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    • 3. 发明申请
    • End-to-end pattern classification based congestion detection using SVM
    • 使用SVM进行端到端模式分类的拥塞检测
    • US20110013511A1
    • 2011-01-20
    • US12803969
    • 2010-07-09
    • Dekai LIMingquan WuKumar Ramaswamy
    • Dekai LIMingquan WuKumar Ramaswamy
    • H04J3/14
    • H04L47/11
    • Because packets dropped due to network congestion cannot reach the intended receiver whereas corrupted packets can still be received, the reception status of multiple packets is different for congested and non-congested paths. This difference reflects a spatial variation in the received data stream that is indicative of congestion. Network congestion detection is described that treats the reception status of sequences of multiple packets as patterns and converts the problem of congestion detection into a two-class pattern classification problem. A Support Vector Machine (SVM) classifier is trained to classify the reception status of sequences of packets as being indicative or not of network congestion. If network congestion is detected, congestion control measures can then be taken. Extensive simulations demonstrate high detection accuracy under different network parameters.
    • 因为由于网络拥塞而丢包的分组不能达到预期的接收机,而仍然可以接收到损坏的分组,所以对于拥塞和非拥塞的路径,多个分组的接收状态是不同的。 该差异反映了指示拥塞的接收数据流中的空间变化。 描述了将多个分组的序列的接收状态视为模式的网络拥塞检测,并将拥塞检测的问题转换为两类模式分类问题。 对支持向量机(SVM)分类器进行训练,将分组序列的接收状态分类为网络拥塞的指示。 如果检测到网络拥塞,则可以采取拥塞控制措施。 广泛的仿真表明在不同网络参数下的高检测精度。
    • 6. 发明申请
    • Seamless Handover of Multicast Sessions in Internet Protocol Based Wireless Networks Using Staggercasting
    • 基于互联网协议的无线网络中组播会话的无缝切换使用交错广播
    • US20090319845A1
    • 2009-12-24
    • US12226799
    • 2006-04-29
    • Hang LiuKumar Ramaswamy
    • Hang LiuKumar Ramaswamy
    • H04L1/00G06F11/07H03M13/05G06F11/10
    • H03M13/3761H04L1/0002H04L1/1819H04L2001/0093
    • A method and apparatus are described for recovering from loss of an original data packet, including detecting data packet loss, joining a delayed multicast group, receiving a delayed data packet and using the delayed data packet to recover the original data packet that was lost. The delayed data packet is one of a copy of the original data packet, a copy of the original data packet encoded at a lower bit rate or a parity packet. Also described are a method and apparatus for staggercasting including encoding and compressing a first data sequence, packetizing the compressed encoded data sequence to form a data packet, multicasting the data packet to a first multicast group, encoding and compressing a second data sequence, packetizing the compressed encoded second data sequence to form a packet and multicasting the packet delayed by an offset time to a second multicast group.
    • 描述了用于从原始数据分组丢失中恢复的方法和装置,包括检测数据分组丢失,加入延迟的多播组,接收延迟的数据分组,并使用延迟的数据分组来恢复丢失的原始数据分组。 延迟的数据分组是原始数据分组的副本之一,以较低比特率编码的原始数据分组的副本或奇偶校验分组。 还描述了一种用于交错广播的方法和装置,包括对第一数据序列进行编码和压缩,将压缩的编码数据序列打包以形成数据分组,将数据分组多播到第一多播组,对第二数据序列进行编码和压缩, 压缩编码的第二数据序列以形成分组,并且将延迟偏移时间的分组多播到第二多播组。
    • 7. 发明授权
    • Seamless handover of multicast sessions in internet protocol based wireless networks using staggercasting
    • 基于互联网协议的无线网络中组播会话的无缝切换使用交错
    • US08234547B2
    • 2012-07-31
    • US12226799
    • 2006-04-29
    • Hang LiuKumar Ramaswamy
    • Hang LiuKumar Ramaswamy
    • H03M13/00
    • H03M13/3761H04L1/0002H04L1/1819H04L2001/0093
    • A method and apparatus are described for recovering from loss of an original data packet, including detecting data packet loss, joining a delayed multicast group, receiving a delayed data packet and using the delayed data packet to recover the original data packet that was lost. The delayed data packet is one of a copy of the original data packet, a copy of the original data packet encoded at a lower bit rate or a parity packet. Also described are a method and apparatus for staggercasting including encoding and compressing a first data sequence, packetizing the compressed encoded data sequence to form a data packet, multicasting the data packet to a first multicast group, encoding and compressing a second data sequence, packetizing the compressed encoded second data sequence to form a packet and multicasting the packet delayed by an offset time to a second multicast group.
    • 描述了用于从原始数据分组丢失中恢复的方法和装置,包括检测数据分组丢失,加入延迟的多播组,接收延迟的数据分组,并使用延迟的数据分组来恢复丢失的原始数据分组。 延迟的数据分组是原始数据分组的副本之一,以较低比特率编码的原始数据分组的副本或奇偶校验分组。 还描述了一种用于交错广播的方法和装置,包括对第一数据序列进行编码和压缩,将压缩的编码数据序列打包以形成数据分组,将数据分组多播到第一多播组,对第二数据序列进行编码和压缩, 压缩编码的第二数据序列以形成分组,并且将延迟偏移时间的分组多播到第二多播组。