Invention Grant
US09384062B2 Artificial neural network for balancing workload by migrating computing tasks across hosts 有权
人工神经网络通过跨主机迁移计算任务来平衡工作负载

  • Patent Title: Artificial neural network for balancing workload by migrating computing tasks across hosts
  • Patent Title (中): 人工神经网络通过跨主机迁移计算任务来平衡工作负载
  • Application No.: US12344463
    Application Date: 2008-12-27
  • Publication No.: US09384062B2
    Publication Date: 2016-07-05
  • Inventor: Tzu-Chin Tan
  • Applicant: Tzu-Chin Tan
  • Applicant Address: US CA Palo Alto
  • Assignee: VMware, Inc.
  • Current Assignee: VMware, Inc.
  • Current Assignee Address: US CA Palo Alto
  • Main IPC: G06N5/00
  • IPC: G06N5/00 G06F1/00 G06F9/50
Artificial neural network for balancing workload by migrating computing tasks across hosts
Abstract:
Methods and apparatuses for balancing computing workload via migrating computing tasks are disclosed. An artificial neural network (ANN) is trained based on the workload distribution over time for a host. The ANN predicts the workload for the host, and an indication may be sent to migrate at least one computing task away from the host. The indication is sent when the method is operating in a proactive mode and when the predicted workload is outside of a desired operating range. Some embodiments monitor the workload; and automatically switch the method to the proactive mode, when a difference between the monitored workload and the predicted workload is small. Other embodiments monitor the workload; and automatically switch the method to a reactive mode, when the monitored workload is outside of a failsafe operating range for the particular host.
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