Search Results - learning‐based hierarchical control algorithm
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Learning‐based hierarchical control for fault‐tolerant cooperation of networked marine surface vehicles
ISSN: 1049-8923, 1099-1239Published: Bognor Regis Wiley Subscription Services, Inc 01.06.2022Published in International journal of robust and nonlinear control (01.06.2022)“… Based on this framework, several learning‐based hierarchical control algorithms are developed, involving an iterative learning…”
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A Learning Based Hierarchical Control Framework for Human-Robot Collaboration
ISSN: 1545-5955, 1558-3783Published: New York IEEE 01.01.2023Published in IEEE transactions on automation science and engineering (01.01.2023)“…In this paper, using the ball and beam system as an illustration, a control scheme is developed on human-robot collaboration, i.e…”
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Hierarchical reinforcement learning-based traffic signal control
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 25.09.2025Published in Scientific reports (25.09.2025)“… To overcome this limitation, we propose SHLight (Sample selection-based Hierarchical traffic Light control method…”
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Hierarchical Motion Planning and Tracking for Autonomous Vehicles Using Global Heuristic Based Potential Field and Reinforcement Learning Based Predictive Control
ISSN: 1524-9050, 1558-0016Published: New York IEEE 01.08.2023Published in IEEE transactions on intelligent transportation systems (01.08.2023)“… In order to further improve the performance of motion planning and tracking control, an efficient hierarchical framework containing motion planning and tracking control for the autonomous vehicles…”
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Hierarchical Path Planning and Motion Control Framework Using Adaptive Scale Based Bidirectional Search and Heuristic Learning Based Predictive Control
ISSN: 0018-9545, 1939-9359Published: New York IEEE 01.06.2025Published in IEEE transactions on vehicular technology (01.06.2025)“… A hierarchical framework consisting of path planning and motion control of the vehicle for non-specific scenarios is proposed in this paper…”
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A learning‐based hierarchical energy management control strategy for hybrid electric vehicles
ISSN: 1751-8644, 1751-8652Published: Stevenage John Wiley & Sons, Inc 01.12.2024Published in IET control theory & applications (01.12.2024)“… In order to enhance the energy efficiency while maintaining the driving safety, a hierarchical control approach consisting of an upper level speed tracking control scheme and a lower level energy…”
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Hierarchical Control for Microgrids: A Survey on Classical and Machine Learning-Based Methods
ISSN: 2071-1050, 2071-1050Published: Basel MDPI AG 01.06.2023Published in Sustainability (01.06.2023)“… At present, although some progress has been made in hierarchical control systems using classical control, machine learning-based approaches have shown promising features and performance…”
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An Intelligent Communication-Navigation Electronic System Based on Hierarchical Reinforcement Learning for Unmanned Surface Vehicles
ISSN: 2332-7731, 2332-7731Published: IEEE 2025Published in IEEE transactions on cognitive communications and networking (2025)“… To enhance the decision-making capability of CNES, we further propose an intelligent control algorithm, termed Integrated communication and navigation technology based on hierarchical reinforcement learning (ICNT-HRL…”
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Learning-Based Hierarchical Distributed HVAC Scheduling With Operational Constraints
ISSN: 1063-6536, 1558-0865Published: New York IEEE 01.09.2018Published in IEEE transactions on control systems technology (01.09.2018)“… While the distributed optimization provides scalability and models the fresh-air infusion as ventilation constraints, the learning algorithm simultaneously captures the influences of occupancy and user interactions…”
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Deep Reinforcement Learning-Based Hierarchical Time Division Duplexing Control for Dense Wireless and Mobile Networks
ISSN: 1536-1276, 1558-2248Published: New York IEEE 01.11.2021Published in IEEE transactions on wireless communications (01.11.2021)“…). In this study, we develop a reinforcement learning (RL)-based dynamic TDD framework that effectively controls interference and serves various traffic demands…”
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Deep Reinforcement Learning-Based Hierarchical Motion Planning Strategy for Multirotors
ISSN: 1551-3203, 1941-0050Published: Piscataway IEEE 01.06.2025Published in IEEE transactions on industrial informatics (01.06.2025)“…This article proposes a novel hierarchical motion planning strategy for multirotors, where the virtual goal (VG…”
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A deep reinforcement learning approach to energy management control with connected information for hybrid electric vehicles
ISSN: 0952-1976, 1873-6769Published: Elsevier Ltd 01.08.2023Published in Engineering applications of artificial intelligence (01.08.2023)“…Considering the importance of the energy management strategy for hybrid electric vehicles, this paper is aiming at addressing the energy optimization control issue using reinforcement learning algorithms…”
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Hierarchical Reinforcement Learning-Based Routing Algorithm With Grouped RSU in Urban VANETs
ISSN: 1524-9050, 1558-0016Published: IEEE 01.08.2024Published in IEEE transactions on intelligent transportation systems (01.08.2024)“…) in both academic and industrial communities. To address the complexity of urban environments and dynamic vehicle mobility, we propose a hierarchical Q-learning-based routing algorithm with grouped roadside unit (RSU) for VANETs…”
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Hierarchical Deep Reinforcement Learning-Based Propofol Infusion Assistant Framework in Anesthesia
ISSN: 2162-237X, 2162-2388, 2162-2388Published: United States IEEE 01.02.2024Published in IEEE transaction on neural networks and learning systems (01.02.2024)“…This article aims to provide a hierarchical reinforcement learning (RL)-based solution to the automated drug infusion field…”
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Hierarchical Reinforcement Learning-Based End-to-End Visual Servoing With Smooth Subgoals
ISSN: 0278-0046, 1557-9948Published: New York IEEE 01.09.2024Published in IEEE transactions on industrial electronics (1982) (01.09.2024)“… In this article, a hierarchical proximal policy optimization method is proposed for learning the VS strategy based on RL…”
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Hierarchical Adaptive Learning-Based Congestion Control With Low Training Overhead for Datacenter Networks
ISSN: 1932-4537, 1932-4537Published: New York IEEE 01.10.2025Published in IEEE eTransactions on network and service management (01.10.2025)“… In this paper, we propose a lightweight and hierarchical adaptive congestion control algorithm (LACC…”
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DeepInspection: Deep learning based hierarchical network for specular surface inspection
ISSN: 0263-2241, 1873-412XPublished: London Elsevier Ltd 01.08.2020Published in Measurement : journal of the International Measurement Confederation (01.08.2020)“…•A benchmark dataset of specular surface defects was constructed for algorithms evaluation and comparison…”
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DL-FHMC: Deep Learning-Based Fine-Grained Hierarchical Learning Approach for Robust Malware Classification
ISSN: 1545-5971, 1941-0018Published: Washington IEEE 01.09.2022Published in IEEE transactions on dependable and secure computing (01.09.2022)“… Traditionally, machine and deep learning-based approaches are used for malware detection and behavioral understanding…”
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Hierarchical Learning-Based Integrated Robust Optimal Control for Nonlinear Systems
ISSN: 2168-2216, 2168-2232Published: IEEE 01.05.2025Published in IEEE transactions on systems, man, and cybernetics. Systems (01.05.2025)“… To cope with this problem, a hierarchical learning-based integrated robust optimal control (HL-IROC…”
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Hierarchical Deep Reinforcement Learning-Based Path Planning with Underlying High-Order Control Lyapunov Function—Control Barrier Function—Quadratic Programming Collision Avoidance Path Tracking Control of Lane-Changing Maneuvers for Autonomous Vehicles
ISSN: 2079-9292, 2079-9292Published: Basel MDPI AG 10.07.2025Published in Electronics (Basel) (10.07.2025)“…Path planning and collision avoidance are essential components of an autonomous driving system (ADS), ensuring safe navigation in complex environments shared…”
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