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2521
A multi-objective path optimization method for plant protection robots based on improved A*-IWOA
Published 2024-12-01“…Methods To address the challenges of achieving low energy consumption and efficiency in path planning for plant protection robots operating in mountainous environments, a multi-objective path optimization approach was developed. This approach combines the improved A* algorithm with the Improved Whale Optimization Algorithm (A*-IWOA), utilizing a 2.5D elevation grid map. …”
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2522
A Survey on Video Compression Optimization Techniques for Accuracy Enhancement in Video Analytics Applications (VAPs)
Published 2025-01-01“…However, the efficiency of these applications depends on optimizing video compression parameters to maintain high detection accuracy while minimizing bandwidth usage and computational costs. …”
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2523
Machine learning and thermodynamic modeling for optimizing hydrogen production via algae-biomass co-gasification
Published 2025-09-01“…This study pioneers the integration of algae-biomass co-gasification with six ML algorithms to optimize H2 production and syngas quality through comprehensive thermodynamic modeling and artificial intelligence (AI). …”
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2524
Utilizing Artificial Intelligence (AI) for the optimal design of geothermal cogeneration systems in zero energy building
Published 2025-06-01“…Modeling was conducted using the widely recognized EES software, while system optimization employed a combination of neural networks and intelligent optimization algorithms. …”
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2525
Prediction of Psychoacoustic Metrics Using Combination of Wavelet Packet Transform and an Optimized Artificial Neural Network
Published 2019-07-01“…The proposed method extracts objective psychoacoustic metrics including loudness, sharpness, roughness, and tonality from sound samples, by using a special selection of multi-level nodes of the WPT combined with a trained ANN. The model is optimized using the particle swarm optimization (PSO) and the back propagation (BP) algorithms. …”
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2526
Incremental GA-Based 3D Trajectory Optimization for Powered Parachute Aerial Delivery Systems
Published 2025-04-01“…A six-degrees-of-freedom (6-DOF) dynamic model of the PPC is developed, complemented by a novel optimization technique called Incremented Genetic Algorithms (IGA). …”
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2527
Optimizing resource allocation in remote healthcare via blockchain-enabled decentralized networks and spectral clustering
Published 2025-10-01“…The proposed system utilizes the InterPlanetary File System (IPFS) to handle resource requests transparently and securely, while spectral and agglomerative clustering algorithms are employed to optimize delivery routes. …”
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2528
Performance Analysis of a Semiactive Suspension System with Particle Swarm Optimization and Fuzzy Logic Control
Published 2014-01-01“…It is able to handle nonlinearities through the use of heuristic rules. Particle swarm optimization (PSO) is applied to determine the optimal gain parameters for the fuzzy logic controller, while maintaining within the normalized ranges of the controller inputs and output. …”
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2529
Shape optimization using a level set based mesh evolution method: an overview and tutorial
Published 2023-10-01“…This article revolves around a recent numerical framework for shape and topology optimization, which features an exact mesh of the shape at each iteration of the process, while still leaving the room for an arbitrary evolution of the latter (including changes in its topology). …”
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2530
Efficient Resource Allocation for Blockchain-Enabled Mobile Edge Computing: A Joint Optimization Approach
Published 2025-01-01“…Performance evaluation results demonstrate the effectiveness of these algorithms, achieving significant reductions in total energy consumption while maximizing the efficiency of communication and computational resources. …”
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2531
Optimizing coverage in wireless sensor networks using deep reinforcement learning with graph neural networks
Published 2025-05-01“…Traditional optimization techniques, such as genetic algorithms, particle swarm optimization, and ant colony optimization, have demonstrated adaptability in node placement but struggle with real-time self-learning capabilities, requiring frequent retraining to handle continuously changing conditions. …”
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2532
Enhancing convolutional neural networks in electroencephalogram driver drowsiness detection using human inspired optimizers
Published 2025-03-01“…Meta-heuristic algorithms offer an alternative to traditional gradient-based optimizers for improving DNNs performance. …”
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2533
Secrecy-Constrained UAV-Mounted RIS-Assisted ISAC Networks: Position Optimization and Power Beamforming
Published 2025-01-01“…To address this non-convex, multivariate, and coupled problem, we decompose it into three subproblems, which are solved iteratively using particle swarm optimization (PSO), semi-definite relaxation (SDR), majorization–minimization (MM), and alternating direction method of multipliers (ADMM) algorithms. …”
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2534
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2535
Chaotic billiards optimized hybrid transformer and XGBoost model for robust and sustainable time series forecasting
Published 2025-07-01“…The use of CBO ensures efficient convergence with minimal parameter tuning, making the model suitable for large-scale datasets compared to conventional optimizers, including Adam, Particle Swarm Optimization (PSO) and Genetic Algorithms (GA). …”
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2536
Risk−Based Cost−Benefit Optimization Design for Steel Frame Structures to Resist Progressive Collapse
Published 2024-12-01“…The elements’ cross-section design for the progressive collapse resistance of steel frame structures is optimized using genetic algorithms and SAP2000 23, which identify the structural model with the minimum robustness index while ensuring safety. …”
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2537
Interpretability-Oriented Adjustment of K-Means: A Multiple-Objective Particle Swarm Optimization Framework
Published 2025-01-01“…Subsequently, the model utilizes a multi-objective optimization framework to optimize the three objective functions in the solution space formed by different feature subspaces, resulting in a set of Pareto solutions. …”
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2538
Identifying the optimal number of topics in text mining: a case study on reindeer pastoralism literature
Published 2024-12-01“…Text mining and topic analysis algorithms which group textual contents in the most efficient way, are becoming increasingly useful to summarise the main information contained in large data corpus of complex scientific fields. …”
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2539
Development of a Smart Waste Management System for Route Optimization and Adaptive Demand Management in Dubai
Published 2025-07-01“…This paper presents an overview of the development of a Smart Waste Management System (SWMS) that integrates Geographic Information System (GIS) technology with waste route optimization algorithms and adaptive demand management strategies. …”
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2540
Recent Trends in Proxy Model Development for Well Placement Optimization Employing Machine Learning Techniques
Published 2024-11-01“…Previous review papers have focused on analyzing various optimization algorithms and techniques for well placement. …”
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