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    • 1. 发明申请
    • LINEAR PROGRAMMING SUPPORT VECTOR REGRESSION WITH WAVELET KERNEL
    • 线性编程支持向量与小波变换器的回归
    • US20090063115A1
    • 2009-03-05
    • US11848324
    • 2007-08-31
    • Zhao LuJing SunKenneth R. Butts
    • Zhao LuJing SunKenneth R. Butts
    • G06G7/48
    • G05B17/02G06F17/5009G06F17/5095
    • A support vector machine with wavelet kernel was developed for accurate modeling of nonlinear systems. A method of providing an optimized model of a nonlinear system includes using a support vector machine (SVM) having a wavelet kernel, where support vectors include a family of multidimensional wavelets. Training the SVM allows optimization of the number of support vectors, the weights of the support vectors, and the translation factors of the support vectors. Use of a novel linear programming approach reduces computational demands required for training, allowing optimized support vectors to give an optimized model of the nonlinear system. Further, on-line retraining is possible, so that the model can be adapted to changing conditions.
    • 开发了具有小波核的支持向量机,用于非线性系统的精确建模。 提供非线性系统的优化模型的方法包括使用具有小波核的支持向量机(SVM),其中支持向量包括多维小波族。 训练SVM允许优化支持向量的数量,支持向量的权重和支持向量的平移因子。 使用新颖的线性规划方法减少了训练所需的计算需求,允许优化的支持向量给出非线性系统的优化模型。 此外,在线再培训是可能的,使得该模型可以适应于变化的条件。
    • 3. 发明授权
    • Linear programming support vector regression with wavelet kernel
    • 线性规划支持向量回归与小波核
    • US07899652B2
    • 2011-03-01
    • US11848324
    • 2007-08-31
    • Zhao LuJing SunKenneth R. Butts
    • Zhao LuJing SunKenneth R. Butts
    • G06F7/60G06G7/48
    • G05B17/02G06F17/5009G06F17/5095
    • A support vector machine with wavelet kernel was developed for accurate modeling of nonlinear systems. A method of providing an optimized model of a nonlinear system includes using a support vector machine (SVM) having a wavelet kernel, where support vectors include a family of multidimensional wavelets. Training the SVM allows optimization of the number of support vectors, the weights of the support vectors, and the translation factors of the support vectors. Use of a novel linear programming approach reduces computational demands required for training, allowing optimized support vectors to give an optimized model of the nonlinear system. Further, on-line retraining is possible, so that the model can be adapted to changing conditions.
    • 开发了具有小波核的支持向量机,用于非线性系统的精确建模。 提供非线性系统的优化模型的方法包括使用具有小波核的支持向量机(SVM),其中支持向量包括多维小波族。 训练SVM允许优化支持向量的数量,支持向量的权重和支持向量的平移因子。 使用新颖的线性规划方法减少了训练所需的计算需求,允许优化的支持向量给出非线性系统的优化模型。 此外,在线再培训是可能的,使得该模型可以适应于变化的条件。
    • 9. 发明申请
    • BASE STATIONS AND METHODS FOR FACILITATING DYNAMIC SIMULCASTING AND DE-SIMULCASTING IN A DISTRIBUTED ANTENNA SYSTEM
    • 用于促进分布式天线系统中动态SIMULCATTING和DE-SIMULCASTING的基站和方法
    • US20130095871A1
    • 2013-04-18
    • US13461299
    • 2012-05-01
    • Joseph B. SoriagaChristopher Gerard LottJing SunRashid Ahmed Akbar Attar
    • Joseph B. SoriagaChristopher Gerard LottJing SunRashid Ahmed Akbar Attar
    • H04W28/00
    • H04B7/0691H04W16/12H04W72/005
    • Base stations may include a plurality of antenna ports adapted to communicatively couple to respective remote antenna units. A base station simulcast controller module may be coupled with each antenna port, and may be adapted to transmit downlink transmissions over a plurality of remote antenna units, with two or more of the remote antenna units simulcasting downlink transmissions as a simulcasting group. In response to one or more obtained network traffic parameters, the base station simulcast controller module may modify the simulcasting group to include at least one different remote antenna unit. Methods operational on base station may include transmitting downlink transmissions over a plurality of remote antenna units, where two or more of the remote antenna units form a simulcasting group. The simulcasting group can be modified to include at least one different remote antenna unit in response to one or more obtained network traffic parameters.
    • 基站可以包括适于通信地耦合到相应的远程天线单元的多个天线端口。 基站联播控制器模块可以与每个天线端口耦合,并且可以适于在多个远程天线单元上传输下行链路传输,其中两个或多个远程天线单元将下行链路传输同时广播为联播组。 响应于一个或多个获得的网络业务参数,基站联播控制器模块可以修改联播组以包括至少一个不同的远程天线单元。 在基站上操作的方法可以包括在多个远程天线单元中发送下行链路传输,其中两个或更多个远程天线单元形成同时播送组。 响应于一个或多个获得的网络流量参数,可以修改联播组以包括至少一个不同的远程天线单元。