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   Articles with "dqn" as a keyword



MonkeyKing: Adaptive Parameter Tuning on Big Data Platforms with Deep Reinforcement Learning

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recommendations! Published in 2020 at "Big data"

DOI: 10.1089/big.2019.0123

Abstract: Choosing the right parameter configurations for recurring jobs running on big data analytics platforms is difficult because there can be hundreds of possible parameter configurations to pick from. Even the selection of parameter configurations is… read more here.

Keywords: big data; data platforms; parameter; parameter configurations ... See more keywords

Comparative DQN-Improved Algorithms for Stochastic Games-Based Automated Edge Intelligence-Enabled IoT Malware Spread-Suppression Strategies

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recommendations! Published in 2024 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2024.3381281

Abstract: Massive volumes of malware spread incidents continue to occur frequently across the Internet of Things (IoT). Owing to its self-learning and adaptive capability, artificial intelligence (AI) can provide assistance for automatically converging to an optimal… read more here.

Keywords: malware; edge; malware spread; dqn ... See more keywords

Multi-Objective Optimization of Path Planning and Communication Capacity Base on DQN with Weighted Prioritized Experience Replay

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recommendations! Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3616362

Abstract: Autonomous underwater vehicles (AUVs) are popular robots that can independently operate complex tasks in an underwater environment. Since AUV not only has highly moving characteristics but also provides efficient communication support, it is necessary to… read more here.

Keywords: communication; dqn; communication capacity; path planning ... See more keywords

A Deep-Q Learning Scheme for Secure Spectrum Allocation and Resource Management in 6G Environment

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recommendations! Published in 2022 at "IEEE Transactions on Network and Service Management"

DOI: 10.1109/tnsm.2022.3186725

Abstract: In this paper, we propose a dynamic spectrum allocation (DSA) scheme DeepBlocks at the backdrop of sixth-generation (6G) communication networks that address the challenges of fixed spectrum allocations (FSA). The scheme exploits the advantages of… read more here.

Keywords: resource; spectrum allocation; dqn; scheme ... See more keywords

NOMA resource allocation method in IoV based on prioritized DQN-DDPG network

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recommendations! Published in 2021 at "EURASIP Journal on Advances in Signal Processing"

DOI: 10.1186/s13634-021-00828-1

Abstract: To meet the demands of massive connections in the Internet-of-vehicle communications, non-orthogonal multiple access (NOMA) is utilized in the local wireless networks. In NOMA technique, various optimization methods have been proposed to provide optimal resource… read more here.

Keywords: allocation; dqn; resource; network ... See more keywords

A Novel FBG Placement Optimization Method for Tunnel Monitoring Based on WOA and Deep Q-Network

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recommendations! Published in 2024 at "Symmetry"

DOI: 10.3390/sym16101400

Abstract: By employing the whale optimization algorithm’s (WOA) capability to reduce the probability of being stuck in a locally optimal solution, this study proposed an improved WOA-DQN algorithm based on the Deep Q-Network algorithm (DQN). Firstly,… read more here.

Keywords: placement; deep network; woa; dqn ... See more keywords