DRL-based Forwarding Strategy in Named Data Networking
DRL-based Forwarding Strategy in Named Data Networking
复制标题
命名数据网络中基于DRL的转发策略
DOI：
10.23919/chicc.2018.8483989
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发表时间：
2018-07
期刊：
影响因子：
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通讯作者：
Jin Zhu
中科院分区：
文献类型：
--
作者：
Jinyang Lv;Xiaobin Tan;Yang Jin;Jin Zhu
Named Data Networking(NDN) is one of Information-Centric Networking that have a complete routing protocol framework and hierarchical naming rules. In NDN, the name of each interest packet is unique, and the name of the interest packet contains much information of requested content. The NDN router forwards the interest packet according to the forwarding strategy after finding the Forwarding Information Base(FIB). In this paper, we combine Deep Reinforcement Learning(DRL) and forwarding of NDN to propose an intelligent forwarding strategy. We gather information, such as the data content, face states and network states of the interest packet in the forwarding process and save these features as inputs of the DRL for training, whose result will be used as the forwarding strategy to guide the forwarding of interest packet. Experimental results show that the proposed forwarding strategy effectively reduces Round Trip Time(RTT) by 7.7% and improve the throughput compared with the existing forwarding strategy.
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DOI：
10.1145/2342488.2342500
发表时间：
2012-01
期刊：
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作者：
S. Eum;K. Nakauchi;M. Murata;Y. Shoji;N. Nishinaga
通讯作者：
S. Eum;K. Nakauchi;M. Murata;Y. Shoji;N. Nishinaga
DOI：
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发表时间：
2013-12
期刊：
ArXiv
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作者：
Volodymyr Mnih;K. Kavukcuoglu;David Silver;Alex Graves;Ioannis Antonoglou;Daan Wierstra;Martin A. Riedmiller-Martin-A
通讯作者：
Volodymyr Mnih;K. Kavukcuoglu;David Silver;Alex Graves;Ioannis Antonoglou;Daan Wierstra;Martin A. Riedmiller-Martin-A
DOI：
10.1145/2317307.2317319
发表时间：
2012-06
期刊：
Comput. Commun. Rev.
影响因子：
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作者：
Cheng Yi;Alexander Afanasyev;Lan Wang;Beichuan Zhang;Lixia Zhang
通讯作者：
Cheng Yi;Alexander Afanasyev;Lan Wang;Beichuan Zhang;Lixia Zhang
DOI：
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发表时间：
2010
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作者：
Lixia Zhang;D. Estrin;J. Burke;V. Jacobson;J. D. Thornton;D. Smetters;Beichuan Zhang;G. Tsudik
通讯作者：
Lixia Zhang;D. Estrin;J. Burke;V. Jacobson;J. D. Thornton;D. Smetters;Beichuan Zhang;G. Tsudik