Bayesian Optimization Methods for Nonlinear Model Calibration by Montana N. Carlozo (22175927)

“…This work develops and compares seven Gaussian process Bayesian optimization (GPBO) methods for calibrating nonlinear models. …”

Bayesian Optimization Methods for Nonlinear Model Calibration by Montana N. Carlozo (22175927)

“…This work develops and compares seven Gaussian process Bayesian optimization (GPBO) methods for calibrating nonlinear models. …”

Comparisons between ADAM and NADAM optimizers. by Hend Bayoumi (22693738)

“…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. …”

Final Path Smoothing Optimization: Step-by-step results of smoothing optimization applied to the adjusted path. It shows how the path becomes more continuous and efficient through... by Yan Chen (4308)

Description of optimal model parameters. by Libo Liu (552605)

Hyperparameter optimization results. by Minan Tang (20389941)

“…Aiming at the problem of power quality disturbance detection and classification, this paper proposes a novel algorithm based on fast S-transform and crested porcupine optimizer (CPO) optimized CNN. …”

Optimized system structure. by Xutao Liu (13006965)

“…Secondly, the technologies and functions contained in the adolescent health Latin dance teaching system are described, including image acquisition, feature extraction, object detection, and action recognition. Finally, the action recognition algorithm is optimized based on object detection, and the rationality and feasibility of the proposed algorithm are verified by experiments. …”

Fitness curves for each algorithm. by Minan Tang (20389941)

“…Aiming at the problem of power quality disturbance detection and classification, this paper proposes a novel algorithm based on fast S-transform and crested porcupine optimizer (CPO) optimized CNN. …”

MAE, R-squared, RMSE & SMAPE of the final model. by Gayatree Nayak (15426871)

Final solution set for overspeed protection for gas turbine problem (termination condition is 500 iteration). by Heba Askr (15572851)

The Pseudo-Code of the IRBMO Algorithm. by Chenyi Zhu (9383370)

“…In order to comprehensively verify the performance of IRBMO, this paper designs a series of experiments to compare it with nine mainstream binary optimization algorithms. The experiments are based on 12 medical datasets, and the results show that IRBMO achieves optimal overall performance in key metrics such as fitness value, classification accuracy and specificity. …”

Comparison of models. by Huan Liu (281351)

“…Finally, in order to verify the effectiveness of the EBWO algorithm, the EBWO algorithm was applied to three engineering problems and compared with other five swarm intelligent algorithms, and in order to verify the effectiveness of the EBWO-ResNet model, EBWO-ResNet was applied to maize disease identification,in order to improve the accuracy of corn identification and ensure corn yield,and the other seven models were compared based on three evaluation indexes. …”

Cardiac Hypertrophy Computer-based model (CHCM) and the electrical LVH phenotypes. by Fernando De la Garza Salazar (11772628)

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Final solution set for a series-parallel system with five subsystems (termination condition is 500 iteration). by Heba Askr (15572851)

Illustration of final objective function values consistency and possible objective function landscapes. by Fabian Fröhlich (848026)

Genetic algorithm flowchart. by Wenguang Li (6528113)

“…Firstly, the dataset was balanced using various sampling methods; secondly, a Stacking model based on GA-XGBoost (XGBoost model optimized by genetic algorithm) was constructed for the risk prediction of diabetes; finally, the interpretability of the model was deeply analyzed using Shapley values. …”

Flow chart of particle swarm algorithm. by Nour Eldeen Mahmoud Khalifa (19259450)

“…</p><p>Method</p><p>In this paper, a deep fusion model based on whale optimization and an artificial neural network for Arabian date classification is proposed. …”

DET curve comparison of FaceNet model with HE_FaceNet ramework. by Zhigang Song (113445)

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ROC curve comparison of FaceNet model with HE_FaceNet ramework. by Zhigang Song (113445)

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Flat optimization method. by Nisha Ann Viswan (20371285)