WIRELESS FEDERATED k-MEANS CLUSTERING WITH NON-COHERENT OVER-THE-AIR COMPUTATION

    公开(公告)号:US20240414563A1

    公开(公告)日:2024-12-12

    申请号:US18670031

    申请日:2024-05-21

    Inventor: Alphan Sahin

    Abstract: Described herein is an over-the-air computation (OAC) scheme for a federated k-means clustering algorithm to reduce the per-round communication latency when implemented over a wireless network. The OAC scheme relies on an encoder exploiting the representation of a number in a balanced number system and computes the sum of the updates for the federated k-means via signal superposition property of wireless multiple-access channels non-coherently to eliminate the need for precise phase and time synchronization.

    SYSTEMS AND METHODS FOR RELIABLE CHIRP TRANSMISSIONS AND MULTIPLEXING

    公开(公告)号:US20210111938A1

    公开(公告)日:2021-04-15

    申请号:US17064899

    申请日:2020-10-07

    Abstract: Apparatuses, systems, and methods for transmitting and multiplexing chirp signals for communications are provided. An example apparatus includes an antenna, a radio, and processing circuitry. The radio may be configured to transmit and receive wireless communications via the antenna, and the processing circuitry configured to establish a wireless communications link with a receiving communications device. The signaling transmitted by the antenna via the radio as controlled by the processing circuitry may include a plurality of sequenced chirp signals within an orthogonal frequency division multiplexing (OFDM) framework.

    METHOD FOR NON-LINEAR DISTORTION IMMUNE END-TO-END LEARNING WITH AUTOENCODER - OFDM

    公开(公告)号:US20210111936A1

    公开(公告)日:2021-04-15

    申请号:US17065949

    申请日:2020-10-08

    Abstract: A new layer tailored for Artificial Intelligence-based communication systems to limit the instantaneous peak power for the signals that relies on manipulation of complementary sequences through neural networks. Disclosed is a method for providing non-linear distortion in end-to-end learning communication systems, the communication system comprising a transmitter and a receiver. The method includes mapping transmitted information bits to an input of a first neural network; controlling, by an output of the neural network, parameters of a complementary sequence (CS) encoder, producing an encoded CS; transmitting the encoded CS through an orthogonal frequency division multiplexing (OFDM) signal; processing, by Discrete Fourier Transform (DFT), the encoded CS, to produce a received information signal in a frequency domain; and processing, by a second neural network, the received information signal.

    Method for non-linear distortion immune end-to-end learning with autoencoder—OFDM

    公开(公告)号:US11570030B2

    公开(公告)日:2023-01-31

    申请号:US17065949

    申请日:2020-10-08

    Abstract: A new layer tailored for Artificial Intelligence-based communication systems to limit the instantaneous peak power for the signals that relies on manipulation of complementary sequences through neural networks. Disclosed is a method for providing non-linear distortion in end-to-end learning communication systems, the communication system comprising a transmitter and a receiver. The method includes mapping transmitted information bits to an input of a first neural network; controlling, by an output of the neural network, parameters of a complementary sequence (CS) encoder, producing an encoded CS; transmitting the encoded CS through an orthogonal frequency division multiplexing (OFDM) signal; processing, by Discrete Fourier Transform (DFT), the encoded CS, to produce a received information signal in a frequency domain; and processing, by a second neural network, the received information signal.

    Methods and Systems for Encoding and Decoding Based on Partitioned Complementary Sequences

    公开(公告)号:US20220216960A1

    公开(公告)日:2022-07-07

    申请号:US17562265

    申请日:2021-12-27

    Inventor: Alphan Sahin

    Abstract: A method includes generating, by processing circuitry of a communications device, a partitioned complementary sequence based on information bits for transmission. The partitioned complementary sequence may include zero-valued elements. The method may include encoding a plurality of symbols on a plurality of orthogonal subcarriers using the partitioned complementary sequence. The encoding may include mapping additional information bits on subcarriers associated with the zero-valued elements of the partitioned complementary sequence. Additionally, the method may include controlling a radio of the communications device to transmit the plurality of symbols on the plurality of orthogonal subcarriers via an antenna of the communications device.

    Method and system for wideband index modulation based on chirp signals

    公开(公告)号:US10985962B1

    公开(公告)日:2021-04-20

    申请号:US16931097

    申请日:2020-07-16

    Abstract: A method, performed at a transmitter, for increasing communication link distance and reliability in a communication channel or dual function radar communication system, is provided. The method includes calculating an information sequence, indices of non-zero elements and corresponding values in the sequence indicating information bits to be transmitted; shaping a Discrete Fourier Transform (DFT) of the information sequence by special frequency-domain spectral shaping (FDSS) in the frequency domain to form a frequency-domain representation of chirp signals; mapping the shaped sequence to orthogonal frequency division multiplexing (OFDM) subcarriers; performing an inverse DFT of the mapped shaped sequence to form chirp signals to be transmitted; and transmitting the chirp signals with a cycle prefix (CP).

    Methods and systems for encoding and decoding based on partitioned complementary sequences

    公开(公告)号:US12003436B2

    公开(公告)日:2024-06-04

    申请号:US17562265

    申请日:2021-12-27

    Inventor: Alphan Sahin

    CPC classification number: H04L5/0035 H04L5/0007 H04L5/0098

    Abstract: A method includes generating, by processing circuitry of a communications device, a partitioned complementary sequence based on information bits for transmission. The partitioned complementary sequence may include zero-valued elements. The method may include encoding a plurality of symbols on a plurality of orthogonal subcarriers using the partitioned complementary sequence. The encoding may include mapping additional information bits on subcarriers associated with the zero-valued elements of the partitioned complementary sequence. Additionally, the method may include controlling a radio of the communications device to transmit the plurality of symbols on the plurality of orthogonal subcarriers via an antenna of the communications device.

Patent Agency Ranking