Title :
Numerical Design of Experiment for Sensitivity Analysis—Application to Skin Burn Injury Prediction
Author :
Autrique, Laurent ; Lormel, Corine
Author_Institution :
IUT Montlucon, Montlucon
fDate :
4/1/2008 12:00:00 AM
Abstract :
Temperature evolution and skin burn process resulting from a laser radiation exposure are investigated in this paper. Transient temperature in skin is numerically estimated using a 1-D multilayered model based on Penne´s equation. The degree of burn injury is numerically evaluated by using an Arrhenius-type function. Unfortunately, most of the mathematical model parameters are not well defined in literature. Thus, a sensitivity analysis has been performed in order to evaluate the effect of each parameters inaccuracy on temperature estimation and on burn injuries prediction (according to several authors´ characterization). Investigated parameters uncertainties that crucially invalidate the thermal model are as follows: epidermis and dermis volumetric heat, extinction coefficient, and skin thickness of the affected area. Considering the damage prediction, the activation energy is a key parameter for the validation of an efficient predictive tool.
Keywords :
biological effects of laser radiation; biothermics; physiological models; sensitivity analysis; skin; wounds; 1-D multilayered model; Arrhenius-type function; Penne´s equation; laser radiation exposure; parameter uncertainty; sensitivity analysis; skin burn injury prediction; skin burn process; temperature estimation; temperature evolution; thermal model; transient temperature; Epidermis; Equations; Injuries; Laser modes; Mathematical model; Performance evaluation; Sensitivity analysis; Skin; Temperature sensors; Uncertain systems; Biological thermal factors; burn prediction; mathematical model; nonlinear system; sensitivity analysis; Algorithms; Burns; Computer Simulation; Dose-Response Relationship, Radiation; Humans; Lasers; Models, Biological; Numerical Analysis, Computer-Assisted; Prognosis; Radiation Dosage; Reproducibility of Results; Risk Assessment; Risk Factors; Sensitivity and Specificity; Skin; Skin Temperature;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2008.918427