Three-dimensional characterisation of macro-instabilities in a turbulent stirred tank flow and reconstruction from sparse measurements using machine learning methods

[1]  S. Rigopoulos,et al.  Decomposition of power number in a stirred tank and real time reconstruction of 3D large-scale flow structures from sparse pressure measurements , 2023, Chemical Engineering Science.

[2]  G. Papadakis,et al.  Flow Reconstruction Around a Surface-Mounted Prism from Sparse Velocity and/or Scalar Measurements Using a Combination of POD and a Data-Driven Estimator , 2023, Flow, Turbulence and Combustion.

[3]  V. Eijkhout,et al.  PETSc/TAO Users Manual Revision 3.19 , 2023 .

[4]  C. Morton,et al.  Sparse sensor-based cylinder flow estimation using artificial neural networks , 2022, Physical Review Fluids.

[5]  J. Morchain,et al.  Reconstruction of the 3D hydrodynamics in a baffled stirred tank using Proper Orthogonal Decomposition , 2021, Chemical Engineering Science.

[6]  S. Rigopoulos,et al.  Reconstruction of large‐scale flow structures in a stirred tank from limited sensor data , 2021, AIChE Journal.

[7]  Alberto Brucato,et al.  CFD simulations of early- to fully-turbulent conditions in unbaffled and baffled vessels stirred by a Rushton turbine , 2021, Chemical Engineering Research and Design.

[8]  Sergio Hoyas,et al.  Tracking Turbulent Coherent Structures by Means of Neural Networks , 2021, Energies.

[9]  J. Ramírez-Cruz,et al.  Mixing dynamics in an uncovered unbaffled stirred tank using Large-Eddy Simulations and a passive scalar transport equation , 2020 .

[10]  S. Discetti,et al.  Convolutional-network models to predict wall-bounded turbulence from wall quantities , 2020, Journal of Fluid Mechanics.

[11]  G. Papadakis,et al.  Data-based, reduced-order, dynamic estimator for reconstruction of nonlinear flows exhibiting limit-cycle oscillations , 2019, Physical Review Fluids.

[12]  Time-resolved turbulent velocity field reconstruction using a long short-term memory (LSTM)-based artificial intelligence framework , 2019, Physics of Fluids.

[13]  Takuya Yamamoto,et al.  Surface vortex formation and free surface deformation in an unbaffled vessel stirred by on-axis and eccentric impellers , 2019, Chemical Engineering Journal.

[14]  M. Raiola,et al.  Characterization of very-large-scale motions in high-Re pipe flows , 2019, Experimental Thermal and Fluid Science.

[15]  Petros Koumoutsakos,et al.  Machine Learning for Fluid Mechanics , 2019, Annual Review of Fluid Mechanics.

[16]  D. Toye,et al.  Identifying dominant spatial and time characteristics of flow dynamics within free-surface baffled stirred-tanks from CFD simulations , 2018, Chemical Engineering Science.

[17]  Alberto Brucato,et al.  Direct numerical simulations of creeping to early turbulent flow in unbaffled and baffled stirred tanks , 2018, Chemical Engineering Science.

[18]  K. Taira,et al.  Super-resolution reconstruction of turbulent flows with machine learning , 2018, Journal of Fluid Mechanics.

[19]  G. Papadakis,et al.  Reduced mixing time in stirred vessels by means of irregular impellers , 2018 .

[20]  Stefano Discetti,et al.  Estimation of time-resolved turbulent fields through correlation of non-time-resolved field measurements and time-resolved point measurements , 2018 .

[21]  D. Toye,et al.  Analysis of PIV measurements using modal decomposition techniques, POD and DMD, to study flow structures and their dynamics within a stirred-tank reactor , 2018 .

[22]  J. C. Vassilicos,et al.  Reduced energy consumption in stirred vessels by means of fractal impellers , 2017, 1707.01730.

[23]  Francesca Scargiali,et al.  On the assessment of power consumption and critical impeller speed in vortexing unbaffled stirred tanks , 2017 .

[24]  J. C. Vassilicos,et al.  DNS investigation of the dynamical behaviour of trailing vortices in unbaffled stirred vessels at transitional Reynolds numbers , 2017 .

[25]  J. Morchain,et al.  Kinetic Energy Transfer between First Proper Orthogonal Decomposition Modes in a Mixing Tank , 2017 .

[26]  Vassilios Theofilis,et al.  Modal Analysis of Fluid Flows: An Overview , 2017, 1702.01453.

[27]  J. C. Vassilicos,et al.  Power consumption and form drag of regular and fractal-shaped turbines in a stirred tank , 2017 .

[28]  Alberto Brucato,et al.  Oscillation dynamics of free vortex surface in uncovered unbaffled stirred vessels , 2016 .

[29]  Alberto Brucato,et al.  Solid−Liquid Suspensions in Top-Covered Unbaffled Vessels: Influence of Particle Size, Liquid Viscosity, Impeller Size, and Clearance , 2014 .

[30]  J. Morchain,et al.  On POD analysis of PIV measurements applied to mixing in a stirred vessel with a shear thinning fluid , 2013 .

[31]  J. Morchain,et al.  Experimental determination of the shear rate in a stirred tank with a non-newtonian fluid: Carbopol , 2013 .

[32]  H.E.A. van den Akker,et al.  Direct numerical simulation of the turbulent flow in a baffled tank driven by a Rushton turbine , 2012 .

[33]  Somnath C. Roy,et al.  Effect of Impeller Speed Perturbation in a Rushton Impeller Stirred Tank , 2012 .

[34]  Somnath C. Roy,et al.  Perturbed turbulent stirred tank flows with amplitude and mode-shape variations , 2011 .

[35]  Shenjie Zhou,et al.  Experimental Study and Detached Eddy Simulation of the Macro-Instability in an Eccentric Stirred Tank , 2011 .

[36]  C. Galletti,et al.  Macro-Instabilities in Eccentrically Agitated Vessels , 2009 .

[37]  M. Yianneskis,et al.  On the interaction of trailing and macro-instability vortices in a stirred vessel-enhanced energy levels and improved mixing potential , 2009 .

[38]  A. Soldati,et al.  Ekman pumping and intermittent particle resuspension in a stirred tank reactor , 2009 .

[39]  Chiara Galletti,et al.  Effect of shaft eccentricity and impeller blade thickness on the vortices features in an unbaffled vessel , 2009 .

[40]  Chiara Galletti,et al.  On the main flow features and instabilities in an unbaffled vessel agitated with an eccentrically located impeller , 2008 .

[41]  Michael Yianneskis,et al.  Decomposition of Flow Structures in Stirred Reactors and Implications for Mixing Enhancement , 2008 .

[42]  Alain Liné,et al.  Proper orthogonal decomposition for the study of hydrodynamics in a mixing tank , 2006 .

[43]  G. Montante,et al.  Novel experiments and a mechanistic model for macroinstabilities in stirred tanks , 2006 .

[44]  Alberto Brucato,et al.  Large-eddy simulation of turbulent flow in an unbaffled stirred tank driven by a Rushton turbine , 2005 .

[45]  G. Papadakis,et al.  Determination of mixing time and degree of homogeneity in stirred vessels with large eddy simulation , 2005 .

[46]  A. W. Vreman An eddy-viscosity subgrid-scale model for turbulent shear flow: Algebraic theory and applications , 2004 .

[47]  S L Yeoh,et al.  Numerical Simulation of Turbulent Flow Characteristics in a Stirred Vessel Using the LES and RANS Approaches with the Sliding/Deforming Mesh Methodology , 2004 .

[48]  Suzanne M. Kresta,et al.  Study of macro-instabilities in stirred tanks using a velocity decomposition technique , 2000 .

[49]  Jürgen Schmidhuber,et al.  Long Short-Term Memory , 1997, Neural Computation.

[50]  H. Boisson,et al.  Velocity field macro-instabilities in an axially agitated mixing vessel , 1997 .

[51]  Bart De Moor,et al.  A unifying theorem for three subspace system identification algorithms , 1995, Autom..

[52]  Bart De Moor,et al.  N4SID: Subspace algorithms for the identification of combined deterministic-stochastic systems , 1994, Autom..

[53]  Knight,et al.  Kolmogorov inertial range for inhomogeneous turbulent flows. , 1990, Physical review letters.

[54]  Kurt Hornik,et al.  Multilayer feedforward networks are universal approximators , 1989, Neural Networks.

[55]  L. Sirovich Turbulence and the dynamics of coherent structures. II. Symmetries and transformations , 1987 .

[56]  Michael Yianneskis,et al.  An experimental study of the steady and unsteady flow characteristics of stirred reactors , 1987, Journal of Fluid Mechanics.

[57]  J. Klemeš,et al.  CFD Simulation of Radially Stirred Baffled and Unbaffled Tanks , 2019 .

[58]  H. Boisson,et al.  Macro-instabilities of velocity field in stirred vessel : detection and analysis , 2000 .

[59]  Ivan Fořt,et al.  Experimental Study of Turbulent Macroinstabilities in an Agitated System with Axial High-Speed Impeller and with Radial Baffles , 1996 .

[60]  Ivan Fořt,et al.  Phenomenon of Turbulent Macro-Instabilities in Agitated Systems , 1995 .