CN112667400A - 边缘自治中心管控的边云资源调度方法、装置及系统 - Google Patents
边缘自治中心管控的边云资源调度方法、装置及系统 Download PDFInfo
- Publication number
- CN112667400A CN112667400A CN202011596950.7A CN202011596950A CN112667400A CN 112667400 A CN112667400 A CN 112667400A CN 202011596950 A CN202011596950 A CN 202011596950A CN 112667400 A CN112667400 A CN 112667400A
- Authority
- CN
- China
- Prior art keywords
- edge
- cluster
- state
- service request
- service
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 51
- 230000009471 action Effects 0.000 claims abstract description 92
- 230000007704 transition Effects 0.000 claims abstract description 61
- 230000002787 reinforcement Effects 0.000 claims abstract description 25
- 230000006870 function Effects 0.000 claims description 28
- 238000011156 evaluation Methods 0.000 claims description 17
- 238000012545 processing Methods 0.000 claims description 17
- 238000013528 artificial neural network Methods 0.000 claims description 13
- 238000004364 calculation method Methods 0.000 claims description 9
- 230000005540 biological transmission Effects 0.000 claims description 7
- 230000008859 change Effects 0.000 claims description 4
- 230000008569 process Effects 0.000 description 8
- 230000004044 response Effects 0.000 description 8
- 238000010586 diagram Methods 0.000 description 6
- 239000003795 chemical substances by application Substances 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 5
- 238000005457 optimization Methods 0.000 description 5
- 238000004891 communication Methods 0.000 description 4
- 238000004422 calculation algorithm Methods 0.000 description 3
- 230000000694 effects Effects 0.000 description 3
- 230000002452 interceptive effect Effects 0.000 description 3
- 238000003860 storage Methods 0.000 description 3
- 238000012549 training Methods 0.000 description 3
- 108010001267 Protein Subunits Proteins 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
- 238000010276 construction Methods 0.000 description 2
- 230000007774 longterm Effects 0.000 description 2
- 230000015654 memory Effects 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000004806 packaging method and process Methods 0.000 description 2
- 239000000758 substrate Substances 0.000 description 2
- 238000013473 artificial intelligence Methods 0.000 description 1
- 230000008901 benefit Effects 0.000 description 1
- 238000012937 correction Methods 0.000 description 1
- 230000001934 delay Effects 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 238000007499 fusion processing Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000013507 mapping Methods 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 238000012163 sequencing technique Methods 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
Images
Landscapes
- Data Exchanges In Wide-Area Networks (AREA)
Abstract
Description
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011596950.7A CN112667400B (zh) | 2020-12-29 | 2020-12-29 | 边缘自治中心管控的边云资源调度方法、装置及系统 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011596950.7A CN112667400B (zh) | 2020-12-29 | 2020-12-29 | 边缘自治中心管控的边云资源调度方法、装置及系统 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN112667400A true CN112667400A (zh) | 2021-04-16 |
CN112667400B CN112667400B (zh) | 2021-08-13 |
Family
ID=75410299
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202011596950.7A Active CN112667400B (zh) | 2020-12-29 | 2020-12-29 | 边缘自治中心管控的边云资源调度方法、装置及系统 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN112667400B (zh) |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113300854A (zh) * | 2021-05-21 | 2021-08-24 | 重庆紫光华山智安科技有限公司 | 一种边缘节点能力扩展方法、系统及扩展盒子 |
CN113783726A (zh) * | 2021-09-02 | 2021-12-10 | 天津大学 | 一种面向sla的边云系统的资源自适应定制方法 |
CN113778677A (zh) * | 2021-09-03 | 2021-12-10 | 天津大学 | 面向sla的云边协同资源编排与请求调度智能优化方法 |
CN114118400A (zh) * | 2021-10-11 | 2022-03-01 | 中国科学院自动化研究所 | 一种基于专注网络的集群对抗方法及装置 |
CN115473938A (zh) * | 2021-06-10 | 2022-12-13 | 中国科学院沈阳自动化研究所 | 一种面向工业互联网平台的分布式边云协同调度方法 |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108415775A (zh) * | 2018-03-06 | 2018-08-17 | 曲阜师范大学 | 一种基于服务质量的资源确定方法及系统 |
US20190245789A1 (en) * | 2017-11-22 | 2019-08-08 | Intel Corporation | Multi-Access Edge Computing (MEC) Service Provision Based On Local Cost Measurements |
CN111711666A (zh) * | 2020-05-27 | 2020-09-25 | 梁宏斌 | 一种基于强化学习的车联网云计算资源优化方法 |
CN111932027A (zh) * | 2020-08-28 | 2020-11-13 | 电子科技大学 | 一种融合边缘设施的云服务综合调度优化系统及方法 |
CN112115031A (zh) * | 2020-09-29 | 2020-12-22 | 中国银行股份有限公司 | 集群状态监控方法及装置 |
-
2020
- 2020-12-29 CN CN202011596950.7A patent/CN112667400B/zh active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20190245789A1 (en) * | 2017-11-22 | 2019-08-08 | Intel Corporation | Multi-Access Edge Computing (MEC) Service Provision Based On Local Cost Measurements |
CN108415775A (zh) * | 2018-03-06 | 2018-08-17 | 曲阜师范大学 | 一种基于服务质量的资源确定方法及系统 |
CN111711666A (zh) * | 2020-05-27 | 2020-09-25 | 梁宏斌 | 一种基于强化学习的车联网云计算资源优化方法 |
CN111932027A (zh) * | 2020-08-28 | 2020-11-13 | 电子科技大学 | 一种融合边缘设施的云服务综合调度优化系统及方法 |
CN112115031A (zh) * | 2020-09-29 | 2020-12-22 | 中国银行股份有限公司 | 集群状态监控方法及装置 |
Non-Patent Citations (3)
Title |
---|
ARUN KUMAR SANGAIAH等: ""Enforcing Position-Based Confidentiality With Machine Learning Paradigm Through Mobile Edge Computing in Real-Time Industrial Informatics"", 《IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS》 * |
侯璐: ""面向车联网应用的移动云网络资源管理与优化研究"", 《中国博士学位论文全文数据库 工程科技II辑》 * |
王博: ""基于边缘计算的多集群容器云资源调度机制研究与实现"", 《中国优秀硕士学位论文全文数据库 信息科技辑》 * |
Cited By (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113300854A (zh) * | 2021-05-21 | 2021-08-24 | 重庆紫光华山智安科技有限公司 | 一种边缘节点能力扩展方法、系统及扩展盒子 |
CN113300854B (zh) * | 2021-05-21 | 2023-04-07 | 重庆紫光华山智安科技有限公司 | 一种边缘节点能力扩展方法、系统及扩展盒子 |
CN115473938A (zh) * | 2021-06-10 | 2022-12-13 | 中国科学院沈阳自动化研究所 | 一种面向工业互联网平台的分布式边云协同调度方法 |
CN113783726A (zh) * | 2021-09-02 | 2021-12-10 | 天津大学 | 一种面向sla的边云系统的资源自适应定制方法 |
CN113778677A (zh) * | 2021-09-03 | 2021-12-10 | 天津大学 | 面向sla的云边协同资源编排与请求调度智能优化方法 |
CN113778677B (zh) * | 2021-09-03 | 2022-08-02 | 天津大学 | 面向sla的云边协同资源编排与请求调度智能优化方法 |
CN114118400A (zh) * | 2021-10-11 | 2022-03-01 | 中国科学院自动化研究所 | 一种基于专注网络的集群对抗方法及装置 |
CN114118400B (zh) * | 2021-10-11 | 2023-01-03 | 中国科学院自动化研究所 | 一种基于专注网络的集群对抗方法及装置 |
Also Published As
Publication number | Publication date |
---|---|
CN112667400B (zh) | 2021-08-13 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN112667400B (zh) | 边缘自治中心管控的边云资源调度方法、装置及系统 | |
JP7389177B2 (ja) | 連合学習方法、装置、機器及び記憶媒体 | |
CN111835827B (zh) | 物联网边缘计算任务卸载方法及系统 | |
CN113950066B (zh) | 移动边缘环境下单服务器部分计算卸载方法、系统、设备 | |
Sharif et al. | Adaptive and priority-based resource allocation for efficient resources utilization in mobile-edge computing | |
EP3631624B1 (en) | Multifunction vector processor circuits | |
CN112363813A (zh) | 资源调度方法、装置、电子设备和计算机可读介质 | |
Nguyen et al. | Scaling upf instances in 5g/6g core with deep reinforcement learning | |
CN112272102B (zh) | 边缘网络业务卸载和调度方法及装置 | |
Wang et al. | Deep reinforcement learning-based scheduling for optimizing system load and response time in edge and fog computing environments | |
Mostafavi et al. | A stochastic approximation approach for foresighted task scheduling in cloud computing | |
CN114756312B (zh) | 用于对本地服务进行远程协助优化的系统和方法 | |
CN111813539A (zh) | 一种基于优先级与协作的边缘计算资源分配方法 | |
CN113778691B (zh) | 一种任务迁移决策的方法、装置及系统 | |
CN114610474A (zh) | 一种异构超算环境下多策略的作业调度方法及系统 | |
AlOrbani et al. | Load balancing and resource allocation in smart cities using reinforcement learning | |
CN114090108A (zh) | 算力任务执行方法、装置、电子设备及存储介质 | |
CN111158893A (zh) | 应用于雾计算网络的任务卸载方法、系统、设备及介质 | |
CN116954866A (zh) | 基于深度强化学习的边缘云下任务调度方法及系统 | |
CN116915869A (zh) | 基于云边协同的时延敏感型智能服务快速响应方法 | |
Yadav | E-MOGWO Algorithm for Computation Offloading in Fog Computing. | |
CN118036776A (zh) | 一种模型训练方法及相关装置 | |
CN113747504A (zh) | 多接入边缘计算联合任务卸载和资源分配的方法及系统 | |
CN113703936A (zh) | 创建算力容器的方法、算力平台、电子设备及存储介质 | |
Shen et al. | Collaborative Learning-Based Scheduling for Kubernetes-Oriented Edge-Cloud Network |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
REG | Reference to a national code |
Ref country code: HK Ref legal event code: DE Ref document number: 40048264 Country of ref document: HK |
|
TR01 | Transfer of patent right | ||
TR01 | Transfer of patent right |
Effective date of registration: 20220408 Address after: 200000 rooms 902A and 902B, block B, No. 112, liangxiu Road, China (Shanghai) pilot Free Trade Zone, Pudong New Area, Shanghai Patentee after: PPLABS NETWORK TECHNOLOGY (SHANGHAI) Co.,Ltd. Address before: 300072 Tianjin City, Nankai District Wei Jin Road No. 92 Patentee before: Tianjin University |
|
CP01 | Change in the name or title of a patent holder | ||
CP01 | Change in the name or title of a patent holder |
Address after: 200000 rooms 902A and 902B, block B, No. 112, liangxiu Road, China (Shanghai) pilot Free Trade Zone, Pudong New Area, Shanghai Patentee after: Pioneer Cloud Computing (Shanghai) Co.,Ltd. Address before: 200000 rooms 902A and 902B, block B, No. 112, liangxiu Road, China (Shanghai) pilot Free Trade Zone, Pudong New Area, Shanghai Patentee before: PPLABS NETWORK TECHNOLOGY (SHANGHAI) Co.,Ltd. |