Search Results - "Wai-Xi Liu"

APPM: Adaptive Parallel Processing Mechanism for Service Function Chains by Cai, Jun, Huang, Zhongwei, Liao, Liping, Luo, Jianzhen, Liu, Wai-Xi

“…By replacing traditional hardware-based middleboxes with software-based Virtual Network Functions (VNFs) running on general-purpose servers, network function…”
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Programmable Data Plane Intelligence: Advances, Opportunities, and Challenges by Liu, Wai-Xi, Liang, Cong, Cui, Yong, Cai, Jun, Luo, Jun-Ming

“…Recently, Programmable Data Planes (PDPs) have brought new opportunities to unprecedented innovations in network protocols and architectures. Among them,…”
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Content Popularity Prediction and Caching for ICN: A Deep Learning Approach With SDN by Liu, Wai-Xi, Zhang, Jie, Liang, Zhong-Wei, Peng, Ling-Xi, Cai, Jun

“…In information-centric networking, accurately predicting content popularity can improve the performance of caching. Therefore, based on software defined…”
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Adaptive synchronous strategy for distributed machine learning by Tan, Miaoquan, Liu, Wai‐Xi, Luo, Junming, Chen, Haosen, Guo, Zhen‐Zheng

“…In distributed machine learning training, bulk synchronous parallel (BSP) and asynchronous parallel (ASP) are two main synchronization methods to help achieve…”
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DRL-PLink: Deep Reinforcement Learning With Private Link Approach for Mix-Flow Scheduling in Software-Defined Data-Center Networks by Liu, Wai-Xi, Lu, Jinjie, Cai, Jun, Zhu, Yinghao, Ling, Sen, Chen, Qingchun

“…In datacenter networks, bandwidth-demanding elephant flows without deadline and delay-sensitive mice flows with strict deadline coexist. They compete with each…”
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QALL: Distributed Queue-Behavior-Aware Load Balancing Using Programmable Data Planes by Liu, Wai-Xi, Cai, Jun, Ling, Sen, Zhang, Jian-Yu, Chen, Qingchun

“…Existing load-balancing methods used in data center networks involve some shortcomings such as excessively large decision delays during reactions to…”
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CL-SGD: Efficient Communication by Clustering and Local-SGD for Distributed Machine Learning by Chen, Haosen, Liu, Wai-Xi, Tan, Miaoquan, Luo, Junming

“…Training a deep neural network model requires frequent communications between machines, and heavy communication traffic limits the scalability of the…”
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Deep Learning Approach for Sensor Data Prediction and Sensor Fault Diagnosis in Wind Turbine Blade by Liu, Wai-xi, Yin, Rui-peng, Zhu, Ping-yu

“…Monitoring the state of wind turbine blades in real-time using sensors is crucial for early fault diagnosis. Several studies have been conducted to predict the…”
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Mix‐flow scheduling using deep reinforcement learning for software‐defined data‐center networks by Liu, Wai‐Xi, Cai, Jun, Wang, Yu, Chen, Qing C., Tang, Dong

“…For a mix‐flow scenario in software‐defined data‐center networks, how to simultaneously achieve the different performance requirements of the different types…”
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COD: caching on demand in information-centric networking by Liu, Wai-Xi, Li, Jin, Cai, Jun, Wang, Yu, Liu, Xiao-Chu, Yu, Shun-Zheng

“…By overcoming the well-known challenges of the current internet, great expectations are focused on information-centric networking (ICN). ICN extensively uses…”
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DRL-R: Deep reinforcement learning approach for intelligent routing in software-defined data-center networks by Liu, Wai-xi, Cai, Jun, Chen, Qing Chun, Wang, Yu

“…Data-center networks (DCN) possess multiple new features: coexistence of elephant flow/mice flow/coflow, and coexistence of multiple network resources…”
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A fog-based privacy-preserving approach for distributed signature-based intrusion detection by Wang, Yu, Meng, Weizhi, Li, Wenjuan, Li, Jin, Liu, Wai-Xi, Xiang, Yang

“…Intrusion detection systems (IDSs) are the frontier of defense against transmissible cyber threats that spread across distributed systems. Modern IDSs overcome…”
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Information-centric networking with built-in network coding to achieve multisource transmission at network-layer by Liu, Wai-Xi, Yu, Shun-Zheng, Tan, Guang, Cai, Jun

“…As one of the most promising future Internet, Information-Centric Networking (ICN) is attracting more attention. However, the previous works which have…”
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Fine-grained flow classification using deep learning for software defined data center networks by Liu, Wai-Xi, Cai, Jun, Wang, Yu, Chen, Qing Chun, Zeng, Jia-Qi

“…in a data center network, accurately classifying flow is the key to optimal schedule flow. However, the existing classification methods cannot meet the demand…”
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Load balancing inside programmable data planes based on network modeling prediction using a GNN with network behaviors by Liu, Wai-Xi, Cai, Jun, Zhu, Ying-Hao, Luo, Jun-Ming, Li, Jin

“…In data center networks, existing control plane- and end host-based load-balancing methods are encumbered by excessively large decision delays during rapid…”
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Intelligent Routing based on Deep Reinforcement Learning in Software-Defined Data-Center Networks by Liu, Wai-xi

“…In software-defined data-center networks, Elephant flow/Mice flow/Coflow coexist and multiple resources (bandwidth, cache and computing) coexist. However, the…”
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Caching strategy based on node’s importance to community in information-centric networks by Jun CAI, Shun-zheng YU, Wai-xi LIU

“…In-network caching is one of the most important features of ICN (information-centric networks).A caching strategy based on node’s importance to community was…”
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Design of an IPv4/IPv6 Translator Based on SOPC Technology by Wai-xi Liu, Run-hua Tang, Hui Li, Xiao Hu

“…As the key device of IPv4-IPv6 interconnection, an IPv4/IPv6 translator has to support high forward speed. However, there is no existing solution published to…”
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Opportunistic network coding based on prediction by Wai-xi LIU, Shun-zheng YU, Ying GAO, Xiao HU

“…Since pure theory network coding had some drawbacks in practical network,however current opportunistic network coding fully depends on overheard…”
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Multisource dissemination in content-centric networking by Wai-Xi Liu, Shun-Zheng Yu, Ping-Yu Zhu

“…As one novel network architecture for future Internet, Content-Centric Networking (CCN) is centered around content distribution and retrieval based on…”
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