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"SOC Estimation using Deep Bidirectional Gated Recurrent Units with Tre" by D. N.T. How, M. A. Hannan et al.

State-of-charge (SOC) is a crucial battery quantity that needs constant monitoring to ensure cell longevity and safe operation. However, SOC is not an observable quantity and cannot be practically measured outside of laboratory environments. Hence, machine learning (ML) has been employed to map correlated observable signals such as voltage, current and temperature to SOC values. In recent studies, deep learning (DL) has been a prominent ML approach outperforming many existing methods for SOC est...
Tree Parzen Estimator Idirectional Gated Recurrent Unit Computational Modeling Computer Architecture Data Models Deep Learning
Source: uow.edu.au

"A review of controllers and optimizations based scheduling operation f" by M. S. Hossain Lipu, Shaheer Ansari et al.

The microgrid connected with the battery energy storage system is a promising solution to address carbon emission problems and achieve the global decarbonization goal by 2050. Proper integration of the battery energy storage system in the microgrid is essential to optimize the overall efficiency as well as manage the power efficiently and securely. However, battery energy storage system integrated microgrid exhibits several concerns, including intermittencies, poor power quality, high capital co...
Battery Energy Storage Harging And Discharging Cheduling Controller State Of Charge
Source: uow.edu.au

"On Data Collection in SIC-Capable Space–Air–Ground Integ" by Yawen Zheng and Kwan Wu Chin

This article considers routing and uplinks scheduling in space–air–ground integrated networks. Specifically, it considers a successive interference cancellation-capable unmanned aerial vehicle (UAV) that collects data from ground devices operating in an Internet of Things network. Its objective is to maximize the minimum flow rate to a terrestrial gateway over a fixed time horizon. It outlines a mixed integer linear program (MILP) to optimize in each time slot: the routing from the UAV to th...
Intersatellite Links Isls Link Scheduling Ultipacket Reception
Source: uow.edu.au

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