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Feasibility Simulations of Dual-Layer Flat Panel Detectors for Bone Mineral Density Estimation
Author(s) -
Dayeon Lee,
Dong Sik Kim
Publication year - 2025
Publication title -
ieee access
Language(s) - English
Resource type - Magazines
SCImago Journal Rank - 0.587
H-Index - 127
eISSN - 2169-3536
DOI - 10.1109/access.2025.3615668
Subject(s) - aerospace , bioengineering , communication, networking and broadcast technologies , components, circuits, devices and systems , computing and processing , engineered materials, dielectrics and plasmas , engineering profession , fields, waves and electromagnetics , general topics for engineers , geoscience , nuclear engineering , photonics and electrooptics , power, energy and industry applications , robotics and control systems , signal processing and analysis , transportation
Bone mineral density (BMD) measurement plays a crucial role in the diagnosis and management of osteoporosis. The most widely used clinical method is dual-energy x-ray absorptiometry (DXA), where image scanning using fan-beam x-rays requires complex alignment mechanisms and switching of tube voltages and filters for dual-shot x-ray imaging. To simplify the BMD measurement system, a dual-layer flat panel detector (DFD) can be employed to acquire x-ray images with single-shot x-rays without scanning. In this paper, we study the feasibility of a single-shot approach using DFD in measuring BMD based on a second-order polynomial in comparison with conventional DXA scanning. We first synthesize x-ray spectra for different conditions of DFD and next conduct noise sensitivity analysis by adding log-uniform distributed noise to the input log intensities. Condition numbers of the BMD measurement functions and beam-hardening effect according to the soft-tissue thickness are also observed. Through extensive simulations, we observed that the noise sensitivity performance of the single-shot approach based on DFD could be better than the dual-shot approach based on a single flat panel detector if the switching filters are not employed. When the noise variance at the inputs was 10 −9 , the single-shot BMD estimate showed a lower mean square error of 7.99 × 10 −4 than the dual-shot case of 13.8 × 10 −4 . This approach can be effectively utilized as a preliminary screening method prior to DXA scanning in clinical settings.

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