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State-Referenced Truncated SVD for Dynamic Microwave Monitoring of Intracranial Hemorrhage

  • Zekun Zhang
  • , Heng Liu*
  • , Ruide Li*
  • , Huiyuan Zhu
  • , Fan Li
  • , Shujun Ni
  • , Aojun Liu
  • , Yao Zhai
  • *Corresponding author for this work
  • Beijing Institute of Technology
  • Jiaxing University

Research output: Contribution to journalArticlepeer-review

Abstract

Microwave imaging is a promising non-ionizing technique for bedside follow-up of intracranial hemorrhage, but dynamic monitoring remains challenging under limited multistatic sampling because weak inter-frame changes can be obscured by measurement variability, model mismatch, and the high cost of frame-by-frame nonlinear inversion. To address this problem, this paper proposes a state-referenced truncated singular-value decomposition (SR-TSVD) framework for dynamic microwave monitoring of hemorrhagic evolution. The method maintains an internal gate state and reconstructs only the state-referenced increment at each monitoring instant. A row-whitened TSVD inversion is introduced to reduce channel dominance effects and improve robustness to route-dependent imbalance, while a residual-driven gate-refresh mechanism updates the internal state only when the current linearization background becomes insufficiently accurate. The proposed method was validated through two-dimensional numerical experiments and hardware phantom measurements. The numerical study examined different lesion evolution scenarios and analyzed the effects of antenna count, frequency diversity, and measurement noise. The hardware study showed that the method preserves the main dynamic evolution in a real measurement system and remains more stable than baseline linear methods under sparse array conditions. These results indicate that SR-TSVD provides an effective and computationally practical framework for repeated bedside microwave monitoring of intracranial hemorrhage.

Original languageEnglish
Article number285
JournalBiosensors
Volume16
Issue number5
DOIs
Publication statusPublished - May 2026

Keywords

  • Born approximation
  • dynamic monitoring
  • intracranial hemorrhage
  • microwave imaging
  • state-referenced imaging
  • truncated singular-value decomposition

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