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Skin Model Shapes: A new paradigm shift for geometric variations modelling in mechanical engineering

https://doi.org/10.1016/j.cad.2014.01.001
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Dimensioning and Tolerancing
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Fractal Analysis in Machining
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Smart Product Engineering
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The Implications of the Skin Model Concept for Computer Aided Tolerancing
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Univocal expression of functional and geometrical tolerances for design, manufacturing and inspection
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Global view of geometrical specifications
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Computational methodologies for evaluating form and positional tolerances in a computer integrated manufacturing system
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Quick GPS: A new CAT system for single-part tolerancing
inferredcites →https://doi.org/10.1016/j.cirp.2013.03.078openalex-snapshot
The skin model, a comprehensive geometric model for engineering design
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Kernel principal component analysis for stochastic input model generation
inferredcites →https://doi.org/10.1016/j.procir.2013.08.020openalex-snapshot
Curvature-based Registration and Segmentation for Multisensor Coordinate Metrology
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The kernel density estimate/point distribution model (KDE-PDM) for statistical shape modeling of automotive stampings and assemblies
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Mesh regularization and adaptive smoothing
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Advanced Mathematical Tools in Metrology II
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Methods for evaluation of systematic geometric deviations in machined parts and their relationships to process variables
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Characterization of general systematic form errors for circular features
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Optimal Discretization of Random Fields
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A comprehensive review of tolerancing research
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Computational Analysis of Randomness in Structural Mechanics
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The current state of affairs in dimensional tolerancing: 1997
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Measurement of surface roughness from fractal theory
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Statistical shape analysis: clustering, learning, and testing
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Modeling of 2D and 3D Assemblies Taking Into Account Form Errors of Plane Surfaces
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Comparison of Spatial Math Models for Tolerance Analysis: Tolerance-Maps, Deviation Domain, and TTRS
inferredcites →https://doi.org/10.1115/esda2012-82204openalex-snapshot
A Comprehensive Framework for Skin Model Simulation
inferredcites →https://doi.org/10.1177/0954405412466987openalex-snapshot
Discrete shape modeling for skin model representation
inferredcites →https://doi.org/10.1177/0954405412468994openalex-snapshot
How to determine the influence of geometric deviations on elastic deformations and the structural performance?
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Critical operating conditions for assemblies with parameter-dependent dimensions
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Computational Analysis of Randomness in Structural Mechanics
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Geometrical Deviation Model of product throughout its life cycle
inferredcites →https://doi.org/10.70675/c4868c72za091z4000z9153z2e5b7c032b2dopenalex-snapshot
Discrete shape modeling for geometrical product specification : contributions and applications to skin model simulation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Fast flatness deviation evaluation algorithm for point cloud data
inferred← citeshttps://doi.org/10.1016/j.precisioneng.2025.12.010openalex-snapshot
A study of flatness digital measuring instrument models for algorithmic validation of minimum zone method
inferred← citeshttps://doi.org/10.1016/j.procir.2014.03.129openalex-snapshot
How can Computer Aided Tolerancing Support Closed Loop Tolerance Engineering?
inferred← citeshttps://doi.org/10.1016/j.procir.2015.04.036openalex-snapshot
Tolerance Analysis of Rotating Mechanism Based on Skin Model Shapes in Discrete Geometry
inferred← citeshttps://doi.org/10.1016/j.procir.2015.04.049openalex-snapshot
Geometric Product Specification of Gears: The GeoSpelling Perspective
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.005openalex-snapshot
Status and Prospects of Skin Model Shapes for Geometric Variations Management
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.008openalex-snapshot
Approach to the Deviation Representation of Non-ideal Cylindrical Surfaces Based on the Curvilinear Coordinate System
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.013openalex-snapshot
A Quantitative Comparison of Tolerance Analysis Approaches for Rigid Mechanical Assemblies
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.043openalex-snapshot
Virtual Geometry Assurance Process and Toolbox
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.079openalex-snapshot
Integration of Thermal Effects into Tolerancing Using Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.097openalex-snapshot
3D Tolerance Analysis with Manufacturing Signature and Operating Conditions
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.101openalex-snapshot
Tolerance Analysis Considering form Errors in Planar Datum Features
inferred← citeshttps://doi.org/10.1016/j.procir.2016.02.109openalex-snapshot
Toward an Automatic Generation of Part Models with Form Error
inferred← citeshttps://doi.org/10.1016/j.procir.2016.10.072openalex-snapshot
An Improved Tolerance Analysis Method Based on Skin Model Shapes of Planar Parts
inferred← citeshttps://doi.org/10.1016/j.procir.2017.01.019openalex-snapshot
Challenges of Geometrical Variations Modelling in Virtual Product Realization
inferred← citeshttps://doi.org/10.1016/j.procir.2017.01.023openalex-snapshot
Deviation Modeling and Shape Transformation in Design for Additive Manufacturing
inferred← citeshttps://doi.org/10.1016/j.procir.2018.01.005openalex-snapshot
Comparison of different methods for scrap rate estimation in sampling-based tolerance-cost-optimization
inferred← citeshttps://doi.org/10.1016/j.procir.2018.03.314openalex-snapshot
An Approach to the Sensitivity Analysis in Variation Simulations considering Form Deviations
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.023openalex-snapshot
Shape Error Modelling and Analysis by Conditional Simulations of Gaussian Random Fields for Compliant Non-Ideal Sheet Metal Parts
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.032openalex-snapshot
A study of contact state for non-ideal planar surface assembly
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.043openalex-snapshot
Tolerance analysis of annular surfaces considering form errors and local surface deformations
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.047openalex-snapshot
Statistical Tolerance Analysis Technique for Over-constrained Mechanical Systems
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.055openalex-snapshot
FEA integration in the tolerance analysis using Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.065openalex-snapshot
Research on computing position and orientation deviations caused by mating two non-ideal planes
inferred← citeshttps://doi.org/10.1016/j.procir.2018.04.078openalex-snapshot
Geometrical Variations Management 4.0: towards next Generation Geometry Assurance
inferred← citeshttps://doi.org/10.1016/j.procir.2019.04.084openalex-snapshot
A data- and knowledge-driven framework for digital twin manufacturing cell
inferred← citeshttps://doi.org/10.1016/j.procir.2019.04.251openalex-snapshot
Geometric deviation modeling with Statistical Shape Analysis in Design for Additive Manufacturing
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.165openalex-snapshot
Geometrical Variation Mode Effect Analysis (GVMEA) for Split Lines
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.176openalex-snapshot
Generation method of skin model shapes with features of machining marks using dual-tree complex wavelet transform
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.178openalex-snapshot
Skin Model Shapes for multi-stage manufacturing in single-part production
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.179openalex-snapshot
An approach for determining the influence of manufacturing process parameters on product quality characteristics
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.183openalex-snapshot
Toward a Mathematical Definition of Reconstruction Operation for ISO GPS Standards
inferred← citeshttps://doi.org/10.1016/j.procir.2020.05.185openalex-snapshot
Geometric Tolerance Characterization of Laser Powder Bed Fusion Processes Based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2021.05.127openalex-snapshot
Tolerance optimization for sheet metal parts based on joining simulation
inferred← citeshttps://doi.org/10.1016/j.procir.2022.05.205openalex-snapshot
Data-driven deviation generation for non-ideal surfaces of Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.002openalex-snapshot
Wasserstein generative adversarial networks for form defects modeling
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.003openalex-snapshot
Elastic-Plastic Contact Behaviors Modeling for Tolerance Analysis
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.004openalex-snapshot
Geometric deviation modeling for single surface tolerancing using Laplace-Beltrami Operator
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.008openalex-snapshot
Towards a Mathematical Definition of Skin Model for Geometrical Product Specification and Verification and its Physical Interpretation
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.010openalex-snapshot
Generation of Artificial Learning Data to Train Functional Meta-Models of Micro Gears
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.020openalex-snapshot
An integrated open source CAT based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.025openalex-snapshot
Global localization of non-ideal surface for generating skin model shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2022.10.038openalex-snapshot
Evaluation of relations and accumulations of geometrical deviations in multi-stage manufacturing based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2023.05.005openalex-snapshot
A deep-learning method for modeling geometric deviations of complex surfaces
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.013openalex-snapshot
On Skin Model Describability using Laplace-Beltrami Operator for Geometrical Product Specification and Verification
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.014openalex-snapshot
Overview of mathematical concepts for tolerance analysis
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.015openalex-snapshot
A full product/process numerical workflow based on Skin Model Shapes for tolerancing analysis of an assembly of composite parts
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.017openalex-snapshot
Anisotropic rough surfaces representation in geometrical deviations modeling for tolerance analysis
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.018openalex-snapshot
Understanding the relations between part deviations and part deformations for tolerance analysis – an ontology-based approach
inferred← citeshttps://doi.org/10.1016/j.procir.2024.10.043openalex-snapshot
Parameter optimization for random generation of non-ideal surfaces using dual-tree complex wavelet transform
inferred← citeshttps://doi.org/10.1016/j.procir.2026.02.109openalex-snapshot
Autonomous Design of Uncertainty-Aware Gripper Finger Using Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2026.02.205openalex-snapshot
Human-Centric LLM-Guided Redundancy Resolution via Particle Swarm Optimization and Multi-Criteria Evaluation
inferred← citeshttps://doi.org/10.1016/j.procir.2026.03.118openalex-snapshot
Model-Based Definition for Non-Rigid Variation Simulation I: Automating Tolerance Analysis with the Quality Information Framework (QIF)
inferred← citeshttps://doi.org/10.1016/j.procir.2026.03.124openalex-snapshot
A study on the generation of skin model shapes considering population characteristics of flatness
inferred← citeshttps://doi.org/10.1016/j.procir.2026.03.127openalex-snapshot
Predicting Sheet-Metal Part Form Deviation Using Discrete Inspection Points
inferred← citeshttps://doi.org/10.1016/j.procir.2026.03.139openalex-snapshot
Elastic Contact Deformation in Tolerance Analysis based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2026.03.158openalex-snapshot
Model-Based Definition for Non-Rigid Variation Simulation II: Feeding the Digital Twin with Data from the Quality Information Framework (QIF)
inferred← citeshttps://doi.org/10.1016/j.procir.2026.05.241openalex-snapshot
Integration of Structural Deformations in Tolerance Analysis based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.procir.2026.05.252openalex-snapshot
Traceability between geometric variations and safety requirements: application to an electric vehicle battery module
inferred← citeshttps://doi.org/10.1016/j.proeng.2015.12.605openalex-snapshot
Application Feature Model for Geometrical Specification of Assemblies
inferred← citeshttps://doi.org/10.1016/j.rcim.2016.11.004openalex-snapshot
Manufacturing signature in jacobian and torsor models for tolerance analysis of rigid parts
inferred← citeshttps://doi.org/10.1016/j.rcim.2020.102089openalex-snapshot
An assembly precision analysis method based on a general part digital twin model
inferred← citeshttps://doi.org/10.1016/j.rcim.2025.102989openalex-snapshot
A step-driven framework of digital twin model for product assembly precision based on polychromatic sets
inferred← citeshttps://doi.org/10.1016/j.rcim.2025.103024openalex-snapshot
Fast on-site assembly mating surface status analysis based on Skin Model Shapes
inferred← citeshttps://doi.org/10.1016/j.rcim.2026.103343openalex-snapshot
Geometric digital twin: A digital and intelligent model for aero-engine assembly accuracy prediction
inferred← citeshttps://doi.org/10.1016/j.rineng.2025.108808openalex-snapshot
Assembly accuracy prediction for over-constrained interference fits by coupling surface error and part deformation
inferred← citeshttps://doi.org/10.1016/j.rineng.2026.110649openalex-snapshot
Rapid generation method of element model with geometric distribution errors for high-fidelity aero-engine simulation
inferred← citeshttps://doi.org/10.1016/j.ymssp.2023.110822openalex-snapshot
DeviationGAN: A generative end-to-end approach for the deviation prediction of sheet metal assembly
inferred← citeshttps://doi.org/10.1017/dsj.2021.26openalex-snapshot
Geometric robustness and dynamic response management by structural topometry optimisation to reduce the risk for squeak and rattle
inferred← citeshttps://doi.org/10.1017/dsj.2025.6openalex-snapshot
Tolerancing in product design – a holistic description scheme
inferred← citeshttps://doi.org/10.1051/meca/2022013openalex-snapshot
Tolerance analysis of involute spur gear from the perspective of design
inferred← citeshttps://doi.org/10.1063/1.5127224openalex-snapshot
Surface reconstruction based on CAD model driven priori templates
inferred← citeshttps://doi.org/10.1080/00207543.2019.1607978openalex-snapshot
Knowledge-driven digital twin manufacturing cell towards intelligent manufacturing
inferred← citeshttps://doi.org/10.1080/00207543.2020.1714091openalex-snapshot
Digital twin of composite assembly manufacturing process
inferred← citeshttps://doi.org/10.1080/0951192x.2018.1550672openalex-snapshot
A new way to solve tolerance analysis: the Cassino Unified Tolerance Analysis tool
inferred← citeshttps://doi.org/10.1080/0951192x.2020.1858501openalex-snapshot
Polytope-based tolerance analysis with consideration of form defects and surface deformations
inferred← citeshttps://doi.org/10.1080/0951192x.2021.2023221openalex-snapshot
Direct tolerance analysis of mechanical assemblies with normal and non-normal tolerances for predicting product quality
inferred← citeshttps://doi.org/10.1080/0951192x.2023.2177738openalex-snapshot
A collaborative hybrid approach for integrated tolerance allocation
inferred← citeshttps://doi.org/10.1080/09544828.2022.2084330openalex-snapshot
Predicting the cumulative variation of 3-D mechanical assemblies using an ‘Idea Algebra’ framework
inferred← citeshttps://doi.org/10.1080/17508975.2020.1765722openalex-snapshot
Towards an implementation of bio-inspired hydro-actuated building façade
inferred← citeshttps://doi.org/10.1088/1742-6596/1515/5/052035openalex-snapshot
Problems and ways to reduce measurement uncertainties in evaluating the geometric assembly parameters of gas turbine engine assemblies
inferred← citeshttps://doi.org/10.1088/1742-6596/1777/1/012060openalex-snapshot
Study on the modeling and application of arc structure’s profile tolerance
inferred← citeshttps://doi.org/10.1088/1742-6596/2026/1/012057openalex-snapshot
Research on the Contact State Method Considering the True Topography of the Part Surface
inferred← citeshttps://doi.org/10.1088/1757-899x/563/3/032021openalex-snapshot
High precision and fast solution method for linearized assembly contact point of geometric error surface
inferred← citeshttps://doi.org/10.1088/1757-899x/689/1/012019openalex-snapshot
Variation Propagation in Multistage Machining Processes Using Dual Quaternions
inferred← citeshttps://doi.org/10.1088/1757-899x/862/3/032095openalex-snapshot
Assignment of dimensional accuracy parameters of parts during assembly of aircraft repair engines
inferred← citeshttps://doi.org/10.1093/jcde/qwac093openalex-snapshot
Tolerance analysis of a compliant assembly using random Non-Uniform Rational B-Spline curves and isogeometric method
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