- Conference Article
1
- 10.1109/ipfa65338.2025.11256768
An Iteration-Free Magnetic Field Image Solver for 3D-IC Package Defect Localization
- Aug 05, 2025
- J Jayabalan + 4 more +4
A novel magnetic field image (MFI) solver is developed for defect localization in 3-dimensional (3D) Integrated Circuit (IC) packages. The 2-dimensional (2D) data array of magnetic field measurements are first convolved with Ramanujan sums to obtain a pair of defect clusters that represent the fundamental period of the data. The clusters are then correlated through Mahalanobis distance from which defect coordinates in the three cartesian axes are precisely determined. Analysis with data from a <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\mathbf{2. 5 D}$</tex> graphics processing unit (GPU), which includes a Silicon interposer, high bandwidth memory (HBM) modules, and an application specific integrated circuit (ASIC) processor, containing an electrical short circuit defect, reveals a 57 % improvement in Z-height localization accuracy, a 30 % increase in noise tolerance, and a 33 % reduction in computation time, as compared to state-of-the-art iterative 3D current solver. The solver offers best-in-class iteration-free fault localization and diagnosis capability for next generation 3D-IC packages.
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