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Towards Efficiency and Endurance: Energy–Aerodynamic Co-Optimization for Solar-Powered Micro Air Vehicles
Published 2025-07-01“…To address this, this work proposes an automated algorithm for optimal solar panel arrangement on complex upper surfaces of the MAV. …”
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2402
Optimal Allocation Method of Integrated Energy System Considering Joint Operation of Multiple Flexible Resources
Published 2025-07-01“…Then, aimed at the uncertainty of renewable energy output, the optimal clustering number is determined by Elbow method, and typical wind speed scenarios are obtained by K-means clustering algorithm. …”
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2403
Research on Prediction and Optimization of Airport Express Passenger Flow Based on Fusion Intelligence Network Model
Published 2024-12-01“…The purpose of this paper is to optimize the accuracy of airport express passenger flow prediction so as to meet the need for the optimal allocation of traffic resources against the background of accelerated urbanization and the rapid development of airport express services. …”
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2404
Collaborative Optimization of Model Pruning and Knowledge Distillation for Efficient and Lightweight Multi-Behavior Recognition in Piglets
Published 2025-05-01“…In the first stage, the LAMP pruning algorithm is used to prune and optimize redundant channels, resulting in the lightweight YOLOv8-Prune. …”
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2405
Improving air quality prediction using hybrid BPSO with BWAO for feature selection and hyperparameters optimization
Published 2025-04-01“…Feature selection (FS) was conducted using Binary version of Grey Wolf Optimizer (BGWO), Particle Swarm Optimization (BPSO), Whale Optimization Algorithm (BWAO), and a novel hybrid BPSO-BWAO approach to identify the most relevant features for AQI prediction. …”
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2406
Advanced Optimization of Flowshop Scheduling with Maintenance, Learning and Deteriorating Effects Leveraging Surrogate Modeling Approaches
Published 2025-07-01“…We develop and evaluate two distinct strategies for integrating surrogate modeling into the optimization process, leveraging the ABC algorithm. The first strategy uses a Kriging model to dynamically guide the selection of the most effective search operator at each stage of the employed bee phase. …”
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2407
An efficient binary spider wasp optimizer for multi-dimensional knapsack instances: experimental validation and analysis
Published 2025-01-01“…The usefulness and efficiency of the proposed algorithms are also demonstrated by comparing both of them to several metaheuristic optimizers in terms of some performance criteria. …”
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2408
Multi-objective optimization of cushion gas design in underground gas storage using machine learning
Published 2025-09-01“…This model enabled rapid multi-objective optimization using the MOPSO algorithm. Several Pareto fronts were generated, and the best front provided 500 optimal solutions after 300 iterations. …”
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2409
Optimizing Superior Seed Bunches: A New Approach to Artificial Pollination with Machine Learning Models
Published 2025-04-01“… This study aims to optimize oil palm production through the application of more targeted pollination techniques using a data-driven approach and a new optimization model. …”
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2410
Optimizing net-zero energy strategies in airports through a hybrid multi-method framework
Published 2025-07-01“…The proposed model integrates the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) for generating Pareto-optimal solutions, K-Means clustering for classifying strategies, and the Pythagorean Fuzzy Analytic Hierarchy Process (PFAHP) for prioritizing alternatives under uncertainty. …”
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2411
Optimization Design Scheme for Aerodynamic Noise Reduction in Pantograph Area of High-speed Railway EMU
Published 2025-02-01“…[Result & Conclusion] Scheme 4 is identified as the optimal solution. When applied to the CR400BF EMU operating at a speed of 350 km/h, the overall train radiated noise sound pressure level at the nearest standard measuring point to the pantograph is reduced by 0.99 dB(A), while the radiated noise sound pressure level in the pantograph area is reduced by 1.70 dB(A). …”
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2412
A cluster-optimized regulation method for distribution networks considering distributed photovoltaic heterogeneous characteristics
Published 2025-09-01“…To address these challenges, a cluster-optimized regulation method is proposed, leveraging DPV heterogeneity to enable coordinated regulation while reducing directly-managed devices through DN clustering. …”
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2413
Optimization of Urban Rail Transit Train Stock Utilization under Re-coupling Operation Mode
Published 2025-01-01“…[Objective] Re-coupling operation mode can effectively improve the matching degree between the passenger flow and the transport capacity of urban rail transit, while it also poses challenges to the formulation of the train stock utilization plan. …”
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AI-driven generative and reinforcement learning for mechanical optimization of 2D patterned hollow structures
Published 2025-01-01“…In this study, we develop an integrated framework combining conditional generative adversarial networks (cGANs) and deep Q-networks (DQNs) to predict and optimize the stress fields of 2D-PHS. We generated a comprehensive dataet comprising 1000 samples across five distinct density classes using a custom grid pattern generation algorithm, ensuring a wide range of structural variations. …”
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2416
Human-in-the-Loop Optimization of the Stiffness and Alignment of a Prosthetic Foot to Reduce the Metabolic Cost of Walking
Published 2025-01-01“…We aimed to minimize the metabolic cost of walking by optimizing the stiffness and alignment of the prosthetic foot, using an evolutionary optimization algorithm. …”
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2417
An improved hybrid artificial bee colony algorithm for a multi-supplier closed-loop location inventory problem with customer returns.
Published 2025-01-01“…The results of numerical experiments demonstrate that IHABC consistently outperforms competing methods, achieving superior solutions with the lowest mean values and optimal total cost results, while also requiring less computation time. …”
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2418
Delay margin analysis of FOTID controller for RES based EV system using MMGPE optimization
Published 2025-07-01“…Since the behaviour of solar and wind generation changes quickly with the environment and causes significant synchronizing imbalances between various units with system delays in large electrical grids, users face numerous challenges while shifting from conventional energy to renewable energy. …”
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2419
PCA and PSO based optimized support vector machine for efficient intrusion detection in internet of things
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2420