Patents by Inventor Toni Pohl

Toni Pohl 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).

  • Workload management using reinforcement learning
    Patent number: 11663039
    Abstract: Aspects of the invention include determining, by a machine learning model, a predicted workload for a system and a current system state of the system, determining an action to be enacted for the system based at least in part on the predicted workload and the current system state, enacting the action for the system, evaluating a state of the system after the action has been enacted, determining a reward for the machine learning model based at least in part on the state of the system after the action has been enacted, and updating the machine learning model based on the reward.
    Type: Grant
    Filed: April 7, 2020
    Date of Patent: May 30, 2023
    Assignee: International Business Machines Corporation
    Inventors: Elpida Tzortzatos, Anastasiia Didkovska, Karin Genther, Toni Pohl, Dieter Wellerdiek, Marco Selig, Tobias Huschle
  • WORKLOAD MANAGEMENT USING REINFORCEMENT LEARNING
    Publication number: 20210311786
    Abstract: Aspects of the invention include determining, by a machine learning model, a predicted workload for a system and a current system state of the system, determining an action to be enacted for the system based at least in part on the predicted workload and the current system state, enacting the action for the system, evaluating a state of the system after the action has been enacted, determining a reward for the machine learning model based at least in part on the state of the system after the action has been enacted, and updating the machine learning model based on the reward.
    Type: Application
    Filed: April 7, 2020
    Publication date: October 7, 2021
    Inventors: Elpida Tzortzatos, Anastasiia Didkovska, Karin Genther, Toni Pohl, Dieter Wellerdiek, Marco Selig, Tobias Huschle