Invention Grant
- Patent Title: Apparatus and method for altruistic scheduling based on reinforcement learning
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Application No.: US17104377Application Date: 2020-11-25
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Publication No.: US11711795B2Publication Date: 2023-07-25
- Inventor: Seung Jae Shin
- Applicant: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
- Applicant Address: KR Daejeon
- Assignee: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
- Current Assignee: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
- Current Assignee Address: KR Daejeon
- Agency: Kile Park Reed & Houtteman PLLC
- Priority: KR 20190155810 2019.11.28
- Main IPC: H04W72/12
- IPC: H04W72/12 ; G06Q10/0631 ; H04L41/0823 ; G06F9/48

Abstract:
The present disclosure relates to an apparatus and method of altruistic scheduling based on reinforcement learning. An altruistic scheduling apparatus according to an embodiment of the present disclosure includes: an external scheduling agent for determining a basic resource share for each process based on information of a resource management system; an internal scheduling agent for determining a basic resource allocation schedule for each process based on information including the basic resource share and a resource leftover based on the basic resource allocation schedule; and a leftover scheduling agent for determining a leftover resource allocation schedule based on information including the resource leftover. According to an embodiment of the present disclosure, it may be expected that reinforcement learning will not only mitigate the diminution of fairness of an altruistic scheduler but also further improve other performance indicators such as completion time and efficiency.
Public/Granted literature
- US20210168827A1 APPARATUS AND METHOD FOR ALTRUISTIC SCHEDULING BASED ON REINFORCEMENT LEARNING Public/Granted day:2021-06-03
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