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• Metaheuristic Optimization Algorithms in Mechanical Engineering: A Comprehensive Systematic Review of Structural Design, Manufacturing Process Optimization, and Thermal-Fluid Systems

  Shaban Kaji

  249-268

  2024-09-18

  https://doi.org/10.48313/maa.v1i3.100

• A Multi-Strategy Population-Based Optimizer for High-Dimensional Engineering Design Problems

  G. T. Shakila Devi

  316-341

  2024-09-21

  https://doi.org/10.48313/maa.v1i3.103

• Whale Optimization Algorithm: A Critical Survey of Fundamental Principles, Modern Adaptations, Benchmarking Practices, and Applications

  Saman M Almufti, Renas Rajab Asaad, Awaz Ahmed Shaban, Ridwan Boya Marqas

  1-32

  2026-03-01

  https://doi.org/10.48313/maa.v3i1.110

• Network War Strategy Optimization: A Military-Strategy-Inspired Metaheuristic with Reconnaissance, Tactical Engagement, and Adaptive Retreat

  Snigdharani Panda, Sunday Adesina Adebisi

  181-207

  2024-06-17

  https://doi.org/10.48313/maa.vi.62

• Forest Growth Optimization: An Ecological-Succession-Inspired Metaheuristic with Pioneer-Intermediate-Climax Stage Progression

  Pritiprava Mishra, Haruna Mavakumba Kefas

  33-60

  2026-03-02

  https://doi.org/10.48313/maa.vi.79

• Six Decades of Metaheuristic Optimization: Structured Survey from Evolutionary Roots to Foundation-Model Tuning

  Hamid Ahmadi

  291-315

  2026-09-09

  https://doi.org/10.48313/maa.vi.91

• Generative Agent Swarm: Bacterial Foraging with K LLM-Mediated Pheromone Communication

  Daniel A. Ferreira

  246-271

  2026-06-05

  https://doi.org/10.48313/maa.vi.80

• Review: Evolution of Nature-Inspired Metaheuristic Algorithms: Developments, Trends, and Applications from 1990 to 2025

  Shaban Kaji

  81-90

  2026-03-03

  https://doi.org/10.48313/maa.vi.89

• Metaheuristic Optimization Algorithms in Artificial Intelligence: A Comprehensive Systematic Review of Neural Architecture Search, Hyperparameter Optimization, and Intelligent Feature Engineering

  Fatemeh Ebrahimzadeh

  236-262

  2025-06-15

  https://doi.org/10.48313/maa.v2i3.49

• Metaheuristic Optimization for Neuromorphic Computing Architectures

  Fatemeh Zare Baghiabad, Viktor P. Sokolov

  195-216

  2026-06-03

  https://doi.org/10.48313/maa.vi.83

• Clonal Suppression and Hypermutation: An Artificial Immune System for Transcriptomic Biomarker Mining

  Bita Alipoor, Soheil Fakheri

  111-140

  2026-03-06

  https://doi.org/10.48313/maa.vi.112

• Metaheuristic Optimization in Structural Engineering Design and Analysis: A Survey

  Behera Janardan, Kharabela Swain

  171-180

  2024-06-17

  https://doi.org/10.48313/maa.vi.64

• Attribution-Stability-Driven Harris Hawks Search for Interpretable Clinical Feature Selection

  Seyed Farid Ghannadpour, Daniel A. Ferreira

  227-245

  2026-06-04

  https://doi.org/10.48313/maa.vi.75

• Multi-Objective Metaheuristic Optimization for Molecular Docking in Early-Stage Drug Design by Water Optimization Algorithm

  Arafa Abdelzaher Nasef

  342-363

  2024-12-22

  https://doi.org/10.48313/maa.v1i4.104

• Metaheuristic-Guided Neural Architecture Search for Cross-Session EEG Speech Imagery Decoding

  Mahmoud Rahimi, Sara Al-Farsi

  269-292

  2024-09-19

  https://doi.org/10.48313/maa.v1i3.101

• Mathematical Advances in Hybrid Fuzzy–Metaheuristic Methods For Complex Multi-Objective Optimization

  Shivdeep Kaur

  385-399

  2025-12-22

  https://doi.org/10.48313/maa.vi.38

• Development of the Efforts-Based Outlook Learning Models Using Information Set Theory

  Madasu Hanmandlu, Jyotsana Grover

  88–108

  2026-06-19

  https://doi.org/10.48313/maa.vi.57

• Interpretable Population Dynamics: Causal Inference for Engineering Optimization Decisions

  Rania A. Mahmoud, Kwame A. Mensah

  168-194

  2026-06-01

  https://doi.org/10.48313/maa.vi.77

• From Heuristics to Hyperheuristics: Comparative Study and Real-World Impact in Optimization

  Esraa Aljubarah

  134-151

  2025-06-15

  https://doi.org/10.48313/maa.v2i2.39

• Heterogeneous EEG Feature Fusion: Brain Storm Optimization with Covariance-Aware Mutation

  Astrid L. Nielsen

  141-167

  2026-06-01

  https://doi.org/10.48313/maa.vi.82

• On Decreasing Mismatch-Induced Stresses in a Heterostructure by Preliminary Radiation Processing of the Substrate

  Evgeny. L. Pankratov

  208-226

  2024-09-16

  https://doi.org/10.48313/maa.v1i3.93

• The World Algorithm: A Universal Metaheuristic for Complex Optimization Problems of Actinomycin Production

  Homeira Saheli, Samira Saheli

  152-171

  2025-06-23

  https://doi.org/10.48313/maa.v2i2.41

• Metaheuristic Optimization Algorithms in Geophysics: A Comprehensive Review of Seismic Inversion, Potential Field Modeling, and Geophysical Data Interpretation

  Negin Ghasemabadi

  285–308

  2025-06-17

  https://doi.org/10.48313/maa.v2i3.51

• Harris Hawks Optimizer for High-Dimensional Biomarker Discovery: A Statistically Rigorous Comparative Study of Eleven Metaheuristic Algorithms on Leukemia Gene Expression Data

  Zeinab Parandavar, Behnam Ghahramankhani, Mohammad Hossein Khodabandeh

  91-110

  2026-03-04

  https://doi.org/10.48313/maa.vi.81

• Machine Learning-Driven Optimization of Energy Consumption in Smart Grids: A Comprehensive Review

  Pouria Bahramian

  143-170

  2024-06-16

  https://doi.org/10.48313/maa.v1i2.73