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