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Service Function Chain Migration in LEO Satellite Networks
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作者 Geng Yuhui Wang Niwei +5 位作者 Chen Xi Xu Xiaofan Zhou Changsheng Yang Junyi Xiao Zhenyu cao xianbin 《China Communications》 SCIE CSCD 2024年第3期247-259,共13页
With the advancements of software defined network(SDN)and network function virtualization(NFV),service function chain(SFC)placement becomes a crucial enabler for flexible resource scheduling in low earth orbit(LEO)sat... With the advancements of software defined network(SDN)and network function virtualization(NFV),service function chain(SFC)placement becomes a crucial enabler for flexible resource scheduling in low earth orbit(LEO)satellite networks.While due to the scarcity of bandwidth resources and dynamic topology of LEO satellites,the static SFC placement schemes may cause performance degradation,resource waste and even service failure.In this paper,we consider migration and establish an online migration model,especially considering the dynamic topology.Given the scarcity of bandwidth resources,the model aims to maximize the total number of accepted SFCs while incurring as little bandwidth cost of SFC transmission and migration as possible.Due to its NP-hardness,we propose a heuristic minimized dynamic SFC migration(MDSM)algorithm that only triggers the migration procedure when new SFCs are rejected.Simulation results demonstrate that MDSM achieves a performance close to the upper bound with lower complexity. 展开更多
关键词 network function virtualization(NFV) resource allocation satellite networks service function chain(SFC) SFC migration SFC placement soft-ware defined network(SDN)
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基于毫米波雷达和MATLAB的手势识别实验设计 被引量:3
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作者 王向荣 李韦良 +1 位作者 曹先彬 王向华 《实验技术与管理》 CAS 北大核心 2022年第11期150-155,共6页
利用一发两收的线性调频毫米波雷达与MATLAB设计了手势识别教学实验。首先,利用线性调频毫米波雷达采集不同手势样本;其次,利用MATLAB软件对采集到的单通道信号进行快时间傅里叶变换与慢时间短时傅里叶变换,生成距离和径向速度谱;再次,... 利用一发两收的线性调频毫米波雷达与MATLAB设计了手势识别教学实验。首先,利用线性调频毫米波雷达采集不同手势样本;其次,利用MATLAB软件对采集到的单通道信号进行快时间傅里叶变换与慢时间短时傅里叶变换,生成距离和径向速度谱;再次,对双通道信号进行相干处理后,再进行快时间傅里叶变换与慢时间短时傅里叶变换,生成角度和角速度谱;最后从谱图中提取经验特征,并将提取的特征经过监督式机器学习算法进行分类,或直接将谱图输入神经网络进行非监督式学习分类。文章详细叙述了利用雷达和机器学习算法进行手势识别的实验原理与过程,有助于学生掌握雷达信号处理的基本方法与应用流程。 展开更多
关键词 短时傅里叶变换 毫米波雷达 微多普勒 机器学习 手势识别
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基于多步LSTM模型融合的铁路客票订单量预测方法 被引量:2
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作者 朱颖婷 张军 +1 位作者 曹先彬 杨立鹏 《铁道学报》 EI CAS CSCD 北大核心 2021年第7期19-25,共7页
根据铁路客票订单量的周期性特征,提出一种基于多步LSTM模型融合的铁路客票订单量预测方法。首先构造多个LSTM模型作为第一层预测模型,并采用贝叶斯优化方法训练LSTM模型,得到候选超参数集合;对验证集以候选最优超参数集合代入LSTM模型... 根据铁路客票订单量的周期性特征,提出一种基于多步LSTM模型融合的铁路客票订单量预测方法。首先构造多个LSTM模型作为第一层预测模型,并采用贝叶斯优化方法训练LSTM模型,得到候选超参数集合;对验证集以候选最优超参数集合代入LSTM模型进行预测,可得到LSTM模型的最优参数集合,再分别以加权求和、线性回归和LightGBM作为第二层模型对LSTM模型的预测结果进行融合。通过对比分析不同融合方法的预测效果可知,计算过程最简单的加权求和方法可显著提高预测效果,而其他两种计算稍微复杂的方法仅能小幅度提高预测效果。提出的预测方法计算流程简单、鲁棒性强,预测精度符合预期,可在出行高峰期为技术人员提前准备系统运维方案提供决策支持。 展开更多
关键词 深度学习 决策树 集成学习 铁路客票 预测
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动态服务质量的多信道媒体接入控制传输机制 被引量:1
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作者 原源 曹先彬 范梅梅 《国防科技大学学报》 EI CAS CSCD 北大核心 2018年第2期150-155,共6页
针对航空自组网在高负载下的服务质量及时延问题,提出一种动态服务质量的多信道媒体接入控制传输机制。以多信道检测统计为平台,结合优先级机制,通过在高负载网络中适当遏制低优先级业务,并且进行网络流量优化,保证高优先级业务的低时... 针对航空自组网在高负载下的服务质量及时延问题,提出一种动态服务质量的多信道媒体接入控制传输机制。以多信道检测统计为平台,结合优先级机制,通过在高负载网络中适当遏制低优先级业务,并且进行网络流量优化,保证高优先级业务的低时延发送;同时利用流量预测模型估计网络流量,通过粒子群优化算法进行优化,寻找合适的优先级门限值,确保高优先级业务接入率。通过计算机仿真可知,所设计的动态服务质量的多信道媒体接入控制传输机制,可在大负载网络中动态控制信道的接入,保持良好的网络吞吐量,其高优先级业务接入率达到99%以上,能有效解决航空数据链网络高业务量导致的服务质量及时延问题。 展开更多
关键词 优先级 阈值 预测 粒子群算法
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Adaptive Mobile Video Delivery Based on Fountain Codes and DASH:A Survey 被引量:2
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作者 WU Kesong cao xianbin +1 位作者 CHEN Zhifeng WU Dapeng 《ZTE Communications》 2018年第3期9-14,共6页
Recent years have witnessed an explosive growth in mobile video-based services and efficient and reliable video delivery draws more and more attention. As a type of rateless codes, fountain codes can automatically ada... Recent years have witnessed an explosive growth in mobile video-based services and efficient and reliable video delivery draws more and more attention. As a type of rateless codes, fountain codes can automatically adapt to wireless channel conditions with- out any knowledge of channels. This paper provides an overview of several typical Foi-ward Error Correction (FEC) codes, such as Reed-Solomon (RS) code, Tornado code, Luby-Transform (LT) code, and Raptor code. We focus on a novel delay-aware fountain coding (DAF) technique that maxinfizes the code word length under the constraint of a given delay. Based on DAF, this paper also presents Unequal Error Protection DAF (UEP-DAF) which improves the Peak Signal to Noise Ratio (PSNR) without additional co- ordination between the encoder and the decoder, as well as Model Predictive Control DAF (MPC-DAF) which reduces the compu- tational complexity to an affordable level for real-time video comnmnications. Moreover, we review- video streaming technologies, then introduce Dynamic Adaptive Streaming over HTTP (DASH) and DASH over Multiple Content Distribution Servers (MCDS- DASH) in detail. Based on MCDS-DASH that adapts video bitrate at the block level to alleviate video fluctuation, we propose a novel approach to integrating fountain codes with MCDS-DASH, which is capable of achieving unprecedented high throughput. 展开更多
关键词 mobile video delivery DAF UEP MPC DASH
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临空信息网络信道建模与动态部署技术展望
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作者 曹先彬 杨朋 《航空学报》 EI CAS CSCD 北大核心 2022年第10期369-380,共12页
临空信息网络具有高时效部署和能实现广域通信覆盖与局部能力增强的优势,能助力提升我国开展公共安全应急响应与救灾、对地观测等重大任务的能力。与地面无线网络和天基网络相比,临空信息网络信道传播特性新,拓扑立体多层,平台多异质且... 临空信息网络具有高时效部署和能实现广域通信覆盖与局部能力增强的优势,能助力提升我国开展公共安全应急响应与救灾、对地观测等重大任务的能力。与地面无线网络和天基网络相比,临空信息网络信道传播特性新,拓扑立体多层,平台多异质且共享空域,导致地面无线网络和天基网络的信道建模与动态部署方法不适用于临空信息网络。为发挥临空信息网络的优势,亟需攻关临空信息网络信道建模与动态部署关键技术。剖析了临空信息网络在信道建模与动态部署研究方面面临的重大挑战,并展望了应对挑战的关键技术。此外,在最后展望了临空信息网络未来的其他重点研究方向。 展开更多
关键词 临空信息网络 广域覆盖 局部增强 信道建模 动态部署
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Identifying vital edges in Chinese air route network via memetic algorithm 被引量:10
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作者 Du Wenbo Liang Boyuan +2 位作者 Yan Gang Oriol Lordan cao xianbin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第1期330-336,共7页
Due to rapid development in the past decade, air transportation system has attracted considerable research attention from diverse communities. While most of the previous studies focused on airline networks, here we sy... Due to rapid development in the past decade, air transportation system has attracted considerable research attention from diverse communities. While most of the previous studies focused on airline networks, here we systematically explore the robustness of the Chinese air route network, and identify the vital edges which form the backbone of Chinese air transportation system.Specifically, we employ a memetic algorithm to minimize the network robustness after removing certain edges, and hence the solution of this model is the set of vital edges. Counterintuitively,our results show that the most vital edges are not necessarily the edges of the highest topological importance, for which we provide an extensive explanation from the microscope view. Our findings also offer new insights to understanding and optimizing other real-world network systems. 展开更多
关键词 Air route network Air transport network Memetic algorithm ROBUSTNESS Vital edges
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Special Issue:Emerging Technologies of UAV
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作者 cao xianbin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第11期I0001-I0001,共1页
In recent years,unmanned aerial vehicles(UAVs)have developed rapidly and UAVs have an expanding range of applications in areas including photography,cargo delivery,inspection,agricultural plant protection and communic... In recent years,unmanned aerial vehicles(UAVs)have developed rapidly and UAVs have an expanding range of applications in areas including photography,cargo delivery,inspection,agricultural plant protection and communications.However,in the face of increasingly complex application environment and diversified demands,the application range of a single UAV is limited by its own hardware and software condition. 展开更多
关键词 HARDWARE EXPANDING APPLICATION
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