Seminars and Events at automatic control
All seminars are held at the Department of Automatic Control, in the seminar room M 3170-73 on the third floor in the M-building, unless stated otherwise.
MSc, Abdullah Shahin: Advanced Pulse Processing and Crosstalk Mitigation in X-ray Microcalorimeters Using AI and Hamiltonian Neural Networks
Seminarium
From:
2024-09-04 15:30
to
16:30
Place: Seminar Room M 3170-73 at Dept. of Automatic Control, LTH
Contact: karl-erik [dot] arzen [at] control [dot] lth [dot] se
Date & Time: September 4th, 15:30 - 16:30
Location: Seminar Room M 3170-73 at Dept. of Automatic Control, LTH
Author: Abdullah Shahin
Title: Advanced Pulse Processing and Crosstalk Mitigation in X-ray Microcalorimeters Using AI and Hamiltonian Neural Networks
Supervisor: Jens Uhlig, Kemisk Fysik, LU
Examiner: Karl-Erik Årzén
Abstract:
This thesis presents an approach to improving pulse processing in single-photon spectroscopy, focusing on crosstalk detection and correction in x-ray microcalorimeters. The work integrates advanced mathematical models, including Jacobian and Hessian computations, Hamiltonian Neural Networks (HNNs), and the application of negative probabilities to optimize Shannon entropy. These models are embedded within an AI pipeline that leverages PyTorch running on high-performance hardware, comprising an AMD Ryzen Threadripper PRO CPU and a Radeon RX 7900 XTX GPU.