An efficient and robust algorithm for source reconstruction in the Helmholtz equation

IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Inverse Problems in Science and Engineering Pub Date : 2021-08-06 DOI:10.1080/17415977.2021.1960832
A. Charkaoui, A. El Badia, Nour Eddine Alaa
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Abstract

ABSTRACT This work proposes an identification method for reconstructing the characteristic source in the Helmholtz equation from boundary measurements. We formulate the inverse source problem into a shape optimization problem by introducing a least-squares cost function. Using the shape optimization techniques, we prove the existence of an optimal solution to the considered shape optimization problem and we calculate the gradient of the cost function with respect to the shape . By using the Level set method, we present an iterative algorithm to recover numerically the shape . We develop a new technique to initialize the level set algorithm, which permits capturing different hidden shapes. To examine the validity of the proposed method, we illustrate several numerical experiments with different hidden shapes. By adding a level of noise to the measured data, we evaluate the robustness of our reconstruction algorithm.
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一种高效鲁棒的亥姆霍兹方程源重构算法
本文提出了一种基于边界测量重建亥姆霍兹方程特征源的识别方法。通过引入最小二乘代价函数,将源逆问题转化为形状优化问题。利用形状优化技术,证明了所考虑的形状优化问题的最优解的存在性,并计算了代价函数相对于形状的梯度。利用水平集方法,提出了一种数值恢复形状的迭代算法。我们开发了一种新的技术来初始化水平集算法,它允许捕获不同的隐藏形状。为了验证该方法的有效性,我们举例说明了几种不同隐藏形状的数值实验。通过在测量数据中加入一定程度的噪声,我们评估了重建算法的鲁棒性。
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来源期刊
Inverse Problems in Science and Engineering
Inverse Problems in Science and Engineering 工程技术-工程:综合
自引率
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审稿时长
6 months
期刊介绍: Inverse Problems in Science and Engineering provides an international forum for the discussion of conceptual ideas and methods for the practical solution of applied inverse problems. The Journal aims to address the needs of practising engineers, mathematicians and researchers and to serve as a focal point for the quick communication of ideas. Papers must provide several non-trivial examples of practical applications. Multidisciplinary applied papers are particularly welcome. Topics include: -Shape design: determination of shape, size and location of domains (shape identification or optimization in acoustics, aerodynamics, electromagnets, etc; detection of voids and cracks). -Material properties: determination of physical properties of media. -Boundary values/initial values: identification of the proper boundary conditions and/or initial conditions (tomographic problems involving X-rays, ultrasonics, optics, thermal sources etc; determination of thermal, stress/strain, electromagnetic, fluid flow etc. boundary conditions on inaccessible boundaries; determination of initial chemical composition, etc.). -Forces and sources: determination of the unknown external forces or inputs acting on a domain (structural dynamic modification and reconstruction) and internal concentrated and distributed sources/sinks (sources of heat, noise, electromagnetic radiation, etc.). -Governing equations: inference of analytic forms of partial and/or integral equations governing the variation of measured field quantities.
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