Drift chamber tracking with neural networks

Lindsey, B. Denby, Herman Haggerty
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引用次数: 6

Abstract

Drift chamber tracking with a commercial analog VLSI neural network chip is considered. Voltages proportional to the drift times in a four-layer drift chamber were presented to the Intel ETANN (Electrically Trained Analog Neural Network) chip. The network was trained to provide the intercept and slope of straight tracks traversing the chamber. The outputs were recorded and later compared off-line to conventional track fits. Two types of network architectures were studied.<>
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用神经网络跟踪漂移室
采用商用模拟VLSI神经网络芯片对漂移室进行跟踪。将四层漂移腔中与漂移次数成正比的电压传递给英特尔ETANN(电训练模拟神经网络)芯片。该网络被训练以提供穿越腔室的直线轨道的截距和斜率。输出被记录下来,随后与常规轨道配合进行离线比较。研究了两种类型的网络架构
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