An Open-Source Hierarchical Multi-fidelity Modeling Stack for Design and Analysis of Compliant Mechanisms

Abstract This paper presents an open-source, hierarchical, eight-level multi-fidelity modeling stack as a comprehensive technical routine for the design and analysis of compliant mechanisms, utilizing the widely adopted parallelogram flexure as a representative case study. Our methodology involves the systematic implementation, integration, and cross-validation of modeling levels spanning from first-order linear beam theories and refined pseudo-rigid-body models (PRBM) with optimized characteristic radius factors, to intermediate beam constraint models (BCM), exact transcendental solutions for fixed-guided beams, numerical boundary value problem (BVP) systems, and high-fidelity 3-D solid finite element analysis (FEA). All solvers, benchmarking datasets, and interactive tools have been developed as an open-source contribution to facilitate community adoption and further research. Major results demonstrate an excellent performance spread of over eight orders of magnitude in computational runtime, ranging from sub-microsecond algebraic evaluations to solid-mesh simulations requiring nearly a minute per load case. Furthermore, we quantify the localized divergence of low-fidelity models in predicting critical second-order effects, such as parasitic rotations and nonlinear softening/stiffening behavior near buckling thresholds. Based on the summary of these benchmark test results, a practical model selection guide is concluded to assist designers in selecting optimal modeling fidelities for various flexure systems, facilitating the rapid synthesis of precision mechanisms with guaranteed accuracy across expansive workspaces.

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Publication Details

Journal
Journal of Mechanisms and Robotics
Published
2026-08-21
DOI
https://doi.org/10.1115/1.4072613
Primary Topic
Piezoelectric Actuators and Control
Type
article
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article

An Open-Source Hierarchical Multi-fidelity Modeling Stack for Design and Analysis of Compliant Mechanisms

Hai‐Jun Su, Benjamin Servey
Journal of Mechanisms and Robotics
Piezoelectric Actuators and Control
article

An Open-Source Hierarchical Multi-fidelity Modeling Stack for Design and Analysis of Compliant Mechanisms

Hai‐Jun Su, Benjamin Servey
article en

Abstract

Abstract This paper presents an open-source, hierarchical, eight-level multi-fidelity modeling stack as a comprehensive technical routine for the design and analysis of compliant mechanisms, utilizing the widely adopted parallelogram flexure as a representative case study. Our methodology involves the systematic implementation, integration, and cross-validation of modeling levels spanning from first-order linear beam theories and refined pseudo-rigid-body models (PRBM) with optimized characteristic radius factors, to intermediate beam constraint models (BCM), exact transcendental solutions for fixed-guided beams, numerical boundary value problem (BVP) systems, and high-fidelity 3-D solid finite element analysis (FEA). All solvers, benchmarking datasets, and interactive tools have been developed as an open-source contribution to facilitate community adoption and further research. Major results demonstrate an excellent performance spread of over eight orders of magnitude in computational runtime, ranging from sub-microsecond algebraic evaluations to solid-mesh simulations requiring nearly a minute per load case. Furthermore, we quantify the localized divergence of low-fidelity models in predicting critical second-order effects, such as parasitic rotations and nonlinear softening/stiffening behavior near buckling thresholds. Based on the summary of these benchmark test results, a practical model selection guide is concluded to assist designers in selecting optimal modeling fidelities for various flexure systems, facilitating the rapid synthesis of precision mechanisms with guaranteed accuracy across expansive workspaces.

Journal of Mechanisms and Robotics
The Ohio State University (US)
Openalex Percentile: Top 13%
Piezoelectric Actuators and Control
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An Open-Source Hierarchical Multi-fidelity Modeling Stack for Design and Analysis of Compliant Mechanisms — Hai‐Jun Su, Benjamin Servey · Journal of Mechanisms and Robotics (2026) | TGRS Research Map | TGRS