Reconfigurable Intelligent Surface-Enabled Federated Learning for Power-Constrained Devices
نویسندگان
چکیده
Federated learning (FL) has recently emerged as a novel technique for training shared machine models in distributed fashion while preserving data privacy. However, the application of FL wireless networks poses unique challenge on mobile users (MUs)’ battery lifetime. In this letter, we aim to apply reconfigurable intelligent surface (RIS)-aided power transfer facilitate sustainable FL-based networks. Our objective is minimize total transmit participating MUs by jointly optimizing transmission time, control, and RIS’s phase shifts. Numerical results demonstrate that minimized satisfying requirements both minimum harvested energy rate.
منابع مشابه
Test Programming for Power Constrained Devices
The conventional method of testing during wafer sort using an Automatic Test Equipment (ATE) is to provide fixed clock period to the circuit under test (CUT). This may lead to longer test times owing to large number of sequential elements in the design. Under such scenario, it is observed that the dynamic power dissipated during each test cycle varies based on the amount of signal transitions i...
متن کاملEvolution-enabled reconfigurable computing using field-programmable analog devices
The paper presents a Field Programmable Transistor Array (FPTA), developed as an experimental platform for implementing flexible, reconfigurable analog computing. Parasitic effects of imperfect switches interconnecting transistors deteriorate the performance of conventional designs when mapped to the FPTA. However, working design solutions can be obtained through a search procedure guided by ev...
متن کاملA Partitioning Algorithm for Power-constrained Reconfigurable Real-Time Systems
!" $#% & '( )!" * & + , & . 0/1 /32 /4 65 7( 8 7 * 9 /: ; 6!< $ .!= 7 /1 >? 0 & @ A & + BDC?2 E & 1 2 # $ ( 7;'F = ; 6!< $ &#G 6!" H & I!= @ J $ = 9 /@ < & '= ?5K L 7NM"OQPR S 0T O 7 5 7 'F d & 6 2 7 I8; $ )!< *M"OQPR eT ONUWVX & Y H $9 /@ $ $ f " 7 N & L f'F Q J 5K g 7L 9 /h ; 6!...
متن کاملAuthenticated Encryption for Low-Power Reconfigurable Wireless Devices
With the rapid growth of new wireless communication standards, a solution that is capable of providing a seamless shift between existing wireless protocols and high flexibility as well as capability is crucial. Technology based on reconfigurable devices offers this flexibility. In order to avail this enabling technology, these radios have to propose cryptographic services such as confidentialit...
متن کاملA Reconfigurable Architecture for Building Intelligent Learning Environments
This paper describes our initial efforts at implementing a new ChoiceAdaptive Intelligent Learning Environment (CAILE) that combines multi-agent adaptive technologies and service architectures to provide a framework for designing extendible and reconfigurable learning environments. We describe the core components of the CAILE architecture, learning tasks that establish a situated context for le...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Communications Letters
سال: 2022
ISSN: ['1558-2558', '1089-7798', '2373-7891']
DOI: https://doi.org/10.1109/lcomm.2022.3199168