LMS algorithm fixed-point modeling designated based on System Generator modules

Chen Liwei, T. Zhiliang, Cui Lidong
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Abstract

LMS Algorithm floating point arithmetic in hardware implementation system takes up more resources, hardware running slow and can not meet the real-time requirements of the system. So we need fixed-point arithmetic for LMS algorithm. Doing algorithm modeling with System Generator in Simulink environment will be implement in ISE and MATLAB. We can make adjustments and do the corresponding design and simulation for fixed-point methods . Simulation results show that fixed-point arithmetic module can cellation noise well. But compared with floating-point arithmetic modules, there are a little errors. LMS algorithm module can achieve LMS algorithm effectively. In the Simulink environment ,it lay a good foundation for complex system fixed-point implementation.
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LMS算法定点建模设计基于System Generator模块
LMS算法浮点运算在硬件实现系统中占用资源较多,硬件运行速度慢,不能满足系统的实时性要求。因此LMS算法需要不动点算法。在Simulink环境下使用System Generator进行算法建模,并在ISE和MATLAB中实现。我们可以对定点方法进行调整,并进行相应的设计和仿真。仿真结果表明,定点算法模块能较好地消除噪声。但与浮点运算模块相比,存在一定的误差。LMS算法模块可以有效地实现LMS算法。在Simulink环境下,为复杂系统的定点实现奠定了良好的基础。
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