80: A deep learning model coupled with metaheuristic optimization for urban rainfall ... (2025)

Zhao, W., Zhang, Z., Khodadadi, N., & Wang, L. (2025). "A deep learning model coupled with metaheuristic optimization for urban rainfall prediction". Journal of Hydrology.

Abdollahzadeh, B., Javadi, H., Torağay, O., Epicoco, N., & Khodadadi, N. (2025). "The green marine waste collector routing optimization with puma selectison-based neighborhood search algorithm". Cluster Computing.

Amiri, M. H., Hashjin, N. M., Najafabadi, M. K., Beheshti, A., & Khodadadi, N. (2025). "An innovative data-driven AI approach for detecting and isolating faults in gas turbines at power plants". Expert Systems with Applications.

Yu, X., Hu, T., Khodadadi, N., Liu, Q., & Nanni, A. (2025)." Modeling chloride ion diffusion in recycled aggregate concrete: A fuzzy neural network approach integrating material and environmental factors". In Structures.

Khodadadi, N., Ehteram, M., Karami, H., Nadimi-Shahraki, M. H., Abualigah, L., & Mirjalili, S. (2025). "Leader selection based Multi-Objective Flow Direction Algorithm (MOFDA): A novel approach for engineering design problems." Results in Engineering.

Panagant, N., Mahajan, S., Sait, S.M., Yıldız, B.S., Yıldız, A.R., Khodadadi, N. and Mehta, P., (2025). "Multi-objective optimization of truss structures using the enhanced Lichtenberg algorithm." Materials Testing.

Wu, X., Hu, T., Khodadadi, N., & Nanni, A. (2025). "Prediction on Quasi-static Compression Deformation Modes of Circular Tubes based on Machine Learning". International Journal of Mechanical Sciences.

Mozhdehi, A.T., Khodadadi, N., Aboutalebi, M., El-kenawy, E.S.M., Hussien, A.G., Zhao, W., Nadimi-Shahraki, M.H. and Mirjalili10, S., (2025). "Divine Religions Algorithm: a novel social-inspired metaheuristic algorithm for engineering and continuous optimization problems". Cluster Computing.

Zheng, S., Hu, T., Khodadadi, N., & Nanni, A. (2024). "Explainable prediction model for punching shear strength of FRP-RC slabs based on kernel density estimation and XGBoost." Scientific reports,.

El-Kenawy, E.S.M., Khodadadi, N., Ibrahim, A., Eid, M.M., Osman, A.M. and Elshewey, A.M., (2024). "An optimized model for Liver disease classification based on BPSO Using Machine learning models." Mesopotamian Journal of Computer Science.

Yu, X., Hu, T., Khodadadi, N., Liu, J., & Nanni, A. (2024)." Predictive and experimental assessment of chloride ion permeation in concrete subjected to multi-factorial conditions using the XGBoost algorithm." Journal of Building Engineering.

El-Kenawy, E.S.M., Ibrahim, A., Abdelhamid, A.A., Khodadadi, N., Abualigah, L. and Eid, M.M., (2024). "Predicting sleep disorders: leveraging sleep health and lifestyle data with dipper throated optimization algorithm for feature selection and logistic regression for classification". Computational Journal of Mathematical and Statistical Sciences.

Khodadadi, N., Towfek, S.K., Zaki, A.M., Alharbi, A.H., Khodadadi, E., Khafaga, D.S., Abualigah, L., Ibrahim, A., Abdelhamid, A.A. and Eid, M.M., (2024). "Predicting normalized difference vegetation index using a deep attention network with bidirectional GRU: a hybrid parametric optimization approach". International Journal of Data Science and Analytics.

El-Kenawy, E.S.M., Rizk, F.H., Zaki, A.M., Elshabrawy, M., Ibrahim, A., Abdelhamid, A.A., Khodadadi, N., ALmetwally, E.M. and Eid, M.M., (2024). "Nioa: A novel metaheuristic algorithm modeled on the stealth and precision of Japanese ninjas". Journal of Artificial Intelligence in Engineering Practice.

Özbay, E., Özbay, F. A., Khodadadi, N., Gharehchopogh, F. S., & Mirjalili, S. (2024)." Multifeature fusion method with metaheuristic optimization for automated voice pathology detection". Journal of Voice.

Karim, F.K., Khafaga, D.S., El-kenawy, E.S.M., Eid, M.M., Ibrahim, A., Abualigah, L., Khodadadi, N. and Abdelhamid, A.A., (2024). "Optimized LSTM for Accurate Smart Grid Stability Prediction Using a Novel Optimization Algorithm". Frontiers in Energy Research

El-Kenawy, E. S. M., Alhussan, A. A., Khodadadi, N., Mirjalili, S., & Eid, M. M. (2024). "Predicting potato crop yield with machine learning and deep learning for sustainable agriculture". Potato Research, 1-34.

El-Kenawy, E.S.M., Rizk, F.H., Zaki, A.M., Elshabrawy, M., Ibrahim, A., Abdelhamid, A.A., Khodadadi, N., ALmetwally, E.M. and Eid, M.M.,( 2024). "iHow optimization algorithm: a human-inspired metaheuristic approach for complex problem solving and feature selection. Journal of Artificial Intelligence in Engineering Practice"

Abdelmalak, M.E.S., Khodadadi, N., Zaki, A.M., Eid, M.M., Rizk, F.H., Ibrahim, A., Abdelhamid, A.A., Abualigah, L. and El-kenawy, E.S.M., (2024). "Pothole Detection in Asphalt Roads: A Comprehensive Approach for Enhanced Road Maintenance and Safety with AlexNet Model", IEEE.

Nadimi-Shahraki, M.H., Taghian, S., Javaheri, D., Sadiq, A.S., Khodadadi, N. and Mirjalili, S., (2024). "MTV-SCA: multi-trial vector-based sine cosine algorithm". Cluster Computing.

El-kenawy, E. S. M., Khodadadi, N., Mirjalili, S., Abdelhamid, A. A., Eid, M. M., & Ibrahim, A. (2023)."Greylag Goose Optimization: Nature-inspired optimization algorithm''. Expert Systems with Applications

Khodadadi, N., Roghani, H., Harati, E., Mirdarsoltany, M., De Caso, F., & Nanni, A. (2024). "Fiber-reinforced polymer (FRP) in concrete: A comprehensive survey". Construction and Building Materials, 432, 136634.

Khodadadi, N., Roghani, H., De Caso, F., El-kenawy, E. S. M., Yesha, Y., & Nanni, A. (2024)." Data-Driven PSO-CatBoost Machine Learning Model to Predict the Compressive Strength of CFRP-Confined Circular Concrete Specimens". Thin-Walled Structures.

Golafshani, E., Khodadadi, N., Ngo, T., Nanni, A., & Behnood, A. (2024). "Modelling the compressive strength of geopolymer recycled aggregate concrete using ensemble machine learning". Advances in Engineering Software.

Khodadadi, N., Khodadadi, E., Abdollahzadeh, B., EI-Kenawy, ES., Mardanpour, P., Zhao, W., Gharehchopogh, FS., Mirjalili, S., (2024)." Multi-objective generalized normal distribution optimization: a novel algorithm for multi-objective problems". Cluster Computing, 1-43.

Mehrabi Hashjin, N., Amiri, M. H., Mohammadzadeh, A., Mirjalili, S., & Khodadadi, N. (2024). "Novel hybrid classifier based on fuzzy type-III decision maker and ensemble deep learning model and improved chaos game optimization". Cluster Computing, 1-38.

Alharbi, Amal H., Doaa Sami Khafaga, Ahmed Mohamed Zaki, El-Sayed M. El-Kenawy, Abdelhameed Ibrahim, Abdelaziz A. Abdelhamid, Marwa M. Eid,  Khodadadi, N., Abualigah, L. and Saeed, M.A.(2024), "Forecasting of energy efficiency in buildings using multilayer perceptron regressor with waterwheel plant algorithm hyperparameter." Frontiers in Energy Research 12 : 1393794.

Sameh, B., Khodadadi, N., Eid, M. M., & Towfek, S. K. (2024). "Advancements and Future Directions in Machine Learning for Medical Diagnostics: A Comprehensive Review". American Scientific Publishing Group (ASPG), 7(2), 18-8.

Towfek, S. K., Khodadadi, N., Abualigah, L., & Rizk, F. H. (2024)." AI in Higher Education: Insights from Student Surveys and Predictive Analytics using PSO-Guided WOA and Linear Regression". Journal of Artificial Intelligence in Engineering Practice, 1(1), 1-17.

Amiri, M. H., Mehrabi Hashjin, N., Montazeri, M., Mirjalili, S., & Khodadadi, N. (2024). "Hippopotamus optimization algorithm: a novel nature-inspired optimization algorithm". Scientific Reports.

Abdollahzadeh, B., Khodadadi, N., Barshandeh, S., Trojovský, P., Gharehchopogh, F. S., El-kenawy, E. S. M., ... & Mirjalili, S. (2024)." Puma optimizer (PO): A novel metaheuristic optimization algorithm and its application in machine learning". Cluster Computing. 

Zhao, W., Wang, L., Zhang, Z., Fan, H., Zhang, J., Mirjalili, S., Khodadadi, N. and Cao, Q., (2023). ''Electric Eel Foraging Optimization: A new bio-inspired optimizer for engineering applications''. Expert Systems with Applications.

Zaki, A. M., Khodadadi, N., Lim, W. H., & Towfek, S. K. (2024)." Predictive Analytics and Machine Learning in Direct Marketing for Anticipating Bank Term Deposit Subscriptions". American Journal of Business and Operations Research..

Alharbi, A.H., Khafaga, D., El-kenawy, E.S.M., Eid, M., Ibrahim, A., Abualigah, L., Khodadadi, N. and Abdelhamid, A., Optimizing Electric Vehicle Paths To Charging Stations Using Parallel Greylag Goose Algorithm and Restricted Boltzmann Machines. Frontiers in Energy Research, 12, p.1401330.

Alzoubi, S., Abualigah, L., Sharaf, M., Daoud, M. S., Khodadadi, N., & Jia, H. (2023). "Synergistic Swarm Optimization Algorithm". CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES.

Harati Khalilabad, E., Ruiz Emparanza, A., De Caso, F., Roghani, H., Khodadadi, N., & Nanni, A. (2023). ''Characterization Specifications for FRP Pultruded Materials: From Constituents to Pultruded Profiles''. Fibers.

Abualigah, L., Oliva, D., Jia, H., Gul, F., Khodadadi, N., Hussien, A.G., Shinwan, M.A., Ezugwu, A.E., Abuhaija, B. and Zitar, R.A., (2023). ''Improved prairie dog optimization algorithm by dwarf mongoose optimization algorithm for optimization problems''. Multimedia Tools and Applications.

Afrasyabi, P., Mesgari, M. S., El-sayed, M., Kaveh, M., Ibrahim, A., & Khodadadi, N. (2023). "A crossover-based multi-objective discrete particle swarm optimization model for solving multi-modal routing problems." Decision Analytics Journal.

Zhao, W., Wang, L., Zhang, Z., Mirjalili, S., Khodadadi, N., & Ge, Q. (2023).'' Quadratic Interpolation Optimization (QIO): A new optimization algorithm based on generalized quadratic interpolation and its applications to real-world engineering problems''. Computer Methods in Applied Mechanics and Engineering

Mirdarsoltany, M., Roghani, H., Masoule, M. S. T., Khodadadi, N., Ghahremaninezhad, A., & Nanni, A. (2023). ''Evaluating GFRP bars under axial compression and quantifying load-damage correlation''. Construction and Building Materials,

Khodadadi, N., El-Kenawy, E. S. M., De Caso, F., Alharbi, A. H., Khafaga, D. S., & Nanni, A. (2023). ''The Mountain Gazelle Optimizer for truss structures optimization''. Applied Computing and Intelligence.

Khodadadi, N., Khodadadi, E., Al-Tashi, Q., El-Kenawy, E.S.M., Abualigah, L., Abdulkadir, S.J., Alqushaibi, A. and Mirjalili, S., 2023, "BAOA: Binary Arithmetic Optimization Algorithm with K-nearest Neighbor Classifier for Feature Selection" IEEE Access.

Abdelhamid, A.A., El-kenawy, E.S.M., Ibrahim, A., Eid, M.M., Khafaga, D.S., Alhussan, A.A., Mirjalili, S., Khodadadi, N., Lim, W.H. and Shams, M.Y.,(2023)," Innovative Feature Selection Method Based on Hybrid Sine Cosine and Dipper Throated Optimization Algorithms",IEEE Access.

Alharbi, A.H., Towfek, S.K., Abdelhamid, A.A., Ibrahim, A., Eid, M.M., Khafaga, D.S., Khodadadi, N., Abualigah, L. and Saber, M., (2023),"Diagnosis of Monkeypox Disease Using Transfer Learning and Binary Advanced Dipper Throated Optimization Algorithm",Biomimetics.

Alhussan, A.A., Abdelhamid, A.A., Towfek, S.K., Ibrahim, A., Abualigah, L., Khodadadi, N., Khafaga, D.S., Al-Otaibi, S. and Ahmed, A.E., (2023), "Classification of Breast Cancer Using Transfer Learning and Advanced Al-Biruni Earth Radius Optimization", Biomimetics.

Khodadadi, N., Harati, E., De Caso, F., Nanni, A., (2023), "Optimizing Truss Structures Using Composite Materials under Natural Frequency Constraints with a New Hybrid Algorithm Based on Cuckoo Search and Stochastic Paint Optimizer (CSSPO)", Buildings. 

Khodadadi, N., Çiftçioğlu, A. Ö, Mirjalili, S., Nanni, A., (2023), "A comparison performance analysis of eight meta-heuristic algorithms for optimal design of truss structures with static constraints", Decision Analytics Journal. 

Alharbi, A.H., Abdelhamid, A.A., Ibrahim, A., Towfek, S.K., Khodadadi, N., Abualigah, L., Khafaga, D.S., Ahmed, A.E.(2023) "Improved Dipper-Throated Optimization for Forecasting Metamaterial Design Bandwidth for Engineering Applications". Biomimetics.

Abdelhamid, A.A., Towfek, S.K., Khodadadi, N., Alhussan, A.A., Khafaga, D.S., Eid, M.M. and Ibrahim, A., (2023), "Waterwheel Plant Algorithm: A Novel Metaheuristic Optimization Method", Processes. 

Khodadadi, N., Abualigah, L., Qasem Al-Tashi, Q., Mirjalili, S., (2023), "Multi-objective chaos game optimization", Neural Computing and Applications.

Khodadadi, N., Talatahari, S. and Gandomi, A.H, (2023), "ANNA: Advanced neural network algorithm for optimization of structures", Proceedings of the Institution of Civil Engineers-Structures and Buildings.

El-Kenawy, E.S.M., Mirjalili, S., Khodadadi, N., Abdelhamid, A.A., Eid, M.M., El- Said, M. and Ibrahim, A., (2023), "Feature selection in wind speed forecasting systems based on meta-heuristic optimization",Plose One.

Atteia, G., El-kenawy, E.S.M., Samee, N.A., Jamjoom, M.M., Ibrahim, A., Abdel- hamid, A.A., Azar, A.T., Khodadadi, N., Ghanem, R.A. and Shams, M.Y., (2023), "Adaptive Dynamic Dipper Throated Optimization for Feature Selection in Medical Data", Computer Systems Science and Engineering.

El Sayed, M., Abdelhamid, A.A., Ibrahim, A., Mirjalili, S., Khodadadi, N., Alhus- san, A.A. and Khafaga, D.S., (2023), "Al-Biruni Earth Radius (BER) Metaheuristic Search Optimization Algorithm", Computer Systems Science and Engineering.

25. Khafaga, D. S., Karim, F. K., Abdelhamid, A. A., El-Kenawy, E. M., Alkahtani, H. K., Khodadadi, N., Hadwan, M., Ibrahim, A.,(2023), "Voting Classifier and Meta- heuristic Optimization for Network Intrusion Detection", Computers, Materials and Continua.

Sharma, S.,Khodadadi, N., Saha, A.K., Gharehchopogh, F.S. and Mirjalili, S., (2022)," Non-dominated Sorting Advanced Butterfly Optimization Algorithm for Multi- objective Problems", Journal of Bionic Engineering.

Khafaga, D.S., Ibrahim, A., El-Kenawy, E.S.M., Abdelhamid, A.A., Karim, F.K., Mirjalili, S., Khodadadi, N., Lim, W.H., Eid, M.M. and Ghoneim, M.E., (2022), "An Al-Biruni Earth Radius Optimization-Based Deep Convolutional Neural Network for Classifying Monkeypox Disease", Diagnostics.

Abdollahzadeh, B., Soleimanian, G. F., Khodadadi, N. and Mirjalili, S., (2022), "Mountain Gazelle Optimizer: A New Nature-inspired Metaheuristic Algorithm for Global Optimization Problems", Advances in Engineering Software.

Khodadadi, N., Abualigah, L., El-Kenawy, E. M., Snasel, V., and Mirjalili, S., (2022), "An Archive-based Multi-Objective "Arithmetic Optimization Algorithm for Solving Industrial Engineering Problems", IEEE Access.

Nouhi, B., Khodadadi, N., Azizi, M., Talatahari, S., and Gandomi, A. H., (2022), "Multi-Objective Material Generation Algorithm (MOMGA) for Optimization Purposes", IEEE Access.

El-Kenawy, M. E., Khodadadi, N., Khoshnaw, A., Mirjalili, S., Alhussan, A. A., Khafaga, D. S., Ibrahim, A., Abdelhamid, A. A., (2022), "Advanced Dipper-Throated Meta-Heuristic Optimization Algorithm for Digital Image Watermarking", Applied Sciences.

Abdelhamid, A. A., El-Kenawy, M. E., Khodadadi, N., Mirjalili, S., Khafaga, D. S., Alharbi,A. H., Ibrahim, A., M Eid, M., Saber, M., (2022), "Classification of Monkeypox Images Based on Transfer Learning and the Al-Biruni Earth Radius Optimization Algorithm", Mathematics.

M Eid, M., El-Kenawy, M. E., Khodadadi, N., Mirjalili, S., Khodadadi, E., Abotaleb, M., Alharbi, A. H., Abdelhamid, A. A., Ibrahim, A., Amer, M. G., Kadi, A., Khafaga, D. S., (2022), "Meta-Heuristic Optimization of LSTM-Based Deep Network for Boosting the Prediction of Monkeypox Cases", Mathematics.

A Alsayadi, H., Khodadadi, N., and Kumar, S., (2022), "Improving the Regression of Communities and Crime Using Ensemble of Machine Learning Models", Journal of Artificial Intelligence and Metaheuristics.

Khodadadi, N., Soleimanian, G. F., and Mirjalili, S. (2022), "MOAVOA: a new multi-objective artificial vultures optimization algorithm", Neural Computing and Applications.

El-Kenawy, E. M., Mirjalili, S., Abdelhamid A. A., Ibrahim, A., Khodadadi, N., Eid, M. M (2022), "Meta-Heuristic Optimization and Keystroke Dynamics for Authentication of Smartphone Users", Mathematics.

Zhao, W., Zhang, Z., Mirjalili, S., Wang, L., Khodadadi, N., Mirjalili, S. M, (2022), "An effective multi-objective artificial hummingbird algorithm with dynamic elimination-based crowding distance for solving engineering design problems", Computer Methods in Applied Mechanics and Engineering.

Azizi, M. ,Talatahari, S., Khodadadi, N., and Sareh, P, (2022), "Multi-Objective Atomic Orbital Search (MOAOS) for Global and Engineering Design Optimization", IEEE Access.

Khodadadi, N., Abualigah, L., and Mirjalili, S, (2022), "Multi-objective Stochastic Paint Optimizer (MOSPO)", Neural Computing and Applications.

Khodadadi, N., Talatahari, S. , and Dadras Eslamlou, A., (2022), "MOTEO: a novel

multi-objective thermal exchange optimization algorithm for engineering problems",

Soft Computing.

Khodadadi, N., ,Snasel, V., and Mirjalili, S, (2022), "Dynamic Arithmetic Optimization Algorithm for Truss Optimization Under Natural Frequency Constraints", IEEE

Access.

Khodadadi, N., Mirjalili, S, (2022), "Truss Optimization with Natural Frequency

Constraints Using Generalized Normal Distribution Optimization", Applied Intelligence.

Khodadadi, N., Azizi, M. ,Talatahari, S., and Sareh, P, (2021)," Multi-Objective

Crystal Structure Algorithm (MOCryStAl): Introduction and Performance Evaluation", IEEE Access.

Kaveh, A., Khodadadi, N., and Talatahari, S., (2021), A Comparative Study for the

Optimal Design of Steel Structures Using CSS and ACSS Algorithms, International

Journal of Optimization in Civil Engineering.

Kaveh, A., Talatahari, S. and Khodadadi, N., (2020), "Stochastic Paint Optimizer:

Theory and Application in Civil Engineering", Engineering with Computers.

Kaveh, A., Khodadadi, N., Farahamand Azar, B. and Talatahari, S., (2020), "Optimal design of large-scale frames with an advanced charged system search algorithm using box-shaped sections", Engineering with Computers.

Kaveh, A., Dadras Eslamlou, A. and Khodadadi, N., (2020), "Dynamic Water Strider Algorithm for Optimal Design of Skeletal Structures", Periodica Polytechnica Civil Engineering.

Kaveh, A., Talatahari, S. and Khodadadi, N., (2019), "The Hybrid Invasive Weed Optimization-Shuffled Frog-leaping Algorithm Applied to Optimal Design of Frame Structures", Periodica Polytechnica Civil Engineering.

Kaveh, A., Talatahari, S. and Khodadadi, N., (2019), "Hybrid Invasive Weed Optimization- Shuffled Frog-Leaping Algorithm for Optimal Design of Truss Structures", Iranian Journal of Science and Technology, Transactions of Civil Engineering.