SYSTEMS AND METHODS FOR COMMUNICATION-AWARE FEDERATED LEARNING

    公开(公告)号:US20240174254A1

    公开(公告)日:2024-05-30

    申请号:US17994850

    申请日:2022-11-28

    IPC分类号: B60W60/00 G06F18/214

    摘要: A system for communication-aware federated learning includes a server and edge nodes. Each of the edge nodes trains a machine learning model using first local data obtained by sensors of corresponding edge node. Each of the edge nodes obtains network bandwidth for a channel between corresponding edge node and the server. One or more of the edge nodes determines a level of compression based on the bandwidth for the channel, compresses the trained machine leaning model based on the determined level of compression, and transmits the compressed trained machine learning model to the server. The server decompresses the compressed trained machine learning models and aggregates the decompressed trained machine learning models to obtain the aggregated machine learning model, and transmits the aggregated machine learning model to each of the edge nodes. Each of the edge nodes receives the aggregated machine learning model from the server.

    Power device assemblies and methods of fabricating the same

    公开(公告)号:US11997838B2

    公开(公告)日:2024-05-28

    申请号:US17590232

    申请日:2022-02-01

    IPC分类号: H05K7/20 H01L23/367

    摘要: Disclosed herein are apparatus and methods for a power electronics assembly that includes a cold plate assembly and one or more power device assemblies. The cold plate assembly has a manifold having a heat sink cavity in a first surface and a heat sink that includes one or more substrate cavities. The heat sink is positioned in the heat sink cavity. The one or more power device assemblies are positioned within the one or more substrate cavities. Each power device assembly includes an S-cell, a power device, and a direct bonded metal substrate bonded to the S-Cell. The S-cell includes a base layer constructed at least of graphite or a graphite-composite, a conductive layer at least partially surrounding the base layer, and a power device cavity. The power device is positioned in the power device cavity and is electrically coupled to the conductive layer.

    Magnetic coupling for sound transmission

    公开(公告)号:US11978428B2

    公开(公告)日:2024-05-07

    申请号:US17976278

    申请日:2022-10-28

    IPC分类号: G10K11/172 G10K11/34

    CPC分类号: G10K11/172 G10K11/34

    摘要: Systems for magnetoacoustically transferring sound across an acoustic barrier include first and second acoustic resonators positioned on opposite sides of the barrier. Each of the first and second resonators includes an attached magnet. Via magnetic coupling between the magnets, an acoustic oscillation at the first resonator induces an oscillation of the same frequency at the second resonator. Thus sound waves absorbed at the first resonator are magnetically transferred across the barrier to the second resonator, from which they are emitted.

    CHIRAL SENSING WITH HARMONIC GENERATION FROM A METASURFACE FABRICATED ON A SOI WAFER

    公开(公告)号:US20240133812A1

    公开(公告)日:2024-04-25

    申请号:US18046601

    申请日:2022-10-14

    发明人: Sean P. Rodrigues

    IPC分类号: G01N21/64 G01N21/01 G01N21/21

    摘要: A system for use with a randomly dispersed chiral organic solution. The system includes: an infrared laser that outputs a light beam having a wavelength in an IR spectrum; a stage that holds the randomly dispersed chiral organic solution, the stage being arranged to receive the light beam from the infrared laser, the stage including a silicon-on-insulator (SOI) resonating cavity structure configured to generate chiral signals in a linear IR regime, the stage being configured to generate a second harmonic optical signal from the light beam, the second harmonic optical signal being in an ultraviolet (UV) spectrum, the stage being configured to output the second harmonic optical signal; a UV detector that can receive the second harmonic optical signal from the stage; and an analyzer being configured to determine a chiroptical signature for the randomly dispersed chiral organic solution based on the received second harmonic optical signal.