Next Wednesday July 1, 2026 our team member Antonio Álvarez-López will present his PhD Thesis on: “Deep Learning with Controlled Flows: Expressivity, Generalization and Generation” Advisors: • Prof. Enrique Zuazua, FAU – Friedrich Alexander-Universität Erlangen-Nürnberg (Germany) • Prof. Rafael Orive, Autonomous University of Madrid (UAM) Abstract. This thesis studies deep […]
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Date: Mon.-Wed. June 22 – 24, 2026 Event: MLPDES26, Machine Learning and PDEs Workshop (2026) Host: FAU MoD, the Research Center for Mathematics of Data at Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Event type: Hybrid (On-site / Online) #MLPDES26 Book of Abstracts *Recordings available at: https://mod.fau.eu/mlpdes26/ This Spring, our FAU MoD, Research Center […]
Date: July 23 – 30, 2026 Event: ICM 2026. Philadelphia, Pennsylvania (USA) Lecture: Machine Learning and Control: Foundations, Advances, and Perspectives Speaker: Prof. Enrique Zuazua, FAU – Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Enrique Zuazua honored with a prestigious speaker invitation to deliver a Special Section Lecture on Control Theory at the International Congress […]
Date: Mon.- Thu. June 08 – 11, 2026 Event: A conference in honour of Enrique Zuazua on the occasion of his 65th birthday Title: EZ 65: Control, PDEs and Machine Learning We are pleased to announce the conference “Control, PDEs and Machine Learning”, to be held at the University of […]
Master Thesis: “Synthetic profile generation for energy system planning using Artificial Intelligence” Author: Aniruddha Maiti Supervisors: Prof. Enrique Zuazua, Zhengping Ji Date: June, 2026 Rapid urbanization and population growth have led to a significant increase in energy consumption, especially in densely populated metropolitan areas. Simultaneously, the European Union and Germany […]
Master Thesis: “Robust Creep Control Algorithm with motion shaping and tracking for passenger vehicles” Author: Dante Amor Supervisors: Prof. Enrique Zuazua, Zhengping Ji Date: May, 2026 This thesis aims to provide a new architecture that provides torque commands to control the vehicle, not only reaching a target velocity, but by […]
Date: April 2, 2026 Event: Congreso Internacional de Matemática Pura y Aplicada en la Era Moderna: Avances, Retos y Aplicaciones en el Mundo Contemporáneo (International Congress of Pure and Applied Mathematics in the Modern Era) Organizer: CERSEU-FCM-UNMSM. National University of San Marcos (UNMSM) Lecture: Machine Learning, Control Theory and PDEs […]
Event: Beijing Normal University Mathematics Forum Date: Thu. March 19, 2026 Organizer: Beijing Normal University Lecture: Control and Machine Learning: A Mathematical Journey Speaker: Prof. Enrique Zuazua, FAU – Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Enrique Zuazua Explores the Intersection of Control Theory and AI at Beijing Normal University On March 19, […]
Introduction to Control and Machine Learning Master Course – FAU, Friedrich-Alexander-Universität Erlangen–Nürnberg This course explores the deep connections between control theory, dynamical systems, and modern machine learning, highlighting how mathematical tools developed for the analysis of differential equations can help understand and design modern AI systems. Course Overview The course […]
From February 5 – 7, 2026, the Instituto de Ciências Matemáticas e de Computação (ICMC) partnership with BAYLAT and the São Paulo Research Foundation (FAPESP) is pleased to announce the upcoming “Trends in Mathematical Sciences II” conference. This event will be held in São Carlos, Brazil. The Trends in Mathematical […]
Event: Benasque XI Workshop-Summer School 2026: XI Partial Differential Equations, Optimization, Numerics, and Machine Learning Date: Sun.-Fri. August 23 – September 04, 2026 Event type: On-site (Benasque) Registration: https://benasque.org/2026pde/cgi-bin/appl.pl Deadline for applications: Wed. June 10, 2026 Next Summer, on August 23 – September 04, 2026 will be held the XI […]
Master Thesis: “Development of a Modular Multi-Agent System Architecture for Enhanced Flexibility and Scalability” Author: Greshma Shaji Supervisors: Ziqi Wang, Prof. Enrique Zuazua, Prof. Frauke Liers Date: November, 2025 Large Language Models (LLMs) are increasingly used in autonomous systems but face challenges in long-term reasoning, coordination, and scalability. This thesis […]
Event: A workshop in Speinshart: Scientific center for AI and SuperTech Date: Tue.-Sun. November 11 – 16, 2025 Event type: On-site From November 11 – 16, 2025, Kloster Speinshart hosted a workshop bringing together researchers, students, and industry professionals to explore the intersections of mathematics, control theory, machine learning, and […]
On November 19-25, 2025, our FAU MoD, Research Center for Mathematics of Data at FAU and the Digital Twin Lab under the CMAI, Center for Mathematics and Artificial Intelligence at GMU are organizing the “The Mathematics of Scientific Machine Learning and Digital Twins” workshop in Erice, Italy. The workshop is […]
Event: MLDS, Machine Learning and Dynamical Systems Seminar Date: Thu. October 30, 2025 at 17:00H (local time) Organizer: The Alan Turing Institute Inaugural Lecture: Machine Learning, Control Theory, and PDEs: Foundations and Advances from Variational Pathologies to Diffusion Models for Generative AI Speaker: Prof. Enrique Zuazua, FAU – Friedrich-Alexander-Universität Erlangen-Nürnberg […]
Next Thursday September 25, 2025 our team member Martín Hernández will present his PhD Thesis on: “From Optimal Control to Random and Neural Network Approximation” Supervisor: Prof. Enrique Zuazua, FAU – Friedrich Alexander-Universität Erlangen-Nürnberg (Germany) Abstract. This talk presents contributions grounded in control and computation. First, we focus on long-time […]
On Wednesday September 24, 2025 Prof. Enrique Zuazua will give a lecture on Inverse design for parabolic and hyperbolic problems at the Hyperbolic Problems in Nürnberg workshop organized by our research fellow Dr. Nicola de Nitti and Prof. Emil Wiedermann (FAU) on September 24-26, 2025 in Nürnberg, Germany. Hyperbolic conservation […]
Next Fall on September 15 – 19, 2025 there is the 9th. international conference on “Advanced COmputational Methods in ENgineering and Applied Mathematics” (ACOMEN2025) in Ghent, Belgium. The conference aims to provide an international forum to present and discuss the latest developments in computational and applied mathematics in various emerging […]
Event: JLU Short-course Date: Mon.-Wed. July 21-23, 2025 Title: PDEs Meet Machine Learning: Integrating Numerics, Control, and Machine Learning Speaker: Prof. Enrique Zuazua. FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Videos/recordings Find this course at our YouTube channel @faumod: https://www.youtube.com/@faumod Watch the complete course at our @Youtube playlist • Session 1/3: https://youtu.be/Vet36bGpleM • […]
Date: Fri. August 15, 2025 at 09:00H (local time) Event: CIRM Workshop “Mathematical and Computational Foundations of Digital Twins” Talk: HYCO: A Hybrid-Cooperative Strategy for Data-Driven PDE Model Learning Speaker: Prof. Enrique Zuazua, FAU – Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Abstract. In this talk, we introduce a novel Hybrid-Collapse (HYCO) strategy for […]
On August 11-15, 2025 there is the “Mathematical and Computational Foundations of Digital Twins” Workshop at CIRM, France. This workshop will bring together experts from academia, industry, and research agencies to explore how advancements in real-time synchronization between digital twins and their physical counterparts, along with developments in areas such […]
Date: Fri.- Sun. July 25 – 27, 2025 Event: Workshop on Recent Trends in Applied Mathematics and Machine Learning 2025 Title: Recent Trends in Applied Mathematics and Machine Learning 2025 This July, Jilin University will host the Workshop on Recent Trends in Applied Mathematics and Machine Learning 2025, organized in […]
Event: ICBS2025, International Congress of Basic Science 2025 Date: Tue. July 15, 2025 at 15:30 (local time) Talk: PDEs Meet Machine Learning: Integrating Numerics, Control, and Machine Learning Speaker: Prof. Enrique Zuazua, FAU – Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany) Slides VIDEO Watch this talk @YouTube: https://youtu.be/WWHOMEKvXmU Abstract. Partial Differential Equations (PDEs) form […]
Date: June 30 to July 4, 2025 Event: IEECI-IGSC 2025: International Graduate School on Control 2025 Module Control and Machine Learning (M18 DUBROVNIK) Speakers: • Prof. Enrique Zuazua. FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg • Prof. Martin Lazar. University of Dubrovnik Outline • Historical preliminaries • Control of linear finite-dimensional systems • The […]
On Tuesday June 24, 2025 Prof. Enrique Zuazua will give a talk as keynote speaker on PDEs Meet Machine Learning: Integrating Numerics, Control, and Machine Learning at the LSMS 2025 conference, 12th. Annual Meeting of the “Lebanese Society for the Mathematical Sciences” held at the American University of Beirut on […]
From June 16 – 20, 2025, our FAU MoD, Research Center for Mathematics of Data at FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg is co-hosting with the Universidade Federal Fluminense the “Trends in Mathematical Sciences and Data Sciences” workshop with the support of the FAU DCN-AvH, Chair for Dynamics, Control, Machine Learning and Numerics […]
Last update: 15.05.2025 On April 28 – 30, 2025, our FAU MoD, Research Center for Mathematics of Data is hosting the “Machine Learning and PDEs” workshop (MLPDES25) supported by the FAU DCN-AvH, Chair for Dynamics, Control, Machine Learning and Numerics, the AFOSR, Air Force Office of Scientific Research, PoliBa, […]
On Wednesday April 9, 2025 Prof. Enrique Zuazua will give a talk as keynote speaker on Modelling, Machine Learning and Control at the HB Conference on Evolution Equations and Control Theory organized in honor of Prof. Hammadi Bouslous by Team of Analysis and Control of Systems and Interactions (TACSI), the […]
On Friday April 4, 2025 Prof. Enrique Zuazua will give a ICMAT Seminar on Machine Learning on Control and Machine Learning organized at ICMAT, Instituto de Ciencias Matemáticas in Madrid, Spain. Abstract. Systems control, or cybernetics—a term first coined by Ampère and later popularized by Norbert Wiener—refers to the science […]
On Tuesday April 1, 2025 Prof. Enrique Zuazua will give a Langtangen Seminar on Control and Machine Learning organized (online) by Marie E. Rognes and Thomas M. Surowiec. Named in honour of Professor Hans Petter Langtangen, the Langtangen Seminar on Scientific Computing series by Simula, is a new online seminar […]
The hidden challenge in heat equation control: Slow decay of gramian eigenvalues 20.03.2025. Rethinking Heat Equation Controllability: The Hidden Limitations of Slow Eigenvalue Decay “New research challenges long-held assumptions about the controllability of heat systems. Professors Lazar and Zuazua reveal that Gramian eigenvalues decay at a slower, polynomial rate rather […]
On Wednesday February 26, 2025 Prof. Enrique Zuazua will give a Frontiers of Mathematics lecture on Control and Machine Learning organized at The University of Hong Kong (HKU). Abstract. Systems control, or cybernetics—a term first coined by Ampère and later popularized by Norbert Wiener—refers to the science of control and […]
On Thursday December 19, 2024 Prof. Enrique Zuazua will give a lecture on “Tracking control” at the Mathematics and Decision conference organized at The UM6P Vanguard Center in Rabat, Morocco. This second edition of the conference is a gathering for mathematicians and young researchers to discuss the latest advancements in […]
On December 10, 2024 Prof. Enrique Zuazua will talk as a plenary speaker on “Control and Machine Learning” at the MathConnect 2024 conference organized at the King Fahd University of Petroleum and Minerals, Dhahran (Saudi Arabia). MathConnect 2024 is a state-of-the-art conference aiming to bring together distinguished mathematicians from around […]
On November 20-22, 2024 our FAU DCN-AvH Chair for Dynamics, Control, Machine Learning and Numerics – Alexander von Humboldt Professorship led by Prof. Enrique Zuazua was delighted to be part of the Humboldt Network meeting 2024 organized by the Alexander von Humboldt Foundation on November 20 – 22, 2024 at […]
On Wed. November 20, 2024 Prof. Enrique Zuazua will give a plenary lecture on “Control and Machine Learning” at the PGMODAYS 2024 at the FMJH – Fondation Mathématique Jacques Hadamard organized on November 19 – 20, 2024 at University of Paris-Saclay in France. Abstract. Systems control, or cybernetics—a term first […]
On November 6 and November 8, 2024 Prof. Enrique Zuazua will give a minicourse at the XVII ENAMA 2024 annual scientific meeting organized by the Institute of Mathematics of the Federal University of Rio de Janeiro (UFRJ), from November 6 – 8, 2024 at the Brazilian College of Advanced Studies […]
On October 28, 2024 Prof. Enrique Zuazua will talk on “Control and Machine Learning” at the IC-AMDS24, “International Conference Applied Mathematics and Data Science” organized (hybrid mode) on October 28 – 29, 2024 by the Department of Mathematics, Little Flower College, Guruvayoor and the Advanced Mathematical Innovation Center for Artificial […]
On Friday October 25, 2024 will be the Distinguished CMAI Colloquium by Prof. Enrique Zuazua on “Control and Machine Learning” organized by the George Mason University (GMU). Abstract. Systems control, or cybernetics—a term first coined by Ampère and later popularized by Norbert Wiener—refers to the science of control and communication […]
On October 21-23, 2024 Prof. Enrique Zuazua will give an online course on Introduction to Optimal Control and Machine Learning organized by IMUS, Institute of Mathematics of the University of Seville. VIDEO / RECORDING https://www.youtube.com/watch?v=RihnGJnbqyw&list=PLl-lD4Gje_wDkw6hV7hHBEQ0oZY_3YFl8 In this series of lectures, we will introduce both Control Theory and Machine Learning (ML), […]
On Friday October 18, 2024 Prof. Enrique Zuazua will talk on “Data Representation by Neural Networks: A control perspective” at the ICMAM 2024, ICMAM Latin America 2024, a hybrid mode conference promoted by the research organisation ICMAM Latin America organized at several universities in Colombia and Mexico from October 14-18, […]
Date: October 7, 2024 Event: 100th Session. Seminar in PDEs and Applied Mathematics On October 7th, Prof. Enrique Zuazua did talk as a plenary speaker of the Seminar in PDEs and Applied Mathematics – “Celebration of Session 100th” organized (online) on October 7-10, 2024. Abstract. Systems control, or cybernetics, a […]
On September 11, 2024 Prof. Enrique Zuazua will talk on “Control and Machine Learning” as part of the colloquium organized at Nanyang Technological University (NTU) in Singapore. Abstract. Systems control, or cybernetics—a term first coined by Ampère and later popularized by Norbert Wiener—refers to the science of control and communication […]
This Summer, on August 18 – 30, 2024 will be held the Benasque X Workshop-Summer School 2024: Partial differential equations, optimal design and numerics at the Benasque Center for Science in the Spanish Pyrenees (300Kms. northwest from Barcelona). The main purpose of this X Workshop-Summer School is to build an […]
On November 24 – 29, 2024, Prof. Enrique Zuazua joint with Borjan Geshkovski (Cambridge) and Domènec Ruiz-Balet (London) are organizing the Oberwolfach Seminar: Control and Machine Learning (2448b) at the Mathematisches Forschungsinstitut Oberwolfach (Germany). This week-long seminar (2448b) will provide an overview of the recent developments and new horizons of […]
Date: July 2024 Course: Control and Machine Learning Lecturer: Prof. Enrique Zuazua Recordings S01: Introduction to Control Theory S02: Introduction: Calculus of Variations, Controllability and Optimal Design S03: Introduction: Optimization and Perpectives S04: Finite-dimensional Control Systems (1) S05: Finite-dimensional Control Systems (2) and Gradient-descent methods (1) S06: Gradient-descent methods (2), […]
Master Thesis: “AI-based Diagnosis of Combustion Anomalies in Hydrogen Engines” Author: Arun Sai Thunga Supervisor: Prof. Enrique Zuazua Date: June 30, 2024 In the field of automobile maintenance, a wide range of sensors are useful for capturing the signals inside the combustion chamber of engines. Addressing the intricacies of anomaly […]
This summer, Prof. Enrique Zuazua (Friedrich-Alexander-Universität Erlangen-Nürnberg) joint with Prof. Giuseppe M. Coclite (Politecnico di Bari) are organizing the “PDEs, Control and Deep Learning” Summer School on July 22-26, 2024 in Cetraro (Cosenza, Italy), supported by our Chair for Dynamics, Control, Machine Learning and Numerics – Alexander von Humboldt Professorship […]
On June 18, 2024 Prof. Enrique Zuazua will talk on “Control and Machine Learning” at the FGS Conference on Optimization 2024 on its 21st edition of the series of French-German conferences which initiated in Oberwolfach, Germany, in 1980. This year it is organized by the Department of Mathematics at University […]
From June 10 – 14, 2024, our FAU MoD, Research Center for Mathematics of Data at FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg is hosting the first “Trends in Mathematical Sciences” conference (in hybrid mode: on-site/online). This event is made possible thanks to the support of our FAU DCN-AvH, Chair for Dynamics, Control, Machine […]