Front-End Computational Modeling and Design for the Antarctic Demonstrator for the Advanced Particle-astrophysics Telescope

M. Sudvarg, Ye Htet, R. Chamberlain, J. Buhler, Blake Bal, C. Altomare, D. Serini, M. Nicola, Mazziotta, L. Venere, Wenlei Chen, J. Buckley, Ulysses Atekson, Meagan Konst, T. Lang, Shun, Li, Diana Pacheco-Garcia, Nick Song, Chenfeng Zhao, Zhiting Zhou, M. Andrew, R. Bose, D. Braun, E. Burns, M. Cherry, J. Dumonthier, M. Errando, S. Funk, P. Ghosh, F. Giordano, Jonah, Hoffman, Z. Hughes, Aera Jung, P. Kelly, J. Krizmanic, Makiko Kuwahara, F. Licciulli, Gang, Liu, L. Lorusso, J. Mitchell, J. W. Mitchell, G. A. Nolfo, G. Panzarini, Richard Peschke, R. Paoletti, Roberta Pillera, B. Rauch, G. Simburger, G. Suárez, T. Tatoli, G. Varner, A. Eric, Wulf, A. Zink
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引用次数: 3

Abstract

The Advanced Particle-astrophysics Telescope (APT) is a planned space-based observatory designed to localize MeV to TeV transients such as gamma-ray bursts in real time using onboard computational hardware. The Antarctic Demonstrator for APT (ADAPT) is a prototype high-altitude balloon mission scheduled to fly during the 2025–26 season. Gamma-ray-induced scintillations in CsI tiles will be captured by perpendicular arrays of optical fibers running across both tile surfaces, as well as SiPM-based edge detectors to improve light collection and calorimetry. Signal samples are captured by analog waveform digitizer ASICs then sent to the front end of the computational pipeline, which is designed to be deployed on a set of FPGAs. This paper presents a model for uncertainty in the measured positions and deposited energies of Compton scatters in ADAPT, informed by simulations of the scintillation response and optical propagation properties of the CsI tiles, as well as existing characterizations of the SiPM and preamplifier boards. Anisotropic background radiation and event pileup are also considered. We describe our current implementation of event processing and data reduction for individual gamma rays, including both pedestal subtraction and signal integration. Preliminary work shows that high-level synthesis (HLS) enables the logic for pedestal subtraction and signal integration across 96 ASIC channels to run in 302 clock cycles on a single Kintex-7 FPGA. This demonstrates the feasibility of using FPGA hardware to accelerate the front-end event-building stage prior to back-end reconstruction and localization.
先进粒子-天体物理望远镜南极样机前端计算建模与设计
先进粒子天体物理望远镜(APT)是一个计划中的天基天文台,旨在利用机载计算硬件实时定位MeV到TeV的瞬变现象,如伽马射线暴。APT (ADAPT)的南极演示器是一个原型高空气球任务,计划在2025-26赛季飞行。CsI瓷砖中的伽马射线诱发闪烁将通过穿过瓷砖表面的垂直光纤阵列以及基于sipm的边缘探测器来捕获,以改进光收集和量热法。信号样本由模拟波形数字化仪asic捕获,然后发送到计算管道的前端,该计算管道被设计为部署在一组fpga上。本文通过模拟CsI片的闪烁响应和光传播特性,以及现有的SiPM和前置放大器板的特性,提出了ADAPT中康普顿散射体的测量位置和沉积能量的不确定性模型。同时考虑了各向异性背景辐射和事件堆积。我们描述了我们目前对单个伽马射线的事件处理和数据简化的实现,包括基座减法和信号集成。初步工作表明,高级合成(HLS)使基座减法和跨96个ASIC通道的信号集成逻辑能够在单个Kintex-7 FPGA上以302时钟周期运行。这证明了在后端重建和定位之前使用FPGA硬件加速前端事件构建阶段的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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