CN113014649B - 一种基于深度学习的云物联负载均衡方法、装置及设备 - Google Patents
一种基于深度学习的云物联负载均衡方法、装置及设备 Download PDFInfo
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US12008120B2 (en) * | 2021-06-04 | 2024-06-11 | International Business Machines Corporation | Data distribution and security in a multilayer storage infrastructure |
CN115981876B (zh) * | 2023-03-21 | 2023-06-16 | 国家体育总局体育信息中心 | 一种基于云雾架构的健身数据处理方法、***及装置 |
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Publication number | Priority date | Publication date | Assignee | Title |
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CN106161552A (zh) * | 2015-04-16 | 2016-11-23 | 国家电网公司 | 一种海量数据环境下负载均衡方法及*** |
CN109831507A (zh) * | 2019-02-14 | 2019-05-31 | 上海联寓智能科技有限公司 | 物联网***、负载均衡方法和存储介质 |
CN109947547A (zh) * | 2019-03-14 | 2019-06-28 | 科学出版社成都有限责任公司 | 基于云计算的微服务构架方法 |
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CN105282043A (zh) * | 2014-06-20 | 2016-01-27 | 中国电信股份有限公司 | 全局网络负载均衡***、设备和方法 |
CN104202254A (zh) * | 2014-08-14 | 2014-12-10 | 江苏省邮电规划设计院有限责任公司 | 一种基于云计算平台服务器智能负载均衡方法 |
CN107172166B (zh) * | 2017-05-27 | 2021-03-23 | 电子科技大学 | 面向工业智能化服务的云雾计算*** |
CN107766889B (zh) * | 2017-10-26 | 2021-06-04 | 浪潮集团有限公司 | 一种云端边缘计算融合的深度学习计算***和方法 |
CN108540538B (zh) * | 2018-03-20 | 2021-01-26 | 西安电子科技大学 | 一种基于sdn的云雾结合物联网应用构建*** |
CN108600355A (zh) * | 2018-04-13 | 2018-09-28 | 济南浪潮高新科技投资发展有限公司 | 一种雾计算负载均衡调度***及方法 |
US11108849B2 (en) * | 2018-12-03 | 2021-08-31 | At&T Intellectual Property I, L.P. | Global internet of things (IOT) quality of service (QOS) realization through collaborative edge gateways |
CN111556165A (zh) * | 2019-08-01 | 2020-08-18 | 广州知弘科技有限公司 | 基于云计算的信息处理方法和*** |
CN111124662B (zh) * | 2019-11-07 | 2022-11-08 | 北京科技大学 | 一种雾计算负载均衡方法及*** |
CN111444009B (zh) * | 2019-11-15 | 2022-10-14 | 北京邮电大学 | 一种基于深度强化学习的资源分配方法及装置 |
CN111813539B (zh) * | 2020-05-29 | 2024-06-28 | 西安交通大学 | 一种基于优先级与协作的边缘计算资源分配方法 |
CN112231075B (zh) * | 2020-09-07 | 2023-09-01 | 武汉市九格合众科技有限责任公司 | 一种基于云服务的服务器集群负载均衡控制方法及*** |
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CN106161552A (zh) * | 2015-04-16 | 2016-11-23 | 国家电网公司 | 一种海量数据环境下负载均衡方法及*** |
CN109831507A (zh) * | 2019-02-14 | 2019-05-31 | 上海联寓智能科技有限公司 | 物联网***、负载均衡方法和存储介质 |
CN109947547A (zh) * | 2019-03-14 | 2019-06-28 | 科学出版社成都有限责任公司 | 基于云计算的微服务构架方法 |
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