#SystemIdentification

📢 #highlycited paper 📚 #SystemIdentification and Modeling of Temperature and Flow Rate Dynamics in #FusedFilamentFabrication Process 🔗 👨‍🔬 by Rakshith Badarinath et al. 🏫 The Pennsylvania State University #additivemanufacturing #robotics

In System Identification, Recurrent Neural Networks act as "black boxes". Control Theory needs guarantees. What if they were mathematically identical? We proved a strict equivalence between GRU models and LPV-LFT systems. Here is how we bridge Deep Learning & Control. 👇

5/ Why it matters. Standard Neural Networks are unfit for feedback loops. By moving to the LPV-LFT framework, we unlock the gold standard of control: H∞​ Synthesis. We can finally design controllers with theoretical stability guarantees directly on the learned GRU dynamics.

6/ This work is a step towards reconciling #SciML and Modern Control. 📄 Read the full paper: into #ControlTheory, #SystemIdentification & Applied Math? Follow @AndreaGourion for more breakdowns!

New video on Subspace identification methods in Julia Check out the rest of the videos in the playlist as well, we're up to 10 videos by now :) #systemidentification #n4sid #MOESP

We're running system identification on our TVC actuators!🚀 Our GNC team will use this data to create a model and use it to fine-tune attitude & position controllers ahead of Colibri's flight campaign 🛰 Stay tuned! #TVCtesting #SystemIdentification #Model #GNC

📙Comprehensive Design and Experimental Validation of Tethered Fixed-Wing Unmanned Aerial Vehicles 🔗 #SimulationModel #SystemIdentification #FlightTest #PowerSupply #UnmannedAerialVehicles #UAV #Aerospace #FlightVehicles #OpenAccess

Do you account for measurements spatial & temporal correlations when performing #Bayesian #systemidentification? We propose an approach: #temporalcorrelation #spatialcorrelation #multiplicativeuncertainty #structuralhealthmonitoring #dvugroup #SHM

@COMSOL_Inc organized an amazing conference in Boston (2019). I gave a talk on modeling, #SystemIdentification and #MachineLearning of large-scale deformable mirrors #AdaptiveOptics using #LiveLink and Python. #COMSOL @COMSOL_Inc

"End-to-end neural system identification with neural information flow". Our new @PLOSCompBiol methods paper has been published. w/ @kateiyas, @LucaAmb, @yagmurgucluturk & @marcelge. #fmri #systemidentification #visualsystem

Learn how to simulate a chaotic waterwheel in #Collimator and develop a surrogate model using the SINDy nonlinear system identification algorithm #sysid #systemidentification #surrogatemodel #dynamicalsystems

Tune in to our new video series on system identification, the art and science of building dynamical models from data! #julialang #systemidentification #controls

🔥 Read our Paper 📚 Kalman Filter Using a Third-Order Tensorial Decomposition of the Impulse Response 🔗 👨‍🔬 by Laura-Maria Dogariu et al. #kalmanfilter #systemidentification

Estimating time-varying parameters in #julialang #systemidentification #controlsystems #kalmanfilter

#mdpisymmetry #featurepaper Feature Paper "An Iterative Wiener Filter Based on a Fourth-Order Tensor Decomposition" is available at Authors: Jacob Benesty, Constantin Paleologu and Laura-Maria Dogariu #systemidentification #iterative #algorithm

Interested in computational methods to model the randomness in life? You are welcome to my public Licentiate seminar on Dec 20th .@KTHuniversity campus: Thesis will be available at: #StatisticalLearning #SysId #SystemIdentification

Attend this webinar and learn how you can speed up simulation by replacing a high-fidelity model with an AI-based Reduced-Order Model (ROM), using #MachineLearning, #DeepLearning and #SystemIdentification techniques.

Instructive and easy to follow. #SystemIdentification

The first in my 4-part series on System Identification just posted. I'm hoping this will replace my old (and woefully incomplete) video on the topic from years ago. Check it out and let me know what you think!

Parameter estimation in nonlinear ODEs using #JuliaLang #systemidentification #controlsystems

To next useminar will be given by @EdoardoPatelli and Santhosh Thamatampalli on Thu, Nov 19. #SHM #Useminar #SystemIdentification #structuraldynamics #vibroAcoustics #Machine_learning #UQ #datadriven #hybrid_SHM #Nonlinear_Dynamics #Reduced_order_models

New #SpecialIssue "Complex Dynamic System Modelling, Identification and Control", edited by Prof. Dr. Quan Min Zhu, Giuseppe Fusco, Jing Na, Weicun Zhang and Ahmad Taher Azar, is open for submission! #systemidentification #roboticsystems #casestudies

Happy to share our new paper. The 11th paper of 2020! #SystemIdentification #RC #Infill #Nepal