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3101
The A3C Algorithm With Eligibility Traces of Energy Management for Plug-In Hybrid Electric Vehicles
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3102
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3103
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3105
Survey on reinforcement learning based adaptive bit rate algorithm for mobile video streaming services
Published 2021-09-01“…In recent years, with the continuous release of HTTP adaptive streaming (HAS) video datasets and network trace datasets, the machine learning methods, such as deep learning and reinforcement learning, have been continuously applied to adaptive bit rate (ABR) algorithms, which obtain the optimal strategy of rate control through interactive learning, and achieve superior performance that surpasses the traditional heuristic methods.Based on the analysis of the research difficulties of ABR algorithms, the research advances of ABR algorithms based on reinforcement learning (including deep reinforcement learning) was investigated.Furthermore, several representative HAS video datasets and network trace datasets were summarized, the evaluation metrics of the performance were depicted.Finally, the existing problems and the future tendency of ABR research were discussed.…”
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3106
Survey on reinforcement learning based adaptive bit rate algorithm for mobile video streaming services
Published 2021-09-01“…In recent years, with the continuous release of HTTP adaptive streaming (HAS) video datasets and network trace datasets, the machine learning methods, such as deep learning and reinforcement learning, have been continuously applied to adaptive bit rate (ABR) algorithms, which obtain the optimal strategy of rate control through interactive learning, and achieve superior performance that surpasses the traditional heuristic methods.Based on the analysis of the research difficulties of ABR algorithms, the research advances of ABR algorithms based on reinforcement learning (including deep reinforcement learning) was investigated.Furthermore, several representative HAS video datasets and network trace datasets were summarized, the evaluation metrics of the performance were depicted.Finally, the existing problems and the future tendency of ABR research were discussed.…”
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3107
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3108
Optimization of Relay Node Deployment in Wireless Sensor Communication Networks Based on IGA-RNDP Algorithm
Published 2025-01-01“…By adjusting the operation method of traditional genetic algorithms and introducing relevant algorithm optimization mechanisms, the research method can effectively handle the deployment of relay nodes. …”
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3109
APPLICATION OF QUADRATIC PROGRAMMING ON PORTFOLIO OPTIMIZATION USING WOLFE’S METHOD AND PARTICLE SWARM OPTIMIZATION ALGORITHM
Published 2024-05-01“…This research aims to determine optimal results in portfolio problems using two methods, namely Wolfe’s method and the PSO algorithm. …”
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3110
AI optimization algorithms enhance higher education management and personalized teaching through empirical analysis
Published 2025-03-01“…Abstract This research investigates the application of artificial intelligence (AI) optimization algorithms in higher education management and personalized teaching. …”
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3112
An efficient Quantum Approximate Optimization Algorithm with fixed linear ramp schedule for truss structure optimization
Published 2025-06-01“…Numerical experiments have demonstrated the effectiveness of this framework, providing a firm foundation for future research on quantum-assisted optimization methods in engineering fields.…”
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3113
Resource allocation strategies and task scheduling algorithms for cloud computing: A systematic literature review
Published 2025-05-01“…This systematic literature review (SLR) focuses on research conducted between 2019 and 2023 on scheduling and resource allocation in cloud environment. …”
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3114
Comparative analysis of different algorithms for VAS station land cover classification with limited training points
Published 2025-05-01“…Hence, an accurate characterization of its land cover is required. This research conducts a land cover classification within the VAS station (10 × 10 km2) and its surrounding area (30 × 30 km2) for 2021 using multi-temporal imagery from Sentinel-2 Multispectral Instrument (MSI). …”
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3115
Research on Centrifugal Pump Speed Measurement Based on Vibration Measurement
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3116
Research on energy-saving optimization of supercapacitor trams in multi-section
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3117
Research on Urgent Operation Assistant Driving for High-speed Train
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3118
Research on unsupervised domain adaptive bearing fault diagnosis method
Published 2024-06-01Get full text
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3119
Research on HMM based link prediction method in heterogeneous network
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3120
Application of Hybrid Algorithm Based on Ant Colony Optimization and Sparrow Search in UAV Path Planning
Published 2024-11-01“…At the same time, our research further verifies the effectiveness of improving heuristic algorithms by fusing different optimization strategies, providing new ideas and directions for future algorithm design and optimization.…”
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