Adjoint Optimization for Poisson Problem with Applications

In this paper, we aim to introduce a detailed, explanatory adjoint-based optimization procedure for the Poisson problem with possible extension to industrial problems. We present a rigorous derivation for direct and adjoint Poisson problems and derive their weak formulations. We solve these systems using the open-source finite element framework FEniCSx to employ numerical optimization. We provide two example problems; the first is to optimize the forcing term to match the numerical solution with the analytical relation for the model Poisson problem. The second is to control the power of the heat source on the PCB to prevent the maximum temperature from exceeding a certain temperature limit of the PCB material. By combining detailed mathematical theory with open-source tools, this work provides an extendable framework for adjoint-based optimization in real-world industrial Poisson applications.

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Publication Details

Journal
Journal of Mathematical Sciences and Modelling
Published
2026-04-14
DOI
https://doi.org/10.33187/jmsm.1810588
Primary Topic
Advanced Numerical Methods in Computational Mathematics
Type
article
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article

Adjoint Optimization for Poisson Problem with Applications

Ekrem Ekici
Journal of Mathematical Sciences and Modelling
Advanced Numerical Methods in Computational Mathematics
article

Adjoint Optimization for Poisson Problem with Applications

Ekrem Ekici
article en

Abstract

In this paper, we aim to introduce a detailed, explanatory adjoint-based optimization procedure for the Poisson problem with possible extension to industrial problems. We present a rigorous derivation for direct and adjoint Poisson problems and derive their weak formulations. We solve these systems using the open-source finite element framework FEniCSx to employ numerical optimization. We provide two example problems; the first is to optimize the forcing term to match the numerical solution with the analytical relation for the model Poisson problem. The second is to control the power of the heat source on the PCB to prevent the maximum temperature from exceeding a certain temperature limit of the PCB material. By combining detailed mathematical theory with open-source tools, this work provides an extendable framework for adjoint-based optimization in real-world industrial Poisson applications.

Journal of Mathematical Sciences and Modelling(Advanced Online Publication)
King Fahd University of Petroleum and Minerals (SA)
Industry, innovation and infrastructure
Openalex Percentile: Top 16%
Advanced Numerical Methods in Computational Mathematics
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