Programmable switched-capacitor neural network for MVDR beamforming

被引:5
作者
Yang, WH
Chang, PR
机构
[1] Dept. of Communication Engineering, National Chiao Tung University, Hsinchu
[2] National Chiao-Tung University, Hsinchu
[3] Telecommunication Laboratories, Ministry of Communications
[4] Purdue University, West Lafayette, IN
[5] Department of Electrical Engineering, Natl. Taiwan Institute of Technology, Taipei
[6] ERSO Indust. Technol. and Res. Inst., Chu-Tung
关键词
D O I
10.1109/48.485203
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this paper, a real-time adaptive antenna array based on a neural network approach is presented, Since an array operating in a nonstationary environment requires a programmable synaptic weight matrix for the neural network, the switched-capacitor (SC) circuits with the capability of programmability and reconfigurability is conducted to implement the neural-based adaptive array. Moreover, the SC techniques can directly implement the neural network with less chip area and provide the ratio of SC-equivalent resistors with accuracy of 0.1 percent. Programming of the switched-capacitor values could be made by allocating each synaptic weight to a set of parallel capacitors with values in a digitally programmable capacitor array (PCA), A relatively wide range of values (5 to 10 binary bits resolution) can be realized for each synaptic weight. A simulation tool called SWITCAP is used to verify the validity and performance of the proposed implementation, Experimental results show that the computation time of solving a linear array of 5 elements is about 0.1 ns for 1 ns time constant and is independent of signal power levels.
引用
收藏
页码:77 / 84
页数:8
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