Deep Reinforcement Learning (RL) applied to data-driven control exhibits promising outcomes for control tasks with continuous action spaces. A notable drawback of Deep RL lies in its computational demands, which pose ...
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ISBN:
(纸本)9798350349467;9798350349450
Deep Reinforcement Learning (RL) applied to data-driven control exhibits promising outcomes for control tasks with continuous action spaces. A notable drawback of Deep RL lies in its computational demands, which pose a concern when considering deploying Deep RL applications on resource-constrained unmanned platforms. Research in mixed numerical precision methods is actively contributing to enhancing the computational efficiency of Deep Learning approaches. While mixed-precision strategies are established for supervised learning tasks, exploration of this realm is limited for Deep RL. Our objective is to bridge this gap in research by enhancing the computational efficiency of the Deep Deterministic Policy Gradient (DDPG) algorithm through the utilization of mixed-precision and loss scaling. We will present numerical cases to quantify the performance and computational advancements of DDPG agents trained with mixed precision in the context of control for a complex dynamic system model.
In practical applications of cooperative navigation algorithms based on Kalman filtering, noise is often colored noise, which does not meet the requirement of Gaussian white noise for Kalman ***, an algorithm is propo...
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The Cold Chain refers to the process of transporting and storing temperature-sensitive products within a specified temperature range, ensuring that these products maintain their efficacy and safety from manufacturing ...
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The proliferation of electric vehicles for both passenger and cargo transportation in all aspects of life has resulted in the extensive utilization and investigation of various types of electrical power converters, wi...
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ISBN:
(纸本)9798350348774;9798350348781
The proliferation of electric vehicles for both passenger and cargo transportation in all aspects of life has resulted in the extensive utilization and investigation of various types of electrical power converters, with the aim of identifying the most optimal ones for specific applications based on parameters such as cost, complexity of control algorithms, power losses, reliability and many others. This paper evaluates the performance of three battery pack multilevel inverter topologies for aircraft applications using simulation results. The topologies under consideration are the Cross-Switched, Cascaded Half-Bridges, and Battery Modular Multilevel Management Converter. All three topologies enable the integration of the DC-AC converter, Battery Management System, and onboard charger functions on a single platform.
The use of commercial off-the-shelf (COTS) drones has been exponential growth, whether for leisure or professional purposes. In addition to the beneficial applications, they recently raised security threats for critic...
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Over the last several decades, fuel cells, or FCs, have garnered a lot of attention in the automobile sector due to their simplicity of use, quiet operation, exceptional performance, and modular architecture. In this ...
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Machine learning (ML) is significantly transforming and modernizing urban areas by enhancing service quality across various sectors such as transportation, security, robotics, healthcare, energy, and finance."Eve...
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This paper investigates the secure consensus control problem for nonlinear multi-agent systems (MASs) under de-ception attacks. The main characteristic of the proposed secure consensus control method is its ability to...
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Serial peripheral interface, a term originally coined by Motorola in the 1980s, serves as a protocol facilitating the communication of serial synchronous data between a master device, often a microcontroller, and vari...
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Due to the current labor shortage in fruit picking, the utilization of robots for harvesting has become crucial in addressing this issue. This paper presents two key models, an apple image recognition model and an app...
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