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
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Application No.: US12344463Application Date: 2008-12-27
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Publication No.: US09384062B2Publication 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

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.
Public/Granted literature
- US20100169253A1 ARTIFICIAL NEURAL NETWORK FOR BALANCING WORKLOAD BY MIGRATING COMPUTING TASKS ACROSS HOSTS Public/Granted day:2010-07-01
Information query
IPC分类:
G | 物理 |
G06 | 计算;推算或计数 |
G06N | 基于特定计算模型的计算机系统 |
G06N5/00 | 利用基于知识的模式的计算机系统 |