Search Results - "Galassi, Riccardo"
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PyCSP: A Python package for the analysis and simplification of chemically reacting systems based on Computational Singular Perturbation
Published in Computer physics communications (01-07-2022)“…PyCSP is a Python package for the analysis and simplification of chemically reacting systems, using algorithms based on the Computational Singular Perturbation…”
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An adaptive time-integration scheme for stiff chemistry based on computational singular perturbation and artificial neural networks
Published in Journal of computational physics (15-02-2022)“…We leverage the computational singular perturbation (CSP) theory to develop an adaptive time-integration scheme for stiff chemistry based on a local,…”
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An enhanced Sample-Partitioning Adaptive Reduced Chemistry method with a-priori error estimation
Published in Combustion and flame (01-02-2024)“…Reactor-based approaches for handling the Turbulence–Chemistry-Interactions closure have the advantage of embedding finite-rate chemistry in the combustion…”
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A combined PCA-CSP solver for dimensionality and stiffness reduction in reacting flow simulations
Published in Proceedings of the Combustion Institute (2024)“…In reduced-order model (ROM) development for reacting flow simulations, data-driven principal component analysis (PCA) for dimensionality reduction and the…”
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Model-to-model Bayesian calibration of a Chemical Reactor Network for pollutant emission predictions of an ammonia-fuelled multistage combustor
Published in International journal of hydrogen energy (02-01-2024)“…Low-fidelity, cost-effective, physics-based models are useful for assessing the environmental performance of novel combustion systems, especially those…”
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Automated adaptive chemistry for Large Eddy Simulations of turbulent reacting flows
Published in Combustion and flame (01-01-2024)Get full text
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Supervised Clustering for Optimal Sub-model Selection in Reactor-Based Models
Published in Flow, turbulence and combustion (01-03-2024)“…Reactor-based models are well-suited Turbulence-Chemistry Interactions, Sub-Grid Scale closures for Large Eddy Simulation (LES) due to their ability to account…”
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Local combustion regime identification using machine learning
Published in Combustion theory and modelling (02-01-2022)“…A new combustion regime identification methodology using the neural networks as supervised classifiers is proposed and validated. As a first proof of concept,…”
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The spectral characterisation of reduced order models in chemical kinetic systems
Published in Combustion theory and modelling (10-11-2022)“…The size and complexity of multi-scale problems such as those arising in chemical kinetics mechanisms has stimulated the search for methods that reduce the…”
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Enhancements of the G-Scheme Framework
Published in Flow, turbulence and combustion (01-12-2018)“…The G-Scheme is a well established framework for multi-scale adaptive model reduction, whose effectiveness was demonstrated with reference to a number of test…”
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A multi-fidelity framework for developing digital twins of combustion systems from heterogeneous data: Application to ammonia combustion
Published in Proceedings of the Combustion Institute (2024)“…In the present work, we introduce a multi-fidelity reduced-order model (MF-ROM) framework that effectively blends high-fidelity evaluations (accurate but…”
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Chemical model reduction under uncertainty
Published in Combustion and flame (01-05-2017)“…A general strategy for analysis and reduction of uncertain chemical kinetic models is presented, and its utility is illustrated in the context of ignition of…”
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13
Investigation of the turbulent flame structure and topology at different Karlovitz numbers using the tangential stretching rate index
Published in Combustion and flame (01-02-2019)“…Turbulent premixed flames at high Karlovitz numbers exhibit highly complex structures in different reactive scalar fields to the extent that the definition of…”
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14
Uncertainty quantification analysis of Reynolds-averaged Navier–Stokes simulation of spray swirling jets undergoing vortex breakdown
Published in International journal of spray and combustion dynamics (01-12-2023)“…The computational fluid dynamics-based design of next-generation aeronautical combustion chambers is challenging due to many geometrical and operational…”
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Automated chemical kinetic mechanism simplification with minimal user expertise
Published in Combustion and flame (01-11-2018)“…An improved algorithm to generate skeletal mechanisms from the original detailed chemical kinetic mechanisms is proposed. The new algorithm builds on the…”
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CSP-based chemical kinetics mechanisms simplification strategy for non-premixed combustion: An application to hybrid rocket propulsion
Published in Combustion and flame (01-12-2017)“…A set of simplified chemical kinetics mechanisms for hybrid rocket applications using gaseous oxygen (GOX) and hydroxyl-terminated polybutadiene (HTPB) is…”
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Large Eddy Simulation on the Effects of Pressure on Syngas/Air Turbulent Nonpremixed Jet Flames
Published in Combustion science and technology (02-10-2020)“…The influence of increasing pressure on nonpremixed syngas/air turbulent jet flames is numerically investigated using large eddy simulations in conjunction…”
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Shoulder Rehabilitation Exercises With Kinematic Biofeedback After Arthroscopic Rotator Cuff Repair: Protocol for a New Integrated Rehabilitation Program
Published in JMIR research protocols (22-03-2023)“…The recovery of scapular and humeral physiological kinematic parameters, as well as the sensorimotor control of movement, plays a primary role in the…”
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Analysis of Wall-flame Interaction in Laminar Non-premixed Combustion
Published in Combustion science and technology (25-01-2022)“…The study is aimed at demonstrating a methodology for the time-scale characterization of the chemistry-wall-heat-transfer interaction. The driving chemical…”
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A data-driven reduced-order model for stiff chemical kinetics using dynamics-informed training
Published in Energy and AI (01-01-2024)“…A data-based reduced-order model (ROM) is developed to accelerate the time integration of stiff chemically reacting systems by effectively removing the…”
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