10–12 Mar 2026
CNR Area Territoriale della Ricerca Bologna
Europe/Rome timezone

PyXim - A fast, GPU accelerated, differentiable HxRG simulation framework

11 Mar 2026, 12:35
15m
Room 216 (mezzanine floor) (CNR Area Territoriale della Ricerca Bologna)

Room 216 (mezzanine floor)

CNR Area Territoriale della Ricerca Bologna

Via Piero Gobetti, 101 40129 BOLOGNA ITALIA

Speaker

Leander Lacroix

Description

Accurate modeling of detector is essential for precision astronomical measurements and instrument design. We present PyXim, a Python simulation package designed to reproduce the behavior of HxRG CMOS detectors and ASICs at the pixel level, incorporating key noise sources and instrumental effects relevant to image analysis and photometry. The framework models the full signal chain, from photon and charge generation through photo- and sense-node conversion up to the ADC. Its modular architecture enables the setup of varying model complexity and fidelity. A strong effort is put on performance, relying on JAX as a compute backend, enabling the simulation to run on accelerators such as GPUs. Furthermore, automatic differentiation opens the door to full forward modeling for precision parameter inference from ramp data.

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