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Optimization of Low-Loss, High-Birefringence, Single-Layer, Annular, Hollow, Anti-Resonant Fiber Using a Surrogate Model-Assisted Gradient Descent Method
Published 2024-12-01“…This paper proposes a novel optimization method for hollow-core, anti-resonant fiber based on a gradient descent algorithm assisted via a radial basis-function surrogate model. …”
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2323
RUL Prediction Method for Lithium‐Ion Batteries Based on the SOA‐ELM Algorithm
Published 2025-03-01“…This paper proposes an advanced RUL prediction model that combines the seagull optimization algorithm (SOA) with the extreme learning machine (ELM) to enhance prediction accuracy. …”
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2324
Optimizing energy efficiency and indoor thermal comfort in rural self-built housing: A comparative study of GA and EA algorithms
Published 2025-09-01“…This study investigates how building design parameters influence electricity consumption, CO2 emissions, and indoor thermal comfort, and compares the performance of Genetic Algorithm (GA) and Evolutionary Algorithm (EA) in optimizing these objectives. …”
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2325
Chamber shape optimization for ultra-high-pressure water-jet nozzle based on computational fluid dynamics method and a data-driven surrogate model
Published 2025-12-01“…Firstly, to ensure optimization accuracy, an improved whale optimization algorithm (IWOA) was developed. …”
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2326
Pre-disaster evacuation transport network design under uncertain demand and connectivity reliability: a novel bi-level programming model
Published 2025-07-01“…For the solution of this model, an Improved Genetic Algorithm combined with Non-dominated Sorting Genetic Algorithm II(IGA-NSGA-II) is designed. …”
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Parameter Extraction of Photovoltaic Cells and Panels Using a PID-Based Metaheuristic Algorithm
Published 2025-07-01Get full text
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2329
Maintaining rockfall protection in mountain forests under climate change: optimizing management for sustainable stem size distributions
Published 2025-07-01“…This study uses a simulation-based optimization approach, integrating the dynamic forest model ForClim with the Simulated Annealing optimization algorithm, to identify adaptive management strategies for Swiss forests. …”
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Wear fault diagnosis in hydro-turbine via the incorporation of the IWSO algorithm optimized CNN-LSTM neural network
Published 2024-10-01“…Chaotic mapping, bird flock search, and cosine elite variation strategies are introduced to enhance the WSO algorithm's robust performance, and the CNN-LSTM model's hyperparameters are optimized using the IWSO algorithm to improve the diagnostic performance. …”
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2332
Federated Reinforcement Learning in Stock Trading Execution: The FPPO Algorithm for Information Security
Published 2025-01-01“…The FPPO algorithm demonstrates significant improvements in model performance across various stocks, with average returns enhanced by 3% to 15%. …”
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2333
UAV-based multitier feature selection improves nitrogen content estimation in arid-region cotton
Published 2025-08-01Get full text
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2334
Multi-objective optimization of daylighting performance and solar radiation for building geometry using a hybrid evolutionary algorithm
Published 2025-07-01“…A multi-objective evolutionary algorithm named Steady-State Island Evolutionary Algorithm (SSIEA) was applied to optimize the building geometry, ultimately yielding the Pareto front optimal solution. …”
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2335
Economic management of microgrid using flexible non-linear load models based on price-based demand response strategies
Published 2024-12-01“…With an aim to address this gap in research, an exhaustive technoeconomic investigation is being conducted to determine the effect that price-dependent demand response programmes have on the optimal scheduling of microgrids when linear and nonlinear load models are present. …”
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Charging pile fault prediction method combining whale optimization algorithm and long short-term memory network
Published 2025-05-01“…By introducing the whale optimization mechanism to globally optimize the key parameters of the neural network, the method improved the model’s ability to model complex time series data. …”
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The calculation algorithm of oil and gas production enterprise energy efficiency indicators
Published 2022-04-01“…It allows creating an optimal schedule of organizational and technical measures to regulate energy consumption and improve the energy efficiency of the enterprise.…”
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2340
Smart Agricultural Pest Detection Using I-YOLOv10-SC: An Improved Object Detection Framework
Published 2025-01-01“…Additionally, Shape Weights and Scale Adjustment Factors are introduced to optimize the loss function. The experimental results show that compared with the original YOLOv10, the model generated by the improved algorithm improves the accuracy by 5.88 percentage points, the recall rate by 6.67 percentage points, the balance score by 6.27 percentage points, the mAP value by 4.26 percentage points, the bounding box loss by 18.75%, the classification loss by 27.27%, and the feature point loss by 8%. …”
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