Trust Region Method for Solving the Bioluminescence Tomography Inverse Problem

Xiaowei He, Zhiyong Zhang, Jingjing Yu
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Abstract

Bioluminescence Tomography (BLT) reconstruction is a highly ill-posed inverse problem. In this research, we formulate it as a quadratically constrained least squares problem and present a trust region method for solving this problem. Simulations based on a heterogeneous phantom demonstrate that the trust region method has the capability to effectively handle the ill-posedness of BLT. The experiments results show that the proposed method outperforms Tikhonov regularization in terms of source location and reconstructed source energy.
求解生物发光层析成像反演问题的信赖域方法
生物发光层析成像(BLT)重建是一个高度病态逆问题。本文将其表述为二次约束最小二乘问题,并给出了求解该问题的信任域方法。基于异构模型的仿真结果表明,信任域方法能够有效地处理BLT的病态性。实验结果表明,该方法在源定位和重构源能量方面优于Tikhonov正则化。
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