... with the numerical model. Originality/value The study integrates a non-Fourier bioheat transfer model with machine learning-based surrogate prediction to provide an efficient framework for rapid thermal analysis of laser-irradiated multilayer skin tissues, offering potential applications in laser therapy...

... as well as on the Cattaneo–Vernotte and Fourier equations. Findings The results of numerous simulations concerning both microscale heat transfer and bioheat transfer are shown, including a comparison of solutions using the classical approach to boundary-initial conditions and the approach presented...

... (more generally the convective heat flux), is defined as: Numerical analysis Finite element methods Radiofrequency ablation Deep learning Surrogate models Bioheat transfer The Australian Research Council DP230100485 Thermal ablation has become a widely adopted minimally...

... of the forward bioheat transfer problem. A state estimation problem was solved with the Sampling Importance Resampling (SIR) algorithm of the particle filter method. Findings The particle filter method was stable and accurate for the estimation of the internal body temperatures, even in situations involving...

... that couples the magnetic resonance thermometry with the bioheat transfer problem and the local temperatures can be identified through the solution of a state estimation problem. Design/methodology/approach Heat transfer in the tissues is given by Pennes’ bioheat transfer model, while the Proton Resonance...

... the artificial hyperthermia state. The tests performed showed that the proposed tool to solve the inverse problem provides correct results. Research limitations/implications In the paper the steady state bioheat transfer problem is considered, so the thermal damage is a function of the temperature only...

... to implement the whole model and to carry out simulations. To model the bioheat transfer the Pennes bioheat equation is applied. In the mathematical model blood perfusion rate, metabolic heat generation rate as well as the arterial blood temperature are dependent on the tissue temperature. In order...

.... Design/methodology/approach – To test the presented in this paper method of inverse analysis the numerical simulations of the bioheat transfer process in the neonatal body were performed. To model the bioheat transfer the Pennes bioheat equation and the modified Fiala model were applied. Findings...