Patents by Inventor Venkatesh Muthusamy

Venkatesh Muthusamy 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).

  • Process speed-based forecasting
    Patent number: 11449795
    Abstract: Methods and systems for process speed-based forecasting, in which historical data of a process is first aligned to account for latency in the process. Optionally, incorporation of memory and/or clustering can be included in the pre-processing of the historical data before being used to train a machine learning model.
    Type: Grant
    Filed: August 29, 2019
    Date of Patent: September 20, 2022
    Assignee: CANVASS ANALYTICS INC.
    Inventors: Venkatesh Muthusamy, Mingjie Mai, Steve Kludt
  • MACHINE LEARNING FOR INDUSTRIAL PROCESSES
    Publication number: 20210064983
    Abstract: Methods and systems for training a neural network in tandem with a policy gradient that incorporates domain knowledge with historical data. Process constraints are incorporated into training through an action mask. Evaluation of the trained network is provided by comparing the network's recommended actions with those of an operator. A decision tree is provided to explain a path from an input of process states, into the neural network, to the output of recommended actions.
    Type: Application
    Filed: August 28, 2019
    Publication date: March 4, 2021
    Inventors: Mingjie Mai, Venkatesh Muthusamy, Steve Kludt
  • PROCESS SPEED-BASED FORECASTING
    Publication number: 20210065044
    Abstract: Methods and systems for process speed-based forecasting, in which historical data of a process is first aligned to account for latency in the process. Optionally, incorporation of memory and/or clustering can be included in the pre-processing of the historical data before being used to train a machine learning model.
    Type: Application
    Filed: August 29, 2019
    Publication date: March 4, 2021
    Inventors: Venkatesh Muthusamy, Mingjie Mai, Steve Kludt