Patents by Inventor Akash Sandeep DOSHI

Akash Sandeep DOSHI has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Multi-stage Markov decision process (MDP) model for a spectrum sharing system
    Patent number: 11974138
    Abstract: A method of wireless communication performed by a first transmission device incudes receiving a first set of observations from a first receiving device based on transmissions from the first transmission device to the first receiving device at a previous time slot of a fixed contention-based spectrum sharing system. The first transmission device shares a spectrum with a second transmission device. The method also includes measuring an energy level from an ongoing data transmission of the second transmission device at a current time slot. The method further includes generating, at an artificial neural network of the first transmission device, at least one of a transmission determination, a set of transmission parameters, or a combination thereof, based on a second set of observations, the energy level, and a counter.
    Type: Grant
    Filed: September 17, 2021
    Date of Patent: April 30, 2024
    Assignee: QUALCOMM Incorporated
    Inventors: Akash Sandeep Doshi, Srinivas Yerramalli, Lorenzo Ferrari, Taesang Yoo
  • Spectrum sharing with deep reinforcement learning (RL)
    Patent number: 11968541
    Abstract: A method of wireless communication performed by a first transmission device includes determining a set of spectrum sharing parameters based on sensing performed during a sensing period of a current time slot in a fixed contention based spectrum sharing system. The first transmission device shares a spectrum with a second transmission device. The method also includes determining, at a first artificial neural network of the first transmission device, a transmission device action, and/or a transmission parameter in response to receiving the set of spectrum sharing parameters. The method further includes transmitting, from the first transmission device, to a first receiving device during a data transmission phase of the current time slot based on the transmission device action and/or the transmission parameter.
    Type: Grant
    Filed: August 31, 2021
    Date of Patent: April 23, 2024
    Assignee: QUALCOMM Incorporated
    Inventors: Akash Sandeep Doshi, Srinivas Yerramalli, Lorenzo Ferrari, Taesang Yoo
  • MULTI-STAGE MARKOV DECISION PROCESS (MDP) MODEL FOR A SPECTRUM SHARING SYSTEM
    Publication number: 20220095119
    Abstract: A method of wireless communication performed by a first transmission device incudes receiving a first set of observations from a first receiving device based on transmissions from the first transmission device to the first receiving device at a previous time slot of a fixed contention-based spectrum sharing system. The first transmission device shares a spectrum with a second transmission device. The method also includes measuring an energy level from an ongoing data transmission of the second transmission device at a current time slot. The method further includes generating, at an artificial neural network of the first transmission device, at least one of a transmission determination, a set of transmission parameters, or a combination thereof, based on a second set of observations, the energy level, and a counter.
    Type: Application
    Filed: September 17, 2021
    Publication date: March 24, 2022
    Inventors: Akash Sandeep DOSHI, Srinivas YERRAMALLI, Lorenzo FERRARI, Taesang YOO
  • SPECTRUM SHARING WITH DEEP REINFORCEMENT LEARNING (RL)
    Publication number: 20220078626
    Abstract: A method of wireless communication performed by a first transmission device includes determining a set of spectrum sharing parameters based on sensing performed during a sensing period of a current time slot in a fixed contention based spectrum sharing system. The first transmission device shares a spectrum with a second transmission device. The method also includes determining, at a first artificial neural network of the first transmission device, a transmission device action, and/or a transmission parameter in response to receiving the set of spectrum sharing parameters. The method further includes transmitting, from the first transmission device, to a first receiving device during a data transmission phase of the current time slot based on the transmission device action and/or the transmission parameter.
    Type: Application
    Filed: August 31, 2021
    Publication date: March 10, 2022
    Inventors: Akash Sandeep DOSHI, Srinivas YERRAMALLI, Lorenzo FERRARI, Taesang YOO