The usage of 10-fold cross-validation and grid search to enhance ML methods performance in solar farm power generation prediction SM Malakouti, MB Menhaj, AA Suratgar Cleaner Engineering and Technology 15, 100664, 2023 | 91 | 2023 |
Heart disease classification based on ECG using machine learning models SM Malakouti Biomedical Signal Processing and Control 84, 104796, 2023 | 74 | 2023 |
Predicting wind power generation using machine learning and CNN-LSTM approaches SM Malakouti, AR Ghiasi, AA Ghavifekr, P Emami Wind Engineering 46 (6), 1853-1869, 2022 | 61 | 2022 |
Utilizing time series data from 1961 to 2019 recorded around the world and machine learning to create a Global Temperature Change Prediction Model SM Malakouti Case Studies in Chemical and Environmental Engineering 7, 100312, 2023 | 56 | 2023 |
Improving the prediction of wind speed and power production of SCADA system with ensemble method and 10-fold cross-validation SM Malakouti Case Studies in Chemical and Environmental Engineering 8, 100351, 2023 | 42 | 2023 |
Babysitting hyperparameter optimization and 10-fold-cross-validation to enhance the performance of ML methods in predicting wind speed and energy generation SM Malakouti Intelligent Systems with Applications 19, 200248, 2023 | 31 | 2023 |
Use machine learning algorithms to predict turbine power generation to replace renewable energy with fossil fuels SM Malakouti Energy Exploration & Exploitation 41 (2), 836-857, 2023 | 30 | 2023 |
Estimating the output power and wind speed with ML methods: a case study in Texas SM Malakouti Case Studies in Chemical and Environmental Engineering 7, 100324, 2023 | 28 | 2023 |
Evaluation of the application of computational model machine learning methods to simulate wind speed in predicting the production capacity of the Swiss basel wind farm SM Malakouti, AR Ghiasi 2022 26th International Electrical Power Distribution Conference (EPDC), 31-36, 2022 | 23 | 2022 |
AERO2022-flying danger reduction for quadcopters by using machine learning to estimate current, voltage, and flight area SM Malakouti, AR Ghiasi, AA Ghavifekr e-Prime-Advances in Electrical Engineering, Electronics and Energy 2, 100084, 2022 | 17 | 2022 |
ML: early breast cancer diagnosis SM Malakouti, MB Menhaj, AA Suratgar Current Problems in Cancer: Case Reports 13, 100278, 2024 | 15 | 2024 |
Prediction of wind speed and power with LightGBM and grid search: case study based on Scada system in Turkey SM Malakouti International Journal of Energy Production and Management. 2023. Vol. 8. Iss …, 2023 | 12 | 2023 |
Advanced techniques for wind energy production forecasting: Leveraging multi-layer Perceptron+ Bayesian optimization, ensemble learning, and CNN-LSTM models SM Malakouti, F Karimi, H Abdollahi, MB Menhaj, AA Suratgar, ... Case Studies in Chemical and Environmental Engineering 10, 100881, 2024 | 9 | 2024 |
discriminate primary gammas (signal) from the images of hadronic showers by cosmic rays in the upper atmosphere (background) with machine learning SM Malakouti Physica Scripta, 2023 | 9 | 2023 |
Machine learning and transfer learning techniques for accurate brain tumor classification SM Malakouti, MB Menhaj, AA Suratgar Clinical eHealth 7, 106-119, 2024 | 7 | 2024 |
Machine learning techniques for classifying dangerous asteroids SM Malakouti, MB Menhaj, AA Suratgar MethodsX 11, 102337, 2023 | 6 | 2023 |
Cancer Risk Assessment Based on Family History and Smoking Habits. SM Malakouti Systematic Reviews in Pharmacy 14 (6), 2023 | 3 | 2023 |
Design of a computational intelligence system for detection of multiple sclerosis with visual evoked potentials M Mohsenpourian, AA Suratgar, HA Talebi, M Arzani, AN Moghadasi, ... Neuroscience Informatics 5 (1), 100177, 2025 | 1 | 2025 |
Applying Grid Search, Random Search, Bayesian Optimization, Genetic Algorithm, and Particle Swarm Optimization to fine-tune the hyperparameters of the ensemble of ML models … SM Malakouti, MB Menhaj, AA Suratgar | | 2024 |
Developing an Air Quality Index Model Predictor SM Malakouti, MB Menhaj, AA Suratgar | | 2024 |