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Using artificial intelligence methods for the optimal synthesis of reversible networks
Published 2024-11-01“…A genetic algorithm was developed, featuring multi-component mutation and a matrix approach to chromosome encoding combined with Tabu search to avoid local optima. …”
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983
Prediction of lithium-ion battery SOC based on IGA-GRU and the fusion of multi-head attention mechanism
Published 2024-12-01“…Compared with the traditional parameter optimization approach, this paper uses the immune genetic algorithm to find the optimal hyperparameters of the model, which on the one hand has a wider choice of parameters, and on the other hand has been improved for the genetic algorithm is easy to fall into the local optimal solution, so as to improve the SOC estimation accuracy of the GRU model. …”
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984
Synergistic Hierarchical AI Framework for USV Navigation: Closing the Loop Between Swin-Transformer Perception, T-ASTAR Planning, and Energy-Aware TD3 Control
Published 2025-07-01“…Simulations and real-world data verify the framework’s superiority over benchmarks like A* and RRT, achieving 30% shorter routes, 70% fewer turns, 64.7% fewer dynamic collisions, and a 215-fold speed improvement in map generation via CUDA acceleration. This research underscores the importance of integrating powerful AI components within a hierarchical synergy, encompassing AI-based perception, hierarchical decision planning for guidance, and multi-stage optimal search algorithms for control. …”
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Intelligent Troubleshooting of Vertical Bandsaws, Leveraging Ensemble Learning on Low-Level Data
Published 2024-01-01“…The study is important as it gives a complete framework for the bandsaw machines’ operation from fault detection to fault localization and actionable process.…”
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988
A data-driven approach utilizing machine learning (ML) and geographical information system (GIS)-based time series analysis with data augmentation for water quality assessment in M...
Published 2025-06-01“…Therefore, this innovative research recommends integrating these modelling approaches due to their consistent and reliable results, which can reduce both the time and cost of analysis and be applied locally and globally using similar methodologies. …”
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THE MODERNIZATION OF THE FINANCE SOURCES FOR THE ELECTRICITY INDUSTRY COMPANIES ON THE EXAMPLE OF «ENERGO»
Published 2015-09-01Get full text
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990
Robust Classification of Intramuscular EMG Signals to Aid the Diagnosis of Neuromuscular Disorders
Published 2020-01-01“…The FDs of LWT subband coefficients are fused with one-dimensional local binary pattern derived from each downsampled signal. …”
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991
Enhanced securities investment strategy using ISSA–SVM: a hybrid model combining adaptive moving average, support vector machine, and multi-strategy sparrow search algorithm for im...
Published 2025-05-01“…The strategy incorporates three key innovations: (1) an AMA algorithm that dynamically adjusts smoothing coefficients to market conditions, improving response speed and accuracy across different market environments. (2) SVM classification for trend prediction, leveraging its robust nonlinear classification capabilities. (3) a Multi-Strategy Sparrow Search Algorithm that optimizes multiple parameters and strategy combinations while avoiding local optima. …”
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992
Orchard Navigation Method Based on RS-SC Loop Frame Search Method and SLAM Technology
Published 2025-01-01“…In order to solve the problem that existing synchronous localization and map construction techniques are not accurate enough in this kind of environment, a loopback detection algorithm based on neighborhood search and scanning context fusion is proposed. …”
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993
A Novel Transformer-Based Multiscale Siamese Framework for High-Resolution Remote Sensing Change Detection
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994
Improved aquila optimizer for swarm-based solutions to complex engineering problems
Published 2024-12-01“…Abstract The traditional optimization approaches suffer from certain problems like getting stuck in local optima, low speed, susceptibility to local optima, and searching unknown search spaces, thus requiring reliance on single-based solutions. …”
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Evidence and reality: an observational study on pharmacological outcomes in advanced head and neck tumors
Published 2025-07-01Get full text
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997
Evolutionary Reinforcement Learning: A Systematic Review and Future Directions
Published 2025-03-01“…The review begins by outlining the technological foundations of EvoRL, detailing the complementary relationship between EAs and reinforcement learning algorithms to address the limitations of reinforcement learning, such as parameter sensitivity, sparse rewards, and its susceptibility to local optima. …”
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Marine Mammals Classification using Acoustic Binary Patterns
Published 2020-11-01“…Prior methods for classification focused on spectral features which result in increasing bias for contour base classifiers in automatic detection algorithms. In this study, acoustic marine mammal classification is performed through the fusion of 1D Local Binary Pattern (1D-LBP) and Mel Frequency Cepstral Coefficient (MFCC) based features. …”
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Residual Life Prediction of Proton Exchange Membrane Fuel Cell Based on Improved ESN
Published 2025-05-01Get full text
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