深度强化学习与移动通信资源管理: 算法, 进展与展望

孙恩昌, 袁永仪, 吴兵, 屈晗星, 张延华 - 北京工业大学学报, 2023 - journal.bjut.edu.cn
Deep reinforcement learning for mobile 5G and beyond: … Survey of deep reinforcement
learning based on value function … radio access network slicing using deep reinforcement learning …

使用DQN 深度學習演算法的O-RAN 無線電單元頻寬使用率之負載平衡機制

KP Chou - 2022 - ir.lib.ncu.edu.tw
… This research will use the DQN model in reinforcement learning to solve this problem. This
model … “Deep federated q-learning-based network slicing for industrial iot,” IEEE Transactions …

数据与模型协同驱动的智能光网络架构与关键技术

谷志群, 张佳玮, 纪越峰, 于浩, 塔里克, 塔勒布 - 电信科学, 2022 - infocomm-journal.com
Deep reinforcement learning-based policy for baseband function placement and routing of
RAN in 5G and beyond[J]. … using reinforcement learning for trigger selection in network slice

人工智能与无线通信

王俊, 李榕, 王坚, 葛屹群, 张其蕃… - 信息与电子工程前沿 …, 2022 - fitee.zjujournals.com
Beyond 5G, our ambition is to resort to AI technologies to … They evaluated several deep
learning based algorithms and … Herein, we explore another example of a deep learning based

面向B5G 多业务场景基于D3QN 的双时间尺度网络切片算法

陈赓, 齐书虎, 沈斐, 曾庆田 - 通信学报, 2022 - infocomm-journal.com
… radio access network slicing with deep reinforcement learning … RAN slicing for customized
services in 5G-and-beyond wireless … Deep reinforcement learning-based resource reservation …

[PDF][PDF] 基于AI 的5G 技术——研究方向与范例

尤肖虎, 张川, 谈晓思, 金石, 邬贺铨 - 中国科学: 信息科学, 2018 - lynchpin.com.cn
… 概述5G 移动通信关键技术的基础上, 梳理了AI 技术在5G 系统… 并给出了有关5G 网络优化,资源
最优分配,5G 物理层统一加速运算… Deep reinforcement learning for network slicing. 2018. ArXiv: …

[PDF][PDF] 基于智能分层切片技术的数字孪生传感信息同步策略

唐伦, 李质萱, 文雯, 成章超, 陈前斌 - Journal of Electronics & Information …, 2022 - jeit.ac.cn
… associated with slicing reconfiguration and DTs' synchronization. Firstly, at large time scales,
network slicing is employed … Survey on network slicing for internet of things realization in 5G

基于细粒度切片的6G 网络弹性切换算法研究

朱晓荣, 陈康 - 通信学报, 2022 - infocomm-journal.com
… 需要更 精细化的划分,而现有的5G 网络切片(NS, network slicing)方案不能满足精细化的业务需求
. 因此,… Deep reinforcement learning based handoff algorithm in end-to-end network slicing

面向B5G 和6G 的边缘计算与网络切片资源管理

孙茜, 田霖, 周一青, 冯晨, 王园园, 周继华 - 电信科学, 2021 - infocomm-journal.com
… in the life duration of the network slice was analyzed. Then the … 未来5G,B5G(beyond 5G,后
5G)甚 至6G 网络将利用网络切片为… Learning-based dynamic resource provisioning for network

面向6G 的智能机器通信与网络

陈旭, 尉志青, 冯志勇, 潘淼 - 物联网学报, 2020 - infocomm-journal.com
… 研究人 员必须开启后5G/6G(B5G/6G, beyond 5G/6G)通 信系统的研究. … A survey and an analysis
of network slicing in 5G … Q-learning based physical-layer secure game against multiagent …