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    • 1. 发明申请
    • HIERARCHICAL ENERGY OPTIMIZATION FOR DATACENTER NETWORKS
    • DATACENTER网络的分层能量优化
    • US20140047252A1
    • 2014-02-13
    • US13819267
    • 2012-05-21
    • Nirwan AnsariYan Zhang
    • Nirwan AnsariYan Zhang
    • G06F1/32
    • G06F1/32G06F1/26G06F1/3203G06F1/3278G06F1/3287Y02D10/157Y02D10/171
    • Technologies are presented for power optimization of datacenter networks in a hierarchical perspective. In some examples, a two-level power optimization model may be established to reduce the power consumption of datacenter networks by switching off network switches and links while still guaranteeing full connectivity and maximum link utilization. The model may be implemented by solving a capacitated constraint multi-commodity flow (CMCF) problem employing simple heuristic techniques. A power status of network switches may be determined according to a network traffic matrix and the CMCF optimization determined at core-level and at pod-level. A complementary process to provision whole network connectivity and to meet quality of service (QoS) goals may also be performed.
    • 针对数据中心网络的功能优化技术进行了分层分析。 在一些示例中,可以建立两级功率优化模型,以通过关闭网络交换机和链路来减少数据中心网络的功耗,同时仍然保证完全连接和最大链路利用率。 该模型可以通过使用简单的启发式技术来求解容许约束多商品流(CMCF)问题来实现。 网络交换机的电源状态可以根据网络流量矩阵确定,CMCF优化在核心级别和pod级确定。 也可以执行提供整个网络连接和满足服务质量(QoS)目标的补充过程。
    • 3. 发明申请
    • System and Method for Transmission Control Protocol Slow-Start
    • 传输控制协议慢启动的系统和方法
    • US20130044598A1
    • 2013-02-21
    • US13340354
    • 2011-12-29
    • Yan ZhangNirwan AnsariMingquan WuHong Heather Yu
    • Yan ZhangNirwan AnsariMingquan WuHong Heather Yu
    • H04L12/26H04L12/24
    • H04L43/0882H04L43/16H04L47/193H04L47/27H04L47/283H04L47/29
    • An embodiment of a system and method that uses inline measurements to probe available bandwidth for a transmission control protocol, and adaptively sets a slow-start threshold according to the available bandwidth. The method includes initializing a congestion window “cwnd,” sending cwnd packets, estimating an available bandwidth for the cwnd packets. The congestion window cwnd is set to a higher number, and the higher number of further packets is sent if the available bandwidth is greater than a first threshold level. The available bandwidth is re-estimated for the higher number of the further packets, and a soft start threshold “ssthresh” is set to the re-estimated available bandwidth. A statistical measure is calculated for the re-estimated available bandwidth, and the congestion window cwnd is set equal to ssthresh if a ratio of the statistical measure to the re-estimated available bandwidth is less than a second threshold level.
    • 使用在线测量来探测传输控制协议的可用带宽的系统和方法的实施例,并且根据可用带宽自适应地设置慢启动阈值。 该方法包括初始化拥塞窗口cwnd,发送cwnd分组,估计cwnd分组的可用带宽。 拥塞窗口cwnd被设置为更高的数量,并且如果可用带宽大于第一阈值水平,则发送更多数量的另外的分组。 对于更多数量的其他分组重新估计可用带宽,并且将软启动阈值ssthresh设置为重新估计的可用带宽。 对于重新估计的可用带宽计算统计度量,并且如果统计度量与重新估计的可用带宽的比率小于第二阈值水平,则将拥塞窗口cwnd设置为等于ssthresh。
    • 5. 发明授权
    • System and method for transmission control protocol slow-start
    • 传输控制协议的启动系统和方法
    • US09178789B2
    • 2015-11-03
    • US13340354
    • 2011-12-29
    • Yan ZhangNirwan AnsariMingquan WuHong Heather Yu
    • Yan ZhangNirwan AnsariMingquan WuHong Heather Yu
    • G01R31/08H04L12/26H04L12/807H04L12/801H04L12/841
    • H04L43/0882H04L43/16H04L47/193H04L47/27H04L47/283H04L47/29
    • An embodiment of a system and method that uses inline measurements to probe available bandwidth for a transmission control protocol, and adaptively sets a slow-start threshold according to the available bandwidth. The method includes initializing a congestion window “cwnd,” sending cwnd packets, estimating an available bandwidth for the cwnd packets. The congestion window cwnd is set to a higher number, and the higher number of further packets is sent if the available bandwidth is greater than a first threshold level. The available bandwidth is re-estimated for the higher number of the further packets, and a soft start threshold “ssthresh” is set to the re-estimated available bandwidth. A statistical measure is calculated for the re-estimated available bandwidth, and the congestion window cwnd is set equal to ssthresh if a ratio of the statistical measure to the re-estimated available bandwidth is less than a second threshold level.
    • 使用在线测量来探测传输控制协议的可用带宽的系统和方法的实施例,并且根据可用带宽自适应地设置慢启动阈值。 该方法包括初始化拥塞窗口“cwnd”,发送cwnd数据包,估计cwnd数据包的可用带宽。 拥塞窗口cwnd被设置为更高的数量,并且如果可用带宽大于第一阈值水平,则发送更多数量的另外的分组。 对于更多数量的另外的分组重新估计可用带宽,并且将软启动阈值“ssthresh”设置为重新估计的可用带宽。 对于重新估计的可用带宽计算统计度量,并且如果统计度量与重新估计的可用带宽的比率小于第二阈值水平,则将拥塞窗口cwnd设置为等于ssthresh。
    • 6. 发明授权
    • Hierarchical energy optimization for datacenter networks
    • 数据中心网络的分层能量优化
    • US08700928B2
    • 2014-04-15
    • US13819267
    • 2012-05-21
    • Nirwan AnsariYan Zhang
    • Nirwan AnsariYan Zhang
    • G06F1/00G06F1/26G06F1/32G06F15/173H04L12/28
    • G06F1/32G06F1/26G06F1/3203G06F1/3278G06F1/3287Y02D10/157Y02D10/171
    • Technologies are presented for power optimization of datacenter networks in a hierarchical perspective. In some examples, a two-level power optimization model may be established to reduce the power consumption of datacenter networks by switching off network switches and links while still guaranteeing full connectivity and maximum link utilization. The model may be implemented by solving a capacitated constraint multi-commodity flow (CMCF) problem employing simple heuristic techniques. A power status of network switches may be determined according to a network traffic matrix and the CMCF optimization determined at core-level and at pod-level. A complementary process to provision whole network connectivity and to meet quality of service (QoS) goals may also be performed.
    • 针对数据中心网络的功能优化技术进行了分层分析。 在一些示例中,可以建立两级功率优化模型,以通过关闭网络交换机和链路来减少数据中心网络的功耗,同时仍然保证完全连接和最大链路利用率。 该模型可以通过使用简单的启发式技术来求解容许约束多商品流(CMCF)问题来实现。 网络交换机的电源状态可以根据网络流量矩阵确定,CMCF优化在核心级别和pod级确定。 也可以执行提供整个网络连接和满足服务质量(QoS)目标的补充过程。