aimdyn

Next week AIMdyn’s team of scientists will present their research at the SIAM Conference on Applications of Dynamical Systems (DS23) that will be held in Portland, OR. See below for brief descriptions of our team’s talks. Monday, May 15. 9:00-9:25 Koopman Reduced Order Modeling with Confidence BoundsRyan MohrAbstract. This talk introduces a reduced order modeling […]

NEW preprint out on a Koopman operator-based prediction algorithm and its applications to predicting COVID-19 and other pandemics! Done with the fantastic AIMdyn team (Dr. Maria Fonoberova, Dr. Ryan Mohr, Dr. Allan Avila, Aleksandr Andrejcuk and Prof. Igor Mezic) and collaborators at the University of Zagreb (Prof. Zlatko Drmac and Iva Manojlovic) and University of

AIMdyn, Inc. among top award recipients recognized at sixth annual ‘Partner 2 Win’ Supplier Awards SANTA BARBARA, CA – April 6, 2023 – AIMdyn, Inc. today announced it received a BAE Systems ‘Partner 2 Win’ Supplier of the Year award in the category of “FAST LabsTM Technology Innovation Partner Of The Year” at a ceremony

NEW preprint out on identifying equivalent optimization of machine learning methods using Koopman operator theory! Done with the fantastic AIMdyn team (William Redman, Dr. Maria Fonoberova, Dr. Ryan Mohr, and Prof. Igor Mezic) and collaborators at Johns Hopkins University (Dr. Juan Bello-Rivas and Prof. Ioannis Kevrekidis), and generously funded by the Air Force Office of

AIMdyn Inc. has begun work on the DARPA EC project in collaboration with BAE Systems: U-PrECISE – Uncertainty Propagation via (dynamical) Evolution of Information from Complex Signals/Sensors and Environments With the growing ubiquity of using machine learning systems for critical tasks, it is imperative that the level of confidence for ML-based decisions is properly quantified.

AIMdyn Inc. has begun work on the AFOSR project: Koopman Operator Theoretic Methods for Efficient Training and Analysis of Deep Neural Networks The past decade has seen a tremendous increase in the capability of deep neural networks, as models have become increasingly large and intricate. However, such improvements have come at the cost of requiring

AIMdyn Inc. has begun work on the DARPA HAIKU project in collaboration with BAE Systems: Hybrid AI Integrating Koopman Units (HAIKU) The HAIKU project leverages Koopman Operator methods to enhance existing state-of-the-art climate models for long-term predictions through the use of AI. The Koopman-based climate models offer improved predictions by modeling physics not accounted for

Article Link: https://aspioneer.com/bizboard-ceos-to-watch-2021/ Author: BizBoard In the constantly shifting new world, data has become the most valuable resource which if used correctly can lead the world towards safety, prosperity, and sustainability. To do this, we need experts who can refine, organize and analyze this data to bring out information that will ultimately save us a

Article Link: https://www.hstoday.us/subject-matter-areas/cybersecurity/perspective-how-predictive-ai-will-change-cybersecurity-in-2021/ Published: March 16, 2021 Author: Dr. Igor Mezic AI-enhanced cybersecurity is a must in 2021 and beyond. Clearly, the industry agrees – you’ll find an endless list of AI security platforms in the marketplace. What do vendors really mean when they use the term “artificial intelligence?” AI can be a fluid term, and

AIMdyn Inc. is Awarded DARPA SBIR Project:   “Koopman Operator-Based Forecasting for Nonstationary Processes from Near-Term, Limited Observational Data”   In this project we aim to develop prediction methodology, based on Koopman operator theory, for nonstationary processes, with low amount of observational data, performed with low computational power. The use of the Koopman operator theory