#koopmanoperator 搜尋結果
The use of Koopman operator theory in control is advancing at a fast pace. Here is a survey of theoretical guarantees that establish the backbone for computations and applications arxiv.org/abs/2509.02839. #Koopmanoperator #controltheory #AI #ML
Hankel-DMD is a useful tool in #Koopmanoperator based #ML machine learning of dynamical systems. The first publication on it is ieeexplore.ieee.org/abstract/docum… This somehow seems to be forgotten by the current literature.
From our latest paper on "Koopman Learning with Episodic Memory": Koopman framework builds relationships 😀 #AI #ML #Koopmanoperator @wredman4 @aimdyn
Pure #Koopmanoperator theory proved useful in data-driven dynamical systems. In this paper we show an extension to composition operators on tensors. Important dynamical objects such as Lyapunov exponents can be computed from the spectrum of these.epubs.siam.org/eprint/GTYZYMK…
A nice application of #Koopmanoperator theory to galactic dynamics here: academic.oup.com/mnras/article/…
Koopman framework now has memory 😀 Great work @wredman4 !! arxiv.org/abs/2311.12615 #Koopmanoperator #AI #ML #dynamicalsystems
Koopman meets Schur. Accurate computation ensues 😃 #Koopmanoperator #AI #machinelearning #controltheory #dynamicalsystems arxiv.org/pdf/2312.15837…
For Koopman modelers: I added to my Youtube channel the series of videos on the PyKMD software. youtube.com/watch?v=xGZLIk… #AI #KoopmanOperator #ML #DynamicalSystems
youtube.com
YouTube
Dynamic Mode Decomposition Tab Walkthrough | PyKMD Tutorial Series #5
Last May, we held a workshop in Otranto, Italy, connecting Koopman operator theory and climate science. Here is a writeup on it climateforesight.eu/articles/manif… #AI #Koopmanoperator #ML #dynamicalsystems #chaostheory
As @ylecun pointed out in the recent Santa Fe Talk, the future is probably in the optimal control context such as MPC. But for nonlinear processes. This is based on the #Koopmanoperator fremework. sciencedirect.com/science/articl…
Current approach to AI is a road to energy ruin. In the meantime our brains continue to provide general intelligence at 20W. This can be had, but with an alternative, dynamical systems-rooted technology. spectrum.ieee.org/ai-energy-cons… #AI #ML #KoopmanOperator
@DynamicsSIAM January 19th - It's the birthday of Bernard Koopman in 1900 in Paris, France. It's Koopmania Day! #Koopmanoperator epubs.siam.org/doi/10.1137/21…
Untouched AI Concepts That Deserve More Attention – Why the Future of AI Needs More Than Just Big Models 🚀🤖 open.substack.com/pub/satyamcser… #ConformalPrediction #KoopmanOperator #BiasInAI #MachineLearning #DeepLearning #TrustworthyAI #FairAI #AIInnovation #TechTrends #satmis
A great new paper by Antonio Navarra and collaborators that shows the power of Koopman operator based approaches in understanding climate processes. journals.ametsoc.org/view/journals/… #AI #ML #Koopmanoperator #climate
There is no intelligence without optimization of the path to the goal. Which LLM's have no concept of. #AI #Koopmanoperator #MPC
Nice work on determining stability boundaries based on 0-level sets of Koopman Eigenfunctions arxiv.org/pdf/2312.06885… #Koopmanoperator #AI #ML #controltheory #dynamicalsystems
Nice recognition by the USA Today that #Koopmanoperator based AI systems provide a framework for real time diagnostics and reasoning for network security threats! Congrats to everyone at @MixModeAI ! #AI #ML
🚀 Big news! MixMode has been recognized by @USATODAY as one of the Top 10 AI Companies to Watch in 2024! 🎉
AI omnipresent these days but most of the news we hear are about LLM's and generative AI for visuals. There is much more use for #AI , some in areas such as human ability improvement. Here is one that can be applied to rehabilitation from hand injuries #KoopmanOperator #ML…
In our new preprint, we propose a #MachineLearning approach based on #manifoldlearning and the #Koopmanoperator to construct models from task #fmri data, thus predicting the long - term #brain activity! Find out more here #dynamicalsystems #neuroscience arxiv.org/abs/2304.11925
arxiv.org/pdf/2403.17318 This work develops a statistical framework to propagate measurement uncertainties in the elements of the Koopman operator via DMD. #statisticalmoments #Koopmanoperator #randommatrixtheory
The use of Koopman operator theory in control is advancing at a fast pace. Here is a survey of theoretical guarantees that establish the backbone for computations and applications arxiv.org/abs/2509.02839. #Koopmanoperator #controltheory #AI #ML
Untouched AI Concepts That Deserve More Attention – Why the Future of AI Needs More Than Just Big Models 🚀🤖 open.substack.com/pub/satyamcser… #ConformalPrediction #KoopmanOperator #BiasInAI #MachineLearning #DeepLearning #TrustworthyAI #FairAI #AIInnovation #TechTrends #satmis
A nice application of #Koopmanoperator theory to galactic dynamics here: academic.oup.com/mnras/article/…
Last May, we held a workshop in Otranto, Italy, connecting Koopman operator theory and climate science. Here is a writeup on it climateforesight.eu/articles/manif… #AI #Koopmanoperator #ML #dynamicalsystems #chaostheory
arxiv.org/pdf/2403.17318 This work develops a statistical framework to propagate measurement uncertainties in the elements of the Koopman operator via DMD. #statisticalmoments #Koopmanoperator #randommatrixtheory
Nice recognition by the USA Today that #Koopmanoperator based AI systems provide a framework for real time diagnostics and reasoning for network security threats! Congrats to everyone at @MixModeAI ! #AI #ML
🚀 Big news! MixMode has been recognized by @USATODAY as one of the Top 10 AI Companies to Watch in 2024! 🎉
AI omnipresent these days but most of the news we hear are about LLM's and generative AI for visuals. There is much more use for #AI , some in areas such as human ability improvement. Here is one that can be applied to rehabilitation from hand injuries #KoopmanOperator #ML…
For Koopman modelers: I added to my Youtube channel the series of videos on the PyKMD software. youtube.com/watch?v=xGZLIk… #AI #KoopmanOperator #ML #DynamicalSystems
youtube.com
YouTube
Dynamic Mode Decomposition Tab Walkthrough | PyKMD Tutorial Series #5
Current approach to AI is a road to energy ruin. In the meantime our brains continue to provide general intelligence at 20W. This can be had, but with an alternative, dynamical systems-rooted technology. spectrum.ieee.org/ai-energy-cons… #AI #ML #KoopmanOperator
A great new paper by Antonio Navarra and collaborators that shows the power of Koopman operator based approaches in understanding climate processes. journals.ametsoc.org/view/journals/… #AI #ML #Koopmanoperator #climate
#Mathematics #highcited Article by [Dr. Igor Mezić ] "On Numerical Approximations of the Koopman Operator " Has been cited 10 times🎉 . buff.ly/3V6BxdG Keywords: #koopmanoperator; #numericalanalysis; #dynamicalsystems #MDPIOpenAccess #ComSciMath_Mdpi
![MathematicsMDPI's tweet image. #Mathematics #highcited Article by [Dr. Igor Mezić ] "On Numerical Approximations of the Koopman Operator "
Has been cited 10 times🎉 .
buff.ly/3V6BxdG
Keywords: #koopmanoperator; #numericalanalysis; #dynamicalsystems
#MDPIOpenAccess #ComSciMath_Mdpi](https://pbs.twimg.com/media/GMawcgtWAAISjcf.jpg)
Our new manuscript on unveiling #KoopmanOperator insights for multiple attractors: simplifying linear reconstruction, utilizing discrete symmetry with analytical and numerical examples. #dynamicalsystem researchgate.net/publication/37…
@DynamicsSIAM January 19th - It's the birthday of Bernard Koopman in 1900 in Paris, France. It's Koopmania Day! #Koopmanoperator epubs.siam.org/doi/10.1137/21…
Koopman meets Schur. Accurate computation ensues 😃 #Koopmanoperator #AI #machinelearning #controltheory #dynamicalsystems arxiv.org/pdf/2312.15837…
Nice work on determining stability boundaries based on 0-level sets of Koopman Eigenfunctions arxiv.org/pdf/2312.06885… #Koopmanoperator #AI #ML #controltheory #dynamicalsystems
Hankel-DMD is a useful tool in #Koopmanoperator based #ML machine learning of dynamical systems. The first publication on it is ieeexplore.ieee.org/abstract/docum… This somehow seems to be forgotten by the current literature.
From our latest paper on "Koopman Learning with Episodic Memory": Koopman framework builds relationships 😀 #AI #ML #Koopmanoperator @wredman4 @aimdyn
Koopman framework now has memory 😀 Great work @wredman4 !! arxiv.org/abs/2311.12615 #Koopmanoperator #AI #ML #dynamicalsystems
There is no intelligence without optimization of the path to the goal. Which LLM's have no concept of. #AI #Koopmanoperator #MPC
As @ylecun pointed out in the recent Santa Fe Talk, the future is probably in the optimal control context such as MPC. But for nonlinear processes. This is based on the #Koopmanoperator fremework. sciencedirect.com/science/articl…
From our latest paper on "Koopman Learning with Episodic Memory": Koopman framework builds relationships 😀 #AI #ML #Koopmanoperator @wredman4 @aimdyn
#Mathematics #highcited Article by [Dr. Igor Mezić ] "On Numerical Approximations of the Koopman Operator " Has been cited 10 times🎉 . buff.ly/3V6BxdG Keywords: #koopmanoperator; #numericalanalysis; #dynamicalsystems #MDPIOpenAccess #ComSciMath_Mdpi
📢#Mathematics Check out the two editor choice papers from the section “#DynamicalSystems". 🎉mdpi.com/2227-7390/10/7… 🎉mdpi.com/2227-7390/10/1… #KoopmanOperator #Nonlinear #Chaos Congratulations on the success of these articles! @MDPIOpenAccess @ComSciMath_Mdpi
Untouched AI Concepts That Deserve More Attention – Why the Future of AI Needs More Than Just Big Models 🚀🤖 open.substack.com/pub/satyamcser… #ConformalPrediction #KoopmanOperator #BiasInAI #MachineLearning #DeepLearning #TrustworthyAI #FairAI #AIInnovation #TechTrends #satmis
Einen Vortrag mit dem Titel "#DataDriven Models for #ControlEngineering Applications Using the #KoopmanOperator" hält Annika Junker aus unserer Fachgruppe #Regelungstechnik und #Mechatronik auf der #AIRC2022! ➡️airc.org @unipb #AI #KI #Robotics
📢#Mathematics Check out the two editor choice papers from the section “#DynamicalSystems". 📷mdpi.com/2227-7390/10/7…… 📷1/1914… #KoopmanOperator #Nonlinear #Chaos Congratulations on the success of these articles!
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