Application of fuzzy logic controls on hyperbolic differential equations

The selection of suitable fuzzy logic control (FLC) systems for stabilizing hyperbolic conservation laws (HCLs) remains an open issue in computational fluid dynamics (CFD), particularly for shock-capturing schemes. This work addresses this gap by adopting a dual methodological strategy: (i) a systematic review of over 50 studies (2000–2025) on flux-limiting FLC approaches, and (ii) a comparative benchmark of Mamdani- and Sugeno-type FLCs applied to discontinuous solutions of HCLs. Our results demonstrate that, using weighted average defuzzification, Sugeno-type systems achieve approximately a 20% reduction in mean square error compared to the Mamdani centroid-based method in shock-dominated regimes. This performance gain aligns with adaptive CFD practices that prioritize rule-based, computationally inexpensive smoothing. By integrating theoretical analysis with experimental validation, this work strengthens the mathematical foundations of fuzzy control in PDE-driven modeling.

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Publication Details

Journal
Partial Differential Equations in Applied Mathematics
Published
2025-08-27
DOI
https://doi.org/10.1016/j.padiff.2025.101278
Citations
1
Primary Topic
Numerical methods for differential equations
Type
article
Field-Weighted Citation Impact
2.63
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article

Application of fuzzy logic controls on hyperbolic differential equations

Ruchika Lochab, Luckshay Batra
1 citations
Partial Differential Equations in Applied Mathematics
Numerical methods for differential equations
2.63
article

Application of fuzzy logic controls on hyperbolic differential equations

Ruchika Lochab, Luckshay Batra
article en
1 citations

Abstract

The selection of suitable fuzzy logic control (FLC) systems for stabilizing hyperbolic conservation laws (HCLs) remains an open issue in computational fluid dynamics (CFD), particularly for shock-capturing schemes. This work addresses this gap by adopting a dual methodological strategy: (i) a systematic review of over 50 studies (2000–2025) on flux-limiting FLC approaches, and (ii) a comparative benchmark of Mamdani- and Sugeno-type FLCs applied to discontinuous solutions of HCLs. Our results demonstrate that, using weighted average defuzzification, Sugeno-type systems achieve approximately a 20% reduction in mean square error compared to the Mamdani centroid-based method in shock-dominated regimes. This performance gain aligns with adaptive CFD practices that prioritize rule-based, computationally inexpensive smoothing. By integrating theoretical analysis with experimental validation, this work strengthens the mathematical foundations of fuzzy control in PDE-driven modeling.

Partial Differential Equations in Applied MathematicsVol. 15
International Management Institute (IN), Amity University (IN)
Openalex Percentile: Top 10%
Numerical methods for differential equations
2.63
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Application of fuzzy logic controls on hyperbolic differential equations — Ruchika Lochab, Luckshay Batra · Partial Differential Equations in Applied Mathematics (2025) | TGRS Research Map | TGRS