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Open AccessArticle
ContEvol Formalism: Numerical Methods Based on Hermite Spline Optimization
by
Kaili Cao
Kaili Cao 1,2
1
Department of Physics, The Ohio State University, 191 West Woodruff Ave, Columbus, OH 43210, USA
2
Center for Cosmology and AstroParticle Physics (CCAPP), The Ohio State University, 191 West Woodruff Ave, Columbus, OH 43210, USA
Mathematics 2025, 13(24), 3981; https://doi.org/10.3390/math13243981 (registering DOI)
Submission received: 30 September 2025
/
Revised: 4 November 2025
/
Accepted: 2 December 2025
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Published: 13 December 2025
Abstract
We present the ContEvol (continuous evolution) formalism, a family of implicit numerical methods which only need to solve linear equations and are almost symplectic. Combining values and derivatives of functions, ContEvol outputs allow users to recover full history and render full distributions. Using the classic harmonic oscillator as a prototype case, we show that ContEvol methods lead to lower-order errors than two commonly used Runge–Kutta methods. Applying first-order ContEvol to simple celestial mechanics problems, we demonstrate that deviation from equation(s) of motion of ContEvol tracks is still O(h5) (h is the step length) by our definition. Numerical experiments with an eccentric elliptical orbit indicate that first-order ContEvol is a viable alternative to classic Runge–Kutta or the symplectic leapfrog integrator. Solving the stationary Schrödinger equation in quantum mechanics, we manifest ability of ContEvol to handle boundary value or eigenvalue problems. Important directions for future work, including mathematical foundations, higher dimensions, and technical improvements, are discussed at the end of this article.
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MDPI and ACS Style
Cao, K.
ContEvol Formalism: Numerical Methods Based on Hermite Spline Optimization. Mathematics 2025, 13, 3981.
https://doi.org/10.3390/math13243981
AMA Style
Cao K.
ContEvol Formalism: Numerical Methods Based on Hermite Spline Optimization. Mathematics. 2025; 13(24):3981.
https://doi.org/10.3390/math13243981
Chicago/Turabian Style
Cao, Kaili.
2025. "ContEvol Formalism: Numerical Methods Based on Hermite Spline Optimization" Mathematics 13, no. 24: 3981.
https://doi.org/10.3390/math13243981
APA Style
Cao, K.
(2025). ContEvol Formalism: Numerical Methods Based on Hermite Spline Optimization. Mathematics, 13(24), 3981.
https://doi.org/10.3390/math13243981
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