Transcendental Equations for Nonlinear Optimization in Hyperbolic Space

We present a novel application of transcendental equations for nonlinear distance optimization in hyperbolic space. Through asymptotic approximations using Fourier and Taylor series expansions, we obtain approximations for the transcendental equations with non-zero real values on the boundary λ. The...

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Main Authors: Pranav Kulkarni, Harmanjot Singh
Format: Article
Language:English
Published: MDPI AG 2024-08-01
Series:Engineering Proceedings
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Online Access:https://www.mdpi.com/2673-4591/74/1/1
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author Pranav Kulkarni
Harmanjot Singh
author_facet Pranav Kulkarni
Harmanjot Singh
author_sort Pranav Kulkarni
collection DOAJ
description We present a novel application of transcendental equations for nonlinear distance optimization in hyperbolic space. Through asymptotic approximations using Fourier and Taylor series expansions, we obtain approximations for the transcendental equations with non-zero real values on the boundary λ. The series expansion of the logarithmic form of our equations around two arbitrary points <i>P</i><sub>1</sub> and <i>P</i><sub>2</sub> can be used to find values close to definite coordinates on λ. Applying principles from the Poincaré hyperbolic disk—a non-Euclidean space with constant negative curvature—we construct optimization methods following λ of our transcendental equations.
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spelling doaj-art-6e5fd5ca0c6e40ff8b7adbe79680d97b2025-08-20T02:00:33ZengMDPI AGEngineering Proceedings2673-45912024-08-01741110.3390/engproc2024074001Transcendental Equations for Nonlinear Optimization in Hyperbolic SpacePranav Kulkarni0Harmanjot Singh1Vice Provost for Undergraduate Education, Stanford University, Palo Alto, CA 94305, USAIndependent Researcher, Jammu 180011, Jammu and Kashmir, IndiaWe present a novel application of transcendental equations for nonlinear distance optimization in hyperbolic space. Through asymptotic approximations using Fourier and Taylor series expansions, we obtain approximations for the transcendental equations with non-zero real values on the boundary λ. The series expansion of the logarithmic form of our equations around two arbitrary points <i>P</i><sub>1</sub> and <i>P</i><sub>2</sub> can be used to find values close to definite coordinates on λ. Applying principles from the Poincaré hyperbolic disk—a non-Euclidean space with constant negative curvature—we construct optimization methods following λ of our transcendental equations.https://www.mdpi.com/2673-4591/74/1/1nonlinear optimizationhyperbolic spacetranscendental equationsPoincaré hyperbolic diskinverse hyperbolic trigonometry
spellingShingle Pranav Kulkarni
Harmanjot Singh
Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
Engineering Proceedings
nonlinear optimization
hyperbolic space
transcendental equations
Poincaré hyperbolic disk
inverse hyperbolic trigonometry
title Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
title_full Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
title_fullStr Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
title_full_unstemmed Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
title_short Transcendental Equations for Nonlinear Optimization in Hyperbolic Space
title_sort transcendental equations for nonlinear optimization in hyperbolic space
topic nonlinear optimization
hyperbolic space
transcendental equations
Poincaré hyperbolic disk
inverse hyperbolic trigonometry
url https://www.mdpi.com/2673-4591/74/1/1
work_keys_str_mv AT pranavkulkarni transcendentalequationsfornonlinearoptimizationinhyperbolicspace
AT harmanjotsingh transcendentalequationsfornonlinearoptimizationinhyperbolicspace