302

AI-driven job scheduling in cloud computing: a comprehensive review

Authors: Yousef Sanjalawe, Salam Al-E’mari, Salam Fraihat, Sharif Makhadmeh2025

Journal: Artificial Intelligence Review

Doi: https://doi.org/10.1007/s10462-025-11208-8

AI-Powered Smart Grids in the 6G Era: A Comprehensive Survey on Security and Intelligent Energy Systems

Authors: Yousef Sanjalawe, Salam Fraihat, Sharif Naser Makhadmeh, Emran Alzubi2025

Journal: IEEE Open Journal of the Communications Society

Doi: https://doi.org/10.1109/OJCOMS.2025.3609144

EEG channels selection for stroke patients rehabilitation using equilibrium optimizer

Authors: Mohammed Azmi Al-Betar, Zaid Abdi Alkareem Alyasseri, Sharif Naser Makhadmeh2025

Journal: Journal of Intelligent Systems

Doi: https://doi.org/10.1515/jisys-2024-0252

Generative AI for Cybersecurity Applications in Threat Simulation and Defense

Authors: Yousef Sanjalawe, Salam Al E'mari, Sharif Makhadmeh2025

Journal: AI-Driven Security Systems and Intelligent Threat Response Using Autonomous Cyber Defense

Doi: https://doi.org/10.4018/979-8-3373-0954-5.ch010

Mitigating the task scheduling problem in fog computing environments using improved marine predators optimization algorithm

Authors: Khaled Houssam Mahfouz, Mohammed Azmi Al Betar, Sharif Naser Makhadmeh2025

Journal: Computing

Doi: https://doi.org/10.1007/s00607-025-01502-2

Multi-objective Ant Colony Optimization: Review

Authors: Mohammed A Awadallah, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Lamees Mohammad Dalbah, Aneesa Al-Redhaei, Shaimaa Kouka, Oussama S Enshassi2025

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-024-10178-4

Recent advances in Multi-objective Cuckoo Search Algorithm, its variants and applications

Authors: Sharif Naser Makhadmeh, Mohammed A Awadallah, Sofian Kassaymeh, Mohammed Azmi Al-Betar, Yousef Sanjalawe, Shaimaa Kouka, Anessa Al-Redhaei2025

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-025-10240-9

Recent advances in multi-objective whale optimization algorithm, its versions and applications

Authors: Sharif Naser Makhadmeh, Sofian Kassaymeh, Gaith Rjoub, Bilal Bataineh, Yousef Sanjalawe, Mohammed Azmi Al-Betar2025

Journal: Journal of King Saud University Computer and Information Sciences

Doi: https://doi.org/10.1007/s44443-025-00184-2

Recent advances in secretary bird optimization algorithm, its variants and applications

Authors: Yousef Sanjalawe, Salam Al-E’mari, Mosleh Abualhaj, Sharif Naser Makhadmeh, Mohammad A Alsharaiah, Duaa H Hijazi2025

Journal: Evolutionary Intelligence

Doi: https://doi.org/10.1007/s12065-025-01054-6

Recent Versions and Applications of Tunicate Swarm Algorithm

Authors: Haseebullah Jumakhan, Sana Abouelnour, Aneesa Al Redhaei, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar2025

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-025-10287-8

Smart load balancing in cloud computing: Integrating feature selection with advanced deep learning models

Authors: Yousef Sanjalawe, Salam Fraihat, Salam Al-E’mari, Mosleh Abualhaj, Sharif Makhadmeh, Emran Alzubi2025

Journal: PLoS One

Doi: https://doi.org/10.1371/journal.pone.0329765

EEG Channel Selection for Stroke Patient Rehabilitation Using BAT Optimizer

Authors: Mohammed Azmi Al-Betar, Zaid Abdi Alkareem Alyasseri, Noor Kamal Al-Qazzaz, Sharif Naser Makhadmeh, Nabeel Salih Ali, Christoph Guger2024

Journal: Algorithms

Doi: https://doi.org/10.3390/a17080346

Hybrid Four Vector Intelligent Metaheuristic with Differential Evolution for Structural Single-Objective Engineering Optimization

Authors: Hussam N Fakhouri, Ahmad Sami Al-Shamayleh, Abdelraouf Ishtaiwi, Sharif Naser Makhadmeh, Sandi N Fakhouri, Faten Hamad2024

Journal: Algorithms

Doi: https://doi.org/10.3390/a17090417

Novel Hybrid Crayfish Optimization Algorithm and Self-Adaptive Differential Evolution for Solving Complex Optimization Problems

Authors: Hussam N Fakhouri, Abdelraouf Ishtaiwi, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Mohannad Alkhalaileh2024

Journal: Symmetry

Doi: https://doi.org/10.3390/sym16070927

Variational Autoencoders-Based Algorithm for Multi-Criteria Recommendation Systems

Authors: Salam Fraihat, Qusai Shambour, Mohammed Azmi Al-Betar, Sharif Naser Makhadmeh2024

Journal: Algorithms

Doi: https://doi.org/10.3390/a17120561

A hybrid bat and grey wolf optimizer for gene selection in cancer classification

Authors: Dina Tbaishat, Mohammad Tubishat, Sharif Naser Makhadmeh, Osama Ahmad Alomari2024

Journal: Knowledge and Information Systems

Doi: https://doi.org/10.1007/s10115-024-02225-0

A hybrid marine predators algorithm with particle swarm optimization using renewable energy sources for energy scheduling problem-based IoT

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Ammar Kamal Abasi, Anessa Al-Redhaei, Osama Ahmad Alomari, Shaimaa Kouka2024

Journal: Arabian Journal for Science and Engineering

Doi: https://doi.org/10.1007/s13369-024-08755-7

A multi-objective grey wolf optimizer for energy planning problem in smart home using renewable energy systems

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Feras Al-Obeidat, Osama Ahmad Alomari, Ammar Kamal Abasi, Mohammad Tubishat, Zenab Elgamal, Waleed Alomoush2024

Journal: Sustainable Operations and Computers

Doi: https://doi.org/10.1016/j.susoc.2024.04.001

A novel binary modified beluga whale optimization algorithm using ring crossover and probabilistic state mutation for enhanced bladder cancer diagnosis

Authors: Hasan Gharaibeh, Noor Aldeen Alawad, Ahmad Nasayreh, Rabia Emhamed Al Mamlook, Sharif Naser Makhadmeh, Ayah Bashkami, Qais Al-Na'amneh, Laith Abualigah, Absalom E Ezugwu2024

Journal: Informatics in Medicine Unlocked

Doi: https://doi.org/10.1016/j.imu.2024.101581

A review of Artificial Intelligence methods in bladder cancer: segmentation, classification, and detection

Authors: Ayah Bashkami, Ahmad Nasayreh, Sharif Naser Makhadmeh, Hasan Gharaibeh, Ahmed Ibrahim Alzahrani, Ayed Alwadain, Jia Heming, Absalom E Ezugwu, Laith Abualigah2024

Journal: Artificial Intelligence Review

Doi: https://doi.org/10.1007/s10462-024-10953-6

Elk herd optimizer: a novel nature-inspired metaheuristic algorithm

Authors: Mohammed Azmi Al-Betar, Mohammed A Awadallah, Malik Shehadeh Braik, Sharif Makhadmeh, Iyad Abu Doush2024

Journal: Artificial Intelligence Review

Doi: https://doi.org/10.1007/s10462-023-10680-4

Equilibrium optimizer: a comprehensive survey

Authors: Mohammed Azmi Al-Betar, Iyad Abu Doush, Sharif Naser Makhadmeh, Ghazi Al-Naymat, Osama Ahmad Alomari, Mohammed A Awadallah2024

Journal: Multimedia Tools and Applications

Doi: https://doi.org/10.1007/s11042-023-16764-1

Recent Applications and Advances of Migrating Birds Optimization

Authors: Shaimaa Kouka, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Lamees Mohammad Dalbah, Mirna Nachouki2024

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-023-09984-z

A hybrid Harris Hawks optimizer for economic load dispatch problems

Authors: Mohammed Azmi Al-Betar, Mohammed A Awadallah, Sharif Naser Makhadmeh, Iyad Abu Doush, Raed Abu Zitar, Samah Alshathri, Mohamed Abd Elaziz2023

Journal: Alexandria Engineering Journal

Doi: https://doi.org/10.1016/j.aej.2022.09.010

An enhanced salp swarm optimizer boosted by local search algorithm for modelling prediction problems in software engineering

Authors: Sofian Kassaymeh, Salwani Abdullah, Mohammed Azmi Al-Betar, Mohammed Alweshah, Amer Abu Salem, Sharif Naser Makhadmeh, Mohammad Atwah Al-Ma’aitah2023

Journal: Artificial Intelligence Review

Doi: https://doi.org/10.1007/s10462-023-10618-w

Archive-based coronavirus herd immunity algorithm for optimizing weights in neural networks

Authors: Iyad Abu Doush, Mohammed A Awadallah, Mohammed Azmi Al-Betar, Osama Ahmad Alomari, Sharif Naser Makhadmeh, Ammar Kamal Abasi, Zaid Abdi Alkareem Alyasseri2023

Journal: Neural Computing and Applications

Doi: https://doi.org/10.1007/s00521-023-08577-y

Bare-Bones Based Salp Swarm Algorithm for Text Document Clustering

Authors: Mohammed Azmi Al-Betar, Ammar Kamal Abasi, Ghazi Al-Naymat, Kamran Arshad, Sharif Naser Makhadmeh2023

Journal: IEEE Access

Doi: https://doi.org/10.1109/ACCESS.2023.3314589

Digital image watermarking using discrete cosine transformation based linear modulation

Authors: Waleed Alomoush, Osama A Khashan, Ayat Alrosan, Hani H Attar, Ammar Almomani, Fuad Alhosban, Sharif Naser Makhadmeh2023

Journal: Journal of Cloud Computing

Doi: https://doi.org/10.1186/s13677-023-00468-w

Enhancing rice leaf disease classification: a customized convolutional neural network approach

Authors: Ammar Kamal Abasi, Sharif Naser Makhadmeh, Osama Ahmad Alomari, Mohammad Tubishat, Husam Jasim Mohammed2023

Journal: Sustainability

Doi: https://doi.org/10.3390/su152015039

Feedforward neural network-based augmented salp swarm optimizer for accurate software development cost forecasting

Authors: Mohammed Azmi Al-Betar, Sofian Kassaymeh, Sharif Naser Makhadmeh, Salam Fraihat, Salwani Abdullah2023

Journal: Applied Soft Computing

Doi: https://doi.org/10.1016/j.asoc.2023.111008

Intrusion detection system for large-scale IoT NetFlow networks using machine learning with modified Arithmetic Optimization Algorithm

Authors: Salam Fraihat, Sharif Makhadmeh, Mohammed Awad, Mohammed Azmi Al-Betar, Anessa Al-Redhaei2023

Journal: Internet of Things

Doi: https://doi.org/10.1016/j.iot.2023.100819

Marine Predators Algorithm: A Review

Authors: Mohammed Azmi Al-Betar, Mohammed A Awadallah, Sharif Naser Makhadmeh, Zaid Abdi Alkareem Alyasseri, Ghazi Al-Naymat, Seyedali Mirjalili2023

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-023-09912-1

Recent Advances in Butterfly Optimization Algorithm, Its Versions and Applications

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Ammar Kamal Abasi, Mohammed A Awadallah, Iyad Abu Doush, Zaid Abdi Alkareem Alyasseri, Osama Ahmad Alomari2023

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-022-09843-3

Recent Advances in Grey Wolf Optimizer, its Versions and Applications: Review

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Iyad Abu Doush, Mohammed A Awadallah, Sofian Kassaymeh, Seyedali Mirjalili, Raed Abu Zitar2023

Journal: Ieee Access

Doi: https://doi.org/10.1109/ACCESS.2023.3304889

Recent Versions and Applications of Sparrow Search Algorithm

Authors: Mohammed A Awadallah, Mohammed Azmi Al-Betar, Iyad Abu Doush, Sharif Naser Makhadmeh, Ghazi Al-Naymat2023

Journal: Archives of Computational Methods in Engineering

Doi: https://doi.org/10.1007/s11831-023-09887-z

Lemurs Optimizer: A New Metaheuristic Algorithm for Global Optimization

Authors: Ammar Kamal Abasi, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Osama Ahmad Alomari, Mohammed A Awadallah, Zaid Abdi Alkareem Alyasseri, Iyad Abu Doush, Ashraf Elnagar, Eman H Alkhammash, Myriam Hadjouni2022

Journal: Applied Sciences

Doi: https://doi.org/10.3390/app121910057

A hybrid white shark equilibrium optimizer for power scheduling problem based IoT

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Khaled Assaleh, Sofian Kassaymeh2022

Journal: IEEE Access

Doi: https://doi.org/10.1109/ACCESS.2022.3229434

A modified coronavirus herd immunity optimizer for the power scheduling problem

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Mohammed A Awadallah, Ammar Kamal Abasi, Zaid Abdi Alkareem Alyasseri, Iyad Abu Doush, Osama Ahmad Alomari, Robertas Damaševičius, Audrius Zajančkauskas, Mazin Abed Mohammed2022

Journal: Mathematics

Doi: https://doi.org/10.3390/math10030315

A novel link-based multi-objective grey wolf optimizer for appliances energy scheduling problem

Authors: Sharif Naser Makhadmeh, Ammar Kamal Abasi, Mohammed Azmi Al-Betar, Mohammed A Awadallah, Iyad Abu Doush, Zaid Abdi Alkareem Alyasseri, Osama Ahmad Alomari2022

Journal: Cluster Computing

Doi: https://doi.org/10.1007/s10586-022-03675-3

CCSA: Cellular Crow Search Algorithm with topological neighborhood shapes for optimization

Authors: Mohammed A Awadallah, Mohammed Azmi Al-Betar, Iyad Abu Doush, Sharif Naser Makhadmeh, Zaid Abdi Alkareem Alyasseri, Ammar Kamal Abasi, Osama Ahmad Alomari2022

Journal: Expert Systems with Applications

Doi: https://doi.org/10.1016/j.eswa.2021.116431

Hybrid multi-verse optimizer with grey wolf optimizer for power scheduling problem in smart home using IoT

Authors: Sharif Naser Makhadmeh, Ammar Kamal Abasi, Mohammed Azmi Al-Betar2022

Journal: The Journal of Supercomputing

Doi: https://doi.org/10.1007/s11227-022-04325-6

Island neighboring heuristics harmony search algorithm for flow shop scheduling with blocking

Authors: Iyad Abu Doush, Mohammed Azmi Al-Betar, Mohammed A Awadallah, Zaid Abdi Alkareem Alyasseri, Sharif Naser Makhadmeh, Mohammed El-Abd2022

Journal: Swarm and Evolutionary Computation

Doi: https://doi.org/10.1016/j.swevo.2022.101127

Review on COVID-19 diagnosis models based on machine learning and deep learning approaches

Authors: Zaid Abdi Alkareem Alyasseri, Mohammed Azmi Al‐Betar, Iyad Abu Doush, Mohammed A Awadallah, Ammar Kamal Abasi, Sharif Naser Makhadmeh, Osama Ahmad Alomari, Karrar Hameed Abdulkareem, Afzan Adam, Robertas Damasevicius, Mazin Abed Mohammed, Raed Abu Zitar2022

Journal: Expert systems

Doi: https://doi.org/10.1111/exsy.12759

A min-conflict algorithm for power scheduling problem in a smart home using battery

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Zaid Abdi Alkareem Alyasseri, Ammar Kamal Abasi2021

Journal: Proceedings of the 11th National Technical Seminar on Unmanned System Technology 2019: NUSYS'19

Doi: https://doi.org/10.1007/978-981-15-5281-6_33

A novel ensemble statistical topic extraction method for scientific publications based on optimization clustering

Authors: Ammar Kamal Abasi, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Sharif Naser Makhadmeh, Zaid Abdi Alkareem Alyasseri2021

Journal: Multimedia Tools and Applications

Doi: https://doi.org/10.1007/s11042-020-09504-2

An ensemble topic extraction approach based on optimization clusters using hybrid multi-verse optimizer for scientific publications

Authors: Ammar Kamal Abasi, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Zaid Abdi Alkareem Alyasseri, Sharif Naser Makhadmeh2021

Journal: Journal of Ambient Intelligence and Humanized Computing

Doi: https://doi.org/10.1007/s12652-020-02439-4

Gene selection for microarray data classification based on Gray Wolf Optimizer enhanced with TRIZ-inspired operators

Authors: Osama Ahmad Alomari, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Zaid Abdi Alkareem Alyasseri, Iyad Abu Doush, Ammar Kamal Abasi, Mohammed A Awadallah, Raed Abu Zitar2021

Journal: Knowledge-Based Systems

Doi: https://doi.org/10.1016/j.knosys.2021.107034

Smart home battery for the multi-objective power scheduling problem in a smart home using grey wolf optimizer

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Zaid Abdi Alkareem Alyasseri, Ammar Kamal Abasi, Ahamad Tajudin Khader, Robertas Damaševičius, Mazin Abed Mohammed, Karrar Hameed Abdulkareem2021

Journal: Electronics

Doi: https://doi.org/10.3390/electronics10040447

Wind driven optimization with smart home battery for power scheduling problem in smart home

Authors: Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Ammar Kamal Abasi, Mohammed A Awadallah, Zaid Abdi Alkareem Alyasseri, Osama Ahmad Alomari, Iyad Abu Doush2021

Journal: 2021 Palestinian International Conference on Information and Communication Technology (PICICT)

Doi: https://doi.org/10.1109/PICICT53635.2021.00026

A novel hybrid grey wolf optimizer with min-conflict algorithm for power scheduling problem in a smart home

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Ammar Kamal Abasi, Zaid Abdi Alkareem Alyasseri2020

Journal: Swarm and Evolutionary Computation

Doi: https://doi.org/10.1016/j.swevo.2020.100793

Multi-objective power scheduling problem in smart homes using grey wolf optimiser

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim2019

Journal: Journal of Ambient Intelligence and Humanized Computing

Doi: https://doi.org/10.1007/s12652-018-1085-8

Optimization methods for power scheduling problems in smart home: Survey

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Ammar Kamal Abasi, Zaid Abdi Alkareem Alyasseri2019

Journal: Renewable and Sustainable Energy Reviews

Doi: https://doi.org/10.1016/j.rser.2019.109362

Particle swarm optimization algorithm for power scheduling problem using smart battery

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim, Zaid Abdi Alkareem Alyasseri, Ammar Kamal Abasi2019

Journal: 2019 IEEE Jordan international joint conference on electrical engineering and information technology (JEEIT)

Doi: https://doi.org/10.1109/JEEIT.2019.8717468

An optimal power scheduling for smart home appliances with smart battery using grey wolf optimizer

Authors: Sharif Naser Makhadmeh, Ahamad Tajudin Khader, Mohammed Azmi Al-Betar, Syibrah Naim2018

Journal: 2018 8th IEEE international conference on control system, computing and engineering (ICCSCE)

Doi: https://doi.org/10.1109/ICCSCE.2018.8685003

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