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    • 1. 发明授权
    • Methods and apparatus for design, adjustment or operation of wireless networks using multi-stage optimization
    • 使用多级优化设计,调整或操作无线网络的方法和设备
    • US06925066B1
    • 2005-08-02
    • US09628366
    • 2000-07-31
    • Chandra S. ChekuriLawrence M. DrabeckKarl Georg HampelPaul Anthony PolakosYihao Lisa Zhang
    • Chandra S. ChekuriLawrence M. DrabeckKarl Georg HampelPaul Anthony PolakosYihao Lisa Zhang
    • H04B7/208H04W16/18H04W24/02
    • H04W24/02H04W16/18
    • Techniques for use in designing, adjusting or operating a wireless network so as to provide a desired level of performance for the network. An optimization process is applied to a set of information characterizing the network. The optimization process is implemented as a multi-stage process which includes at least a frequency assignment stage and a post-frequency-assignment optimization stage, wherein the frequency assignment stage and the post-frequency-assignment stage are subject to iteration. For example, after an initial assignment of the frequencies in the frequency assignment stage, the post-frequency-assignment optimization stage may be performed, and based on the result of the optimization, at least one of the frequency assignment stage and the post-frequency-assignment optimization stage may be repeated. An output of the optimization process is utilized to determine one or more operating parameters of the wireless network, such as a base station transmit power or antenna orientation. The optimization process in an illustrative embodiment may be implemented as a three-stage process which includes a pre-frequency-assignment optimization stage, the frequency assignment stage and the post-frequency-assignment optimization stage, with one or more subsets of these stages being implemented in an iterative manner.
    • 用于设计,调整或操作无线网络以便为网络提供期望的性能水平的技术。 优化过程被应用于表征网络的一组信息。 该优化处理被实现为多级处理,其至少包括频率分配级和后频分配优化级,其中,频率分配级和后频分配级被进行迭代。 例如,在频率分配阶段中的频率的初始分配之后,可以执行后频分配优化级,并且基于优化的结果,频率分配级和后频中的至少一个 可以重复分配优化阶段。 利用优化过程的输出来确定无线网络的一个或多个操作参数,诸如基站发射功率或天线取向。 说明性实施例中的优化过程可以被实现为三阶段过程,其包括前频分配优化阶段,频率分配阶段和后频分配优化阶段,其中这些阶段的一个或多个子集是 以迭代的方式实现。
    • 2. 发明授权
    • Methods and apparatus for derivative-based optimization of wireless network performance
    • 无线网络性能导数优化的方法与装置
    • US06611500B1
    • 2003-08-26
    • US09434578
    • 1999-11-04
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Anthony Polakos
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Anthony Polakos
    • G06F1100
    • H04W16/18
    • Improved techniques for optimizing performance of a wireless network. In an illustrative embodiment, a derivative-based optimization process is applied to optimize an objective function of a network performance metric with respect to a number of network tuning parameter variables. The optimization may be based on first or higher order derivatives of the objective function with respect to the selected network parameter variables. The objective function may include, e.g., one or more of a maximization of network coverage, a maximization of network capacity, and a minimization of network resources. Additional network parameters which are not variables in optimization process serve as constraints to the optimization process. Advantageously, the invention substantially improves the process of designing, adjusting and optimizing the performance of wireless networks.
    • 改进的无线网络性能优化技术。 在说明性实施例中,应用基于导数的优化过程来优化关于多个网络调谐参数变量的网络性能度量的目标函数。 优化可以基于相对于所选网络参数变量的目标函数的第一或更高阶导数。 目标函数可以包括例如网络覆盖的最大化,网络容量的最大化以及网络资源的最小化中的一个或多个。 在优化过程中不是变量的附加网络参数用作优化过程的约束。 有利地,本发明基本上改进了设计,调整和优化无线网络的性能的过程。
    • 3. 发明授权
    • Road-based evaluation and interpolation of wireless network parameters
    • 路基评估和无线网络参数插值
    • US06631267B1
    • 2003-10-07
    • US09434580
    • 1999-11-04
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Anthony Polakos
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Anthony Polakos
    • H04Q720
    • H04W24/02H04W24/00
    • Techniques for determination of network parameters in, e.g., a processor-implemented system for characterizing, adjusting or optimizing the performance of a wireless network. In an illustrative embodiment, values of one or more link parameters of the wireless network are interpolated along edges in a mesh of data points derived at least in part from road location data characterizing an area serviced by the wireless network. A measure of network performance, e.g., a coverage measure based on pilot signal-to-interference ratio, may be generated using the interpolated values. The edges of the mesh have associated therewith a set of edge weights representative of traffic in the wireless network. The edge weights may be adjusted so as to be in agreement with available network traffic data. Interpolating between the data points of the road-based mesh permits the network performance measure to be computed as a smooth, differentiable function of the one or more link parameters, thereby simplifying network characterization, adjustment and optimization.
    • 用于确定例如用于表征,调整或优化无线网络的性能的处理器实现的系统中的网络参数的技术。 在说明性实施例中,无线网络的一个或多个链路参数的值沿着至少部分地从表征由无线网络服务的区域的道路位置数据导出的数据点的网格中的边缘进行内插。 可以使用内插值来生成网络性能的度量,例如基于导频信号干扰比的覆盖度量。 网格的边缘与其相关联地表示无线网络中的业务量的一组边缘权重。 可以调整边缘权重以便与可用的网络流量数据一致。 在路基网格的数据点之间插值允许网络性能测量被计算为一个或多个链路参数的平滑,可微的功能,从而简化网络表征,调整和优化。
    • 4. 发明授权
    • Methods and apparatus for characterization, adjustment and optimization of wireless networks
    • 无线网络的表征,调整和优化的方法和装置
    • US06842431B2
    • 2005-01-11
    • US09434579
    • 1999-11-04
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Matthew MankiewichPaul Anthony Polakos
    • Kenneth L. ClarksonKarl Georg HampelJohn D. HobbyPaul Matthew MankiewichPaul Anthony Polakos
    • H04B7/005H04W24/00H04W52/34H04L12/28
    • H04W24/00H04W52/34
    • Improved techniques for characterizing, adjusting and optimizing the overall performance of a wireless network. In an illustrative embodiment, the overall network performance for a particular network configuration is characterized by a vector with two components, one representing network coverage and another representing network capacity. Network coverage is defined by the likelihood of service under load, including interference, and may be further weighted by traffic density. Network capacity is defined by an amount of traffic with a given spatial distribution that can be served at a given overall target-blocking rate. The overall network performance may be characterized using a two-dimensional capacity/coverage diagram which plots overall network performance vectors, each including a network capacity component and a network coverage component, for various network configurations. The overall network performance may be improved or optimized with respect to a given subset of network parameters by using an algorithm that proposes potential network configurations and evaluates them with respect to their overall network performance.
    • 改进的技术,用于表征,调整和优化无线网络的整体性能。 在说明性实施例中,特定网络配置的整体网络性能的特征在于具有两个组件的向量,一个表示网络覆盖,另一个表示网络容量。 网络覆盖由负载下的服务可能性(包括干扰)定义,并且可以由业务密度进一步加权。 网络容量由具有给定空间分布的业务量定义,可以以给定的整体目标阻塞率来提供。 可以使用二维容量/覆盖图来表征整体网络性能,其绘制各种网络配置的总体网络性能向量,每个包括网络容量组件和网络覆盖组件。 通过使用提出潜在网络配置并根据其整体网络性能评估它们的算法,可以针对给定的网络参数子集来改进或优化整体网络性能。
    • 7. 发明授权
    • Symmetric sweep phase sweep transmit diversity
    • 对称扫描相位扫描发射分集
    • US06920314B2
    • 2005-07-19
    • US09918392
    • 2001-07-30
    • Roger David BenningR. Michael BuehrerPaul Anthony PolakosRobert Atmaram Soni
    • Roger David BenningR. Michael BuehrerPaul Anthony PolakosRobert Atmaram Soni
    • H04B7/06A04B1/02
    • H04B7/0669H04B7/0678
    • Described herein is a method and apparatus for transmission that provides the performance of space time spreading (STS) or orthogonal transmit diversity (OTD) and the backwards compatibility of phase sweep transmit diversity (PSTD) without degrading performance of either STS or PSTD using a symmetric sweep PSTD transmission architecture. In one embodiment, a pair of signals s1 and s2 are split into signals s1(a) and s1(b) and signals s2(a) and s2(b), respectively. Signal s1 comprises a first STS/OTD signal belonging to an STS/OTD pair, and signal s2 comprises a second STS/OTD signal belonging to the STS/OTD pair. Signals s1(b) and s2(b) are phase swept using a pair of phase sweep frequency signals that would cancel out any self induced interference. For example, the pair of phase sweep frequency signals utilize a same phase sweep frequency with one of the phase sweep frequency signals rotating in the opposite direction plus an offset of π relative to the other phase sweep frequency signal. The resultant phase swept signals s1(b) and s2(b) are added to signals s2(a) and s1(a) before being amplified and transmitted.
    • 这里描述了一种用于传输的方法和装置,其提供空间时间扩展(STS)或正交发射分集(OTD)的性能以及相位扫描发射分集(PSTD)的向后兼容性,而不会降低使用对称的STS或PSTD的性能 扫描PSTD传输架构。 在一个实施例中,一对信号s 1和s 2 2被分割成信号s 1(a)和s 1 < (b)和信号s 2(a)和s 2(b)。 信号S1 <1>包括属于STS / OTD对的第一STS / OTD信号,信号s 2包括属于STS / OTD对的第二STS / OTD信号 。 使用一对可以消除任何自身干扰的相位扫描频率信号来相位扫描信号s 1(b)和s 2(b)。 例如,该对相位扫描频率信号利用相同的相位扫描频率,其中相位扫描频率信号中的一个相反方向旋转加上相对于另一个相位扫描频率信号的pi偏移。 所得到的相位扫描信号s 1(b)和s 2(b)被加到信号s2(a)和s