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Electronics for Monolithic Scintillator PET Detector Modules Based on Neural Network Position Estimators

机译:基于神经网络位置估计的单片闪烁体PET检测器模块的电子产品

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We are currently developing a prototype of monolithic scintillator PET detector module based on neural network position estimators. The detector module comprises of a 25.5mm×25.5mm×10mm LYSO crystal coupled to Hamamatsu 64 channels multi-anode PMT H7546B. Comparing with classical pixelated detectors, the prominent drawbacks of neural network based detector module are lower signal to noise ratio and more complicated signal readout scheme and data processing. The former needs low noise multi-channel readout front-end electronics with high dynamic range and high resolution signal digitization; meanwhile the latter can resort to modern FPGA technology. This paper describes our design and implementation of electronics for single block crystal PET detector modules which we are building. We choose to digitize 16 readout signals compressed from the 64 PMT channels after the simulating optimization of several possible signal readout geometries. Benefiting from the capacity and the flexibility of resource allocation of modern general class of FPGA, we implement all necessary digital nuclear signal processing techniques into a FPGA. Specially, the neural network position calculation is realized also in the FPGA. The validation and performance tests show that the system functions well with 153M events on-line processing throughput. The modular detector prototypes based on this electronics system can be a good platform for future physical experiments.
机译:我们目前正在开发基于神经网络位置估计的单片闪烁体PET检测器模块的原型。检测器模块包括25.5mm×25.5mm×10mm Lyso水晶,耦合到Hamamatsu 64通道多阳极PMT H7546B。与典型像素化检测器相比,基于神经网络的检测器模块的突出缺点是较低的信噪比和更复杂的信号读出方案和数据处理。前者需要具有高动态范围和高分辨率信号数字化的低噪声多通道读出前端电子设备;与此同时,后者可以诉诸现代FPGA技术。本文介绍了我们建造的单块晶体宠物检测器模块的电子产品的设计和实现。我们选择在仿真优化几种可能的信号读出几何形状后,将16个读数信号数字化从64 PMT通道中压缩。从现代通用FPGA的资源配置的能力和灵活性中受益,我们将所有必要的数字核信号处理技术实施到FPGA中。特别地,在FPGA中也实现了神经网络位置计算。验证和性能测试显示系统在线处理吞吐量的153M事件功能良好。基于该电子系统的模块化探测器原型可以是未来物理实验的良好平台。

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