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    • 1. 发明申请
    • MIMO Kalman equalizer for CDMA wireless communication
    • 用于CDMA无线通信的MIMO卡尔曼均衡器
    • US20060146759A1
    • 2006-07-06
    • US11029900
    • 2005-01-04
    • Yuanbin GuoJianzhong ZhangDennis McCainJoseph Cavallaro
    • Yuanbin GuoJianzhong ZhangDennis McCainJoseph Cavallaro
    • H04B7/216
    • H04L25/03057H04B1/707H04L2025/03426H04L2025/03522H04L2025/0363
    • An apparatus and corresponding method for receiving a MIMO cellular communication signal, the apparatus including: a Kalman filter type of equalizer, responsive to a received signal, for providing a corresponding processed signal indicating information conveyed by the received signal, responsive to a set of values indicating predicted state error correlation at a first instant of time given all noise estimates up through the first instant, for providing ta set of values indicating a product of measurement values and predicted state error correlation at a later instant of time given all process noise estimates up through the later instant. The filter is implemented so as to make use of the displacement structure of the state transition matrix of the Kalman filter allowing shifting operations in place of vector and matrix multiplications. The filter typically includes a transition and common data path that provides to both a Kalman gain processor and a Riccati processor the set of values indicating a product of measurement values and predicted state error correlation at a later instant of time given all process noise estimates up through the later instant.
    • 一种用于接收MIMO蜂窝通信信号的装置和相应方法,所述装置包括:响应于接收信号的卡尔曼滤波器类型的均衡器,用于响应于一组值提供指示由接收信号传送的信息的相应处理信号 指示在第一时刻给出所有噪声估计值的第一时刻的预测状态误差相关性,以便在给定所有过程噪声估计上升的情况下提供指示测量值的乘积的值和在稍后时刻的预测状态误差相关性的值 通过后来的时刻。 滤波器被实现为利用卡尔曼滤波器的状态转移矩阵的位移结构,允许移位操作代替矢量和矩阵乘法。 该滤波器通常包括一个转换和公共数据路径,向卡尔曼增益处理器和Riccati处理器提供一组值,该值指示在所有过程噪声估计值通过的时间点的测量值和预测状态误差相关的乘积 后来的时刻。
    • 5. 发明授权
    • Reduced parallel and pipelined high-order MIMO LMMSE receiver architecture
    • 降低并行和流水线高阶MIMO LMMSE接收机架构
    • US07492815B2
    • 2009-02-17
    • US10997397
    • 2004-11-24
    • Yuanbin GuoJianzhong ZhangDennis McCainJoseph R. Cavallaro
    • Yuanbin GuoJianzhong ZhangDennis McCainJoseph R. Cavallaro
    • H04B1/707H03H7/30
    • H04L25/03038H04B1/71055H04L25/0204H04L25/021H04L25/0242H04L25/0328H04L2025/03375H04L2025/03426H04L2025/03477H04L2025/03605
    • Disclosed is a LMMSE receiver that restores orthogonality of spreading codes in the downlink channel for a spread spectrum signal received over N receive antennas. The FFT-based chip equalizer tap solver reduces the direct matrix inverse of the prior art to the inverse of some submatrices of size N×N with the dimension of the receive antennas, and most efficiently reduces matrix inverses to no larger than 2×2. Complexity is further reduced over a conventional Fast Fourier Transform approach by Hermitian optimization to the inverse of submatrices and tree pruning. For a receiver with N=4 or N=2 with double oversampling, the resulting 4×4 matrices are partitioned into 2×2 block sub-matrices, inverted, and rebuilt into a 4×4 matrix. Common computations are found and repeated computations are eliminated to improve efficiency. Generic design architecture is derived from the special design blocks to eliminate redundancies in complex operations. Optimally, the architecture is parallel and pipelined.
    • 公开了一种用于在N个接收天线上接收的扩频信号的下行链路信道中恢复扩频码的正交性的LMMSE接收机。 基于FFT的码片均衡器抽头解算器将现有技术的直接矩阵逆减少为具有接收天线的尺寸的尺寸为N×N的一些子矩阵的倒数,并且最有效地将矩阵反转减小到不大于2×2。 通过Hermitian优化,传统的快速傅立叶变换方法,复杂度进一步降低到子矩阵和树剪枝的倒数。 对于具有N = 4或N = 2的具有双重过采样的接收机,所得到的4×4矩阵被划分为2x2块子矩阵,被反转并重建为4×4矩阵。 发现常规计算,消除重复计算以提高效率。 通用设计架构源于特殊的设计模块,以消除复杂操作中的冗余。 最佳的架构是并行和流水线的。
    • 7. 发明授权
    • System, apparatus, and method for adaptive weighted interference cancellation using parallel residue compensation
    • 使用并行残差补偿的自适应加权干扰消除的系统,装置和方法
    • US07706430B2
    • 2010-04-27
    • US11067498
    • 2005-02-25
    • Yuanbin GuoDennis McCainJoseph R. Cavallaro
    • Yuanbin GuoDennis McCainJoseph R. Cavallaro
    • H04L27/06
    • H04B1/71075H04B2001/71077H04B2201/70707
    • A system, apparatus and method for a multi-stage Parallel Residue Compensation (PRC) receiver for enhanced suppression of the Multiple Access Interference (MAI) in Code Division Multiple Access (CDMA) systems. The accuracy of the interference estimation is improved with a set of weights computed from an adaptive Normalized Least Mean Square (NLMS) algorithm. In order to reduce complexity, the commonality of the multi-code processing is extracted and used to derive a structure of PRC to avoid direct interference cancellation. The derived PRC structure reduces the interference cancellation architecture from a complexity that is proportional to the square of the number of users to a complexity that is linear with respect to the number of users. The complexity is further reduced by replacing dedicated multiplier circuits with simple combinational logic.
    • 一种用于增强抑制码分多址(CDMA)系统中的多址干扰(MAI)的多级并行残差补偿(PRC)接收机的系统,装置和方法。 通过从自适应归一化最小二乘法(NLMS)算法计算的一组权重,改善了干扰估计的准确性。 为了降低复杂度,提取多码处理的通用性,并用于导出PRC的结构,以避免直接干扰消除。 导出的PRC结构从与用户数量的平方成正比于与用户数量相关的复杂度的复杂度降低了干扰消除架构。 通过用简单的组合逻辑替换专用乘法电路,进一步降低了复杂度。
    • 8. 发明授权
    • Weighted autocorrelation method for downlink CDMA LMMSE equalizers
    • 下行CDMA LMMSE均衡器的加权自相关方法
    • US07443909B2
    • 2008-10-28
    • US11020055
    • 2004-12-21
    • Hoang NguyenJianzhong ZhangYuanbin GuoDennis McCainJoe Dowling
    • Hoang NguyenJianzhong ZhangYuanbin GuoDennis McCainJoe Dowling
    • H04B1/707
    • H04B1/71052H04B1/71055
    • Receiving downlink CDMA signals in a fast-fading environment is facilitated at higher receiver velocities by updating the block-adaptive linear minimum mean square error (LMMSE) downlink CDMA equalizer. The autocorrelation matrix of the observed data is updated by passing block-wise autocorrelation slides through a filter. Each autocorrelation slide is an autocorrelation matrix estimated from a short block of observed data over which the channel can be considered constant. This method achieves a reliable estimate for the autocorrelation matrix when the block size must be small to ensure that the block-wise stationarity assumption holds in cases of fast fading channels. In addition, small block sizes make it possible to satisfy the equalizer delay constraint imposed by hardware and certain voice transmission standards such as CDMA2000 1X where demodulated data must be delivered within only several symbol periods of the signal arrival time.
    • 通过更新块自适应线性最小均方误差(LMMSE)下行链路CDMA均衡器,在更高的接收机速度下,在快衰落环境中接收下行链路CDMA信号。 观察数据的自相关矩阵通过通过滤波器的块自相关滑块来更新。 每个自相关幻灯片是从观测数据的短块估计的自相关矩阵,其中信道可以被认为是恒定的。 当块大小必须小时,该方法实现了自相关矩阵的可靠估计,以确保在快速衰落信道的情况下保持块状平稳性假设。 此外,小块大小使得可以满足由硬件和某些语音传输标准(例如CDMA2000 1X)施加的均衡器延迟约束,其中必须在信号到达时间的几个符号周期内传送解调数据。
    • 9. 发明申请
    • Weighted autocorrelation method for downlink CDMA LMMSE equalizers
    • 下行CDMA LMMSE均衡器的加权自相关方法
    • US20060133462A1
    • 2006-06-22
    • US11020055
    • 2004-12-21
    • Hoang NguyenJianzhong ZhangYuanbin GuoDennis McCainJoe Dowling
    • Hoang NguyenJianzhong ZhangYuanbin GuoDennis McCainJoe Dowling
    • H04B1/707
    • H04B1/71052H04B1/71055
    • Receiving downlink CDMA signals in a fast-fading environment is facilitated at higher receiver velocities by updating the block-adaptive linear minimum mean square error (LMMSE) downlink CDMA equalizer. The autocorrelation matrix of the observed data is updated by passing block-wise autocorrelation slides through a filter. Each autocorrelation slide is an autocorrelation matrix estimated from a short block of observed data over which the channel can be considered constant. This method achieves a reliable estimate for the autocorrelation matrix when the block size must be small to ensure that the block-wise stationarity assumption holds in cases of fast fading channels. In addition, small block sizes make it possible to satisfy the equalizer delay constraint imposed by hardware and certain voice transmission standards such as CDMA2000 1× where demodulated data must be delivered within only several symbol periods of the signal arrival time. Preliminary simulation results obtained under the 1× standard show that the proposed method outperforms the Rake receiver and the ordinary block LMMSE equalizer in the presence of filtering delay. The improvement over the ordinary block LMMSE equalizer is substantial in cases of high mobility.
    • 通过更新块自适应线性最小均方误差(LMMSE)下行链路CDMA均衡器,在更高的接收机速度下,在快衰落环境中接收下行链路CDMA信号。 观察数据的自相关矩阵通过通过滤波器的块自相关滑块来更新。 每个自相关幻灯片是从观测数据的短块估计的自相关矩阵,其中信道可以被认为是恒定的。 当块大小必须小时,该方法实现了自相关矩阵的可靠估计,以确保在快速衰落信道的情况下保持块状平稳性假设。 此外,小块大小使得可以满足由硬件和某些语音传输标准(例如CDMA2000 1x)施加的均衡器延迟约束,其中必须在信号到达时间的几个符号周期内传送解调数据。 在1x标准下获得的初步仿真结果表明,所提出的方法在存在滤波延迟的情况下优于Rake接收机和普通块LMMSE均衡器。 在高移动性的情况下,对普通块LMMSE均衡器的改进是显着的。