Mathematical model for assessing the functional state of human eye parameters DOI Open Access
Vladimir Vychuzhanin, Alexey Vychuzhanin, O. Guzun

et al.

Reporter of the Priazovskyi State Technical University Section Technical sciences, Journal Year: 2024, Volume and Issue: 1(49), P. 6 - 16

Published: Dec. 26, 2024

Mathematical models of the human eye's condition should serve as adaptive tools for analyzing and predicting ophthalmological parameters, considering their interactions individual patient characteristics. Such are in high demand ophthalmology because they improve diagnosis, monitoring, treatment diseases, thereby enhancing patients' quality life. The key aspects developed mathematical model include its structure functionality, based on a function that integrates physiological with each parameter assigned weight coefficient determines contribution to integral indicator condition. accounts complex nonlinear between reflecting intricacies processes. To optimize coefficients, L-BFGS-B method is employed, an iterative optimization technique effectively minimizes loss function, ensuring accuracy adaptation data. advantages applications this accurate diagnosis by enabling early detection diseases such glaucoma, cataracts, macular degeneration; personalized through tailored approach considers unique values patient; monitoring prediction capabilities disease progression facilitating adjustments stages; integration technologies, offering potential virtual augmented reality systems artificial intelligence frameworks automating diagnostics. serves universal tool creating new diagnostic technologies. It interrelations parameters influence state eye, providing professionals powerful instrument advancing practice

Language: Английский

Mathematical model for assessing the functional state of human eye parameters DOI Open Access
Vladimir Vychuzhanin, Alexey Vychuzhanin, O. Guzun

et al.

Reporter of the Priazovskyi State Technical University Section Technical sciences, Journal Year: 2024, Volume and Issue: 1(49), P. 6 - 16

Published: Dec. 26, 2024

Mathematical models of the human eye's condition should serve as adaptive tools for analyzing and predicting ophthalmological parameters, considering their interactions individual patient characteristics. Such are in high demand ophthalmology because they improve diagnosis, monitoring, treatment diseases, thereby enhancing patients' quality life. The key aspects developed mathematical model include its structure functionality, based on a function that integrates physiological with each parameter assigned weight coefficient determines contribution to integral indicator condition. accounts complex nonlinear between reflecting intricacies processes. To optimize coefficients, L-BFGS-B method is employed, an iterative optimization technique effectively minimizes loss function, ensuring accuracy adaptation data. advantages applications this accurate diagnosis by enabling early detection diseases such glaucoma, cataracts, macular degeneration; personalized through tailored approach considers unique values patient; monitoring prediction capabilities disease progression facilitating adjustments stages; integration technologies, offering potential virtual augmented reality systems artificial intelligence frameworks automating diagnostics. serves universal tool creating new diagnostic technologies. It interrelations parameters influence state eye, providing professionals powerful instrument advancing practice

Language: Английский

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