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Lunedì 30 Giugno si terrà un seminario presso l’aula Fassò (Edificio 4a) dalle ore 11:00 dal titolo Data-Driven Modeling of Complex Fluid Flows via Scientific Machine Learning.

Il seminario sarà tenuto da Cássio Machiaveli Oishi, São Paulo State University UNESP.

Abstract

Recent advances in machine learning have significantly influenced the simulation of Newtonian fluids, and there is growing interest in extending these techniques to complex fluids with non-Newtonian properties, such as viscoelastic flows. In this talk, we present data-driven frameworks for constructing interpretable reduced-order models of viscoelastic fluids, combining both linear and nonlinear dimensionality reduction methods with the Sparse Identification of Nonlinear Dynamics (SINDy) algorithm. In particular, we explore the development of physics-informed metrics to enhance nonlinear dimensionality reduction tailored to viscoelastic behavior. We also highlight recent progress in the SciML domain, with a focus on applications to droplet dynamics.

Mercoledì 28 Maggio si terrà un seminario presso l’aula Grandori (Edificio 4) dalle ore 11:00 dal titolo Nonlinear dynamics and vibration suppression of conceptual airfoil models under random loads.

Il seminario sarà tenuto dal Prof. Yong Xu, Northwestern Polytechnical University, Xi’an (China).

Abstract

An aircraft in practice undergoes complex uncertain loads like turbulence, crosswind, pressure fluctuations, etc., that will have a substantial impact on its flight safety. It is of extreme significance to explore the complex nonlinear dynamics and vibration control for a conceptual airfoil model with random loads. The coupling interaction between structure nonlinearities and stochasticities can lead to some difficulties on the airfoil models, including the modelling, response solving, and vibration suppression. This talk will review our developments towards nonlinear dynamics and vibration suppression, especially for the stochastic dynamics, early warning, and data-driven problems, of the conceptual two-dimensional airfoil models. All the findings would be helpful in ensuring the flight safety and enhancing the strength and reliability of airfoil structure operating at complex flight conditions. Besides, several potential directions that are worth further exploring are also highlighted. This is a joint work with Dr. Qi Liu (Institute of Science Tokyo, Japan), Prof. Yongge Li (Northwestern Polytechnical University, China), Dr. Jinzhong Ma (Shanxi University, China), Xiaolong Wang (Shaanxi Normal University, China), Dr. Weili Guo (Northwestern Polytechnical University, China), Prof. Jürgen Kurths (Humboldt University and PIK, Germany), Prof. Hiroya Nakao (Institute of Science Tokyo, Japan), and Prof. Stefano Lenci (Polytechnic University of Marche, Italy).

Venerdì 23 Maggio si terrà un seminario presso l’aula Grandori (Edificio 4) dalle ore 15:00 dal titolo Harnessing the Dynamics of Reconfigurable Metastructures – Embodying Programmability and Mechano-Intelligence”.

Il seminario sarà tenuto dal Prof. Kon-Well Wang, A. Galip Ulsoy Distinguished University Professor of Engineering and Stephen P. Timoshenko Professor of Mechanical Engineering University of Michigan, Ann Arbor, MI, USA.

Sarà anche possibile seguire il seminario da remoto tramite il seguente link: https://politecnicomilano.webex.com/meet/alberto.corigliano

Abstract

In recent years, the concept of reconfigurable matter developed based on nature-inspired modular architectures has been explored to create advanced engineering systems. For example, inspired by the observation that some of skeletal muscle’s intriguing macroscale functionalities result from the assembly of nanoscale cross-bridge constituents with metastability, the idea of synthesizing metastructures from the integration of mechanical metastable modules has been pursued. In another example, inspired by the physics behind the plant nastic movements and the rich designs of origami folding, a class of metastructures is created building on the innovation of fluidic-origami modular elements. Overall, the modules are designed to be reconfigurable in their shape, mechanical properties, and stability features, so to produce synergistic and intriguing dynamic functionalities at the system level, such as programmable phononic bandgap control and nontraditional wave steering.  More recently, with the rapid advances in high-performance intelligent systems, we are witnessing a prominent demand for the next generation of mechanical matter to have much more built-in intelligence and autonomy. An emerging direction is to pioneer and harness the metastructures’ high dimensionality, multiple stability, and nonlinearity for mechano-intelligence via physical computing.  That is, we aim to embody computing power and functional intelligence, such as perception, learning, memorizing, decision-making and execution, concurrently and directly in the mechanical domain, advancing from conventional systems that solely rely on add-on digital computer to achieve intelligence. This presentation will highlight some of these advancements in harnessing reconfigurable matter for structural dynamics tailoring, from adaptive wave and vibration controls to self-learning-self-tuning intelligence.

Speaker’s bio

Dr. Kon-Well Wang is the A. Galip Ulsoy Distinguished University Professor of Engineering and Stephen P. Timoshenko Professor of Mechanical Engineering (ME) at the University of Michigan (U-M).  He has been the U-M ME Department Chair from 2008 to 2018, and has served as a Division Director at the U.S. National Science Foundation for two years, 2019-20, via an Executive Intergovernmental Personnel Act appointment. Wang received his Ph.D. degree from the University of California, Berkeley, worked at the General Motors Research Labs as a Sr. Research Engineer, and started his academic career at the Pennsylvania State University in 1988. At Penn State, Wang has served as the William E. Diefenderfer Chaired Professor, co-founder and Associate Director of the Vertical Lift Research Center of Excellence, and a Group Leader for the Center for Acoustics & Vibration. He joined the U-M in 2008. Wang’s main technical interests are in structural dynamics and controls, especially in the emerging field of intelligent structural & material systems, with applications in vibration, acoustic & wave controls, energy harvesting, and sensing & monitoring.  He has received many recognitions, such as the ASME Rayleigh Lecture Award, the Pi Tau Sigma-ASME Charles Russ Richards Memorial Award, the ASME J.P. Den Hartog Award, the SPIE Smart Structures and Materials Lifetime Achievement Award, the ASME Adaptive Structures and Materials Systems Prize, the ASME N.O. Myklestad Award, the ASME Rudolf Kalman Award, and several other best paper awards.  He has been the Editor-in-Chief for the ASME Journal of Vibration & Acoustics, and is the current Editor-in-Chief for the SAGE Journal of Intelligent Materials Systems and Structures and an Editorial Board Member for several other journals. Wang is a Fellow of the ASME, AAAS, IOP, and RAeS.

Mercoledì 26 Marzo alle ore 12:00 CET, si terrà il terzo evento della serie “XJTU-PoliMi Dialogues in Civil and Environmental Engineering“, sulla piattaforma Microsoft Teams al seguente link.

Questa iniziativa fa parte delle attività sviluppate nell’ambito della Joint School of Design and Innovation tra il Politecnico di Milano e la Xi’an Jiaotong University (XJTU).

Il seminario rientra in una serie di brevi incontri finalizzati a favorire una comprensione reciproca delle attività di ricerca condotte da PoliMi e XJTU nel campo dell’Ingegneria Civile e Ambientale, con l’obiettivo di promuovere future collaborazioni in questo ambito.

Siamo inoltre lieti di annunciare che l’evento vedrà le presentazioni della Prof.ssa Donatelli Sterpi e della Prof.ssa Stefano Cernuschi del DICA.