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model refinement

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Model refinement is the iterative process of improving a mathematical or computational model by adjusting its parameters, structure, or assumptions based on empirical data or theoretical insights, aiming to enhance its accuracy, predictive power, and relevance to the phenomena it represents.
lightbulbAbout this topic
Model refinement is the iterative process of improving a mathematical or computational model by adjusting its parameters, structure, or assumptions based on empirical data or theoretical insights, aiming to enhance its accuracy, predictive power, and relevance to the phenomena it represents.

Key research themes

1. How can proactive quality assurance guide model evolution to maintain reusability in model libraries?

This research theme centers on techniques to ensure that models within libraries evolve without degradation of quality, particularly focusing on reusability, which is critical for long-term model maintenance and application in software projects. The approaches emphasize editing-time assessments, quality gates, and lightweight quality models to provide actionable feedback to modelers, helping to steer model changes proactively instead of reactively. Maintaining model quality during evolution ensures that models serve as reliable project assets and support effective communication and rapid development.

Key finding: This work develops a proactive quality guidance approach that links editing-time quality assessments to lightweight quality models, associated metrics, and simplified semantic reviews. It introduces quality gates to prevent... Read more
Key finding: This chapter integrates context-free and context-dependent quality criteria with methods of evaluation to systematically assess model quality. It advocates for a rigorous, linguistically informed classification of quality... Read more
Key finding: The paper highlights the necessity of model refactoring as a quality improvement technique and outlines key challenges including consistent multi-view updates and impact on generated code. It underlines the importance of... Read more

2. What automated methods enable rigorous verification of model refinement preserving correctness and reducing uncertainty?

This theme investigates formal definitions, proof methods, and tooling that facilitate verifying that refined models or refined transformations maintain correctness relative to their abstractions, especially when models include uncertainty or partial information. Verification of refinement correctness is crucial for layered or incremental development, ensuring soundness of design decisions and transformations in Model-Driven Engineering (MDE). Automated proofs leveraging SMT solvers, formal refinement patterns in UML and ASM, and integration with model editing environments improve practicality and reduce human error in correctness guarantees.

Key finding: This paper formalizes 'stuttering refinement' for Abstract State Machines and leverages Satisfiability Modulo Theories (SMT) solvers to automatically verify refinement correctness, reducing proof complexity by translating... Read more
Key finding: This work formalizes refinement patterns in UML models, introducing explicit mechanisms (via the UML 'Abstraction' artifact and mappings) to document abstraction-refinement relationships. Their tool, PAMPERO, supports Eclipse... Read more

3. How can performance and scalability of model transformations and model checking be enhanced through systematic engineering and parallelization?

Focusing on optimizing critical model-driven engineering operations, this theme covers strategies to analyze and improve the performance of model transformations and model checking tasks. Recognizing large-scale models and complex transformations present bottlenecks, the research explores profiling, visualization, refactoring suggestions, and multi-core parallelization approaches to reduce execution times and state space explosion. The effects of such improvements are measured in terms of scalability, runtime, and effectiveness, enabling more practical use of model-driven techniques in industrial contexts.

Key finding: This paper identifies a gap in tool support for engineers to diagnose and improve performance bottlenecks in model transformation definitions themselves, beyond engine-level optimizations. It proposes a method to visualize... Read more
Key finding: The authors propose a divide-and-conquer strategy for verifying eventual properties in model checking, decomposing the original problem into smaller independent subproblems, thereby reducing state space explosion. They... Read more
Key finding: By instrumenting program code and integrating dynamic analysis within model-driven verification (particularly using SPIN), this study enhances property checking capabilities, controls execution flow, and guides state-space... Read more

All papers in model refinement

The accurate validation of 3-D homogenized formulations for laminations makes necessary to re-write these formulations in 2-D. This is paradoxically not simple to do. Indeed, the magnetic field is in the studied plane, while the current... more
A subproblem method with dual finite element magnetostatic and magnetodynamic formulations is developed to correct the inaccuracies near edges and corners coming from thin shell models, that replace thin volume regions by surfaces. The... more
Abstract⎯ A finite element subproblem method is developed to correct the inaccuracies proper to perfect conductor and impedance boundary condition models, in particular near edges and corners of conductors, for a large range of... more
HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or... more
A perturbation finite element method for solving eddy current problems in two separate steps is developed for considering conductive and magnetic materials subject to strong skin and proximity effects. The proposed method allows to... more
Magnetodynamic models are split into a sequence of progressive finite element subproblems. The source fields generated by the active conductors alone are calculated at first via either finite elements or the Biot-Savart law. The... more
⎯ A finite element subproblem method is developed to correct the inaccuracies proper to perfect conductor and impedance boundary condition models, in particular near edges and corners of conductors, for a large range of conductivities... more
Wide range progressive refinements of the inductors in magnetic vector potential finite element formulations are done with a subproblem method. Their current sources are first considered via magnetomotive force or Biot-Savart models up to... more
The accurate validation of 3-D homogenized formulations for laminations makes necessary to re-write these formulations in 2-D. This is paradoxically not simple to do. Indeed, the magnetic field is in the studied plane, while the current... more
Asymptotics consist in formal series of the solution to a problem which involves a small parameter. When truncated at a certain order, this finite sum provides an approximation of the exact solution with a given accuracy, and the... more
Progressive refinements of the current sources in magnetic vector potential finite element formulations are done with a subproblem method. The sources are first considered via magnetomotive force or Biot-Savart models up to their volume... more
The modeling of inductors is split into a sequence of progressive finite element subproblems. The source fields generated by the coil conductors alone, with a wire representation, are calculated at first via either the Biot-Savart law or... more
Magnetodynamic models are split into a sequence of progressive finite element subproblems. The source fields generated by the active conductors alone are calculated at first via either finite elements or the Biot-Savart law. The... more
A subproblem method with dual finite element magnetostatic and magnetodynamic formulations is developed to correct the inaccuracies near edges and corners coming from thin shell models, that replace thin volume regions by surfaces. The... more
A perturbation finite element method for solving eddy current problems in two separate steps is developed for considering conductive and magnetic materials subject to strong skin and proximity effects. The proposed method allows to... more
Recent advances in instrumentation and software have resulted in cryo-EM rapidly becoming the method of choice for structural biologists, especially for those studying the three-dimensional structures of very large macromolecular... more
Extended hydrogen bond networks are a common structural motif of enzymes. A recent analysis proposed quantum delocalization of protons as a feature present in the hydrogen bond network spanning a triad of tyrosines (Y(16), Y(32), Y(57))... more
Model-based testing of large systems usually requires decomposition of the model into hierarchical submodels for generating test sequences, which fulfills the goals of module testing, but not those of system testing. System testing... more
As the key step in verifying hybrid systems, the computation of reachable sets largely determines the complexity and thus the applicability of a verification approach. Most existing methods compute the reachable set without considering... more
Model-based testing of large systems usually requires decomposition of the model into hierarchical submodels for generating test sequences, which fulfills the goals of module testing, but not those of system testing. System testing... more
Wide range progressive refinements of the inductors in magnetic vector potential finite element formulations are done with a subproblem method. Their current sources are first considered via magnetomotive force or Biot-Savart models up to... more
Progressive refinements of the current sources in magnetic vector potential finite element formulations are done with a subproblem method. The sources are first considered via magnetomotive force or Biot-Savart models up to their volume... more
The modeling of inductors is split into a sequence of progressive finite element subproblems. The source fields generated by the coil conductors alone, with a wire representation, are calculated at first via either the Biot-Savart law or... more
A subproblem finite-element method is developed for correcting the inaccuracies near edges and corners inherent to thin shell models, for both magnetostatic and magnetodynamic problems. A thin shell solution, supported by a simplified... more
Retrospective cost optimization was originally developed for adaptive control. In this paper, we show how this technique is applicable to three distinct but related problems, namely, state estimation, input estimation, and model... more
Recent advances in instrumentation and software have resulted in cryo-EM rapidly becoming the method of choice for structural biologists, especially for those studying the three-dimensional structures of very large macromolecular... more
Retrospective cost optimization was originally developed for adaptive control. In this paper, we show how this technique is applicable to three distinct but related problems, namely, state estimation, input estimation, and model... more
Recent advances in instrumentation and software have resulted in cryo-EM rapidly becoming the method of choice for structural biologists, especially for those studying the three-dimensional structures of very large macromolecular... more
Retrospective cost optimization was originally developed for adaptive control. In this paper, we show how this technique is applicable to three distinct but related problems, namely, state estimation, input estimation, and model... more
Recent advances in instrumentation and software have resulted in cryo-EM rapidly becoming the method of choice for structural biologists, especially for those studying the three-dimensional structures of very large macromolecular... more
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