Member of Academia Europa (MAE), Distinguished Fellow of the International Institute of Acoustics and Vibration (IIAV), Fellow of The International Society for Condition Monitoring (ISCM), Fellow of the Asia-Pacific Artificial Intelligence Association (AAIA), Member of Agder Academy of Science and Letters
Speech Title: Intelligent Soft Sensing and Prediction for Industrial Applications
Abstract: In this talk, we explore innovative methodologies for efficient and cost-effective process optimization in industrial applications. Soft sensing refers to approximating hard-to-measure variables using easy-to-measure ones under the constraint of the current instant, whereas prediction extends the focus to future horizons. The presentation highlights several novel soft sensing and prediction frameworks developed for two specific case studies: industrial aluminum electrolysis and undermining systems. These frameworks leverage semi-supervised and self-supervised learning to address few-shot labeled sample scenarios while maintaining performance integrity. Furthermore, a unified prediction and control framework is proposed, enabling full-scale AI-based applications for these industries. The talk concludes with key insights and future directions.
Biography: Hamid Reza Karimi is Professor of Applied Mechanics with the Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy and the Honorary Visiting Professor within the School of Computing & Engineering at the University of Huddersfield, UK. Prof. Karimi’s original research and development achievements span a broad spectrum within the topic of automation/control systems, and intelligence systems with applications to complex systems such as wind turbines, vehicles, robotics and mechatronics. Prof. Karimi is an ordinary Member of Academia Europa (MAE), Honorary Academic Member of National Academy of Sciences of Bolivia, Distinguished Fellow of the International Institute of Acoustics and Vibration (IIAV), Fellow of The International Society for Condition Monitoring (ISCM), Fellow of the Asia-Pacific Artificial Intelligence Association (AAIA), Member of Agder Academy of Science and Letters and also a member of the IFAC Technical Committee on Mechatronic Systems, the IFAC Technical Committee on Robust Control, the IFAC Technical Committee on Automotive Control as well as member of the board of Directors of The International Institute of Acoustics and Vibration (IIAV). Prof. Karimi is the recipient of the 2021 BINDT CM Innovation Award, the Web of Science Highly Cited Researcher in Engineering, the 2020 IEEE Transactions on Circuits and Systems Guillemin-Cauer Best Paper Award, August-Wilhelm-Scheer Visiting Professorship Award, JSPS (Japan Society for the Promotion of Science) Research Award, and Alexander-von-Humboldt-Stiftung research Award, for instance. Prof. Karimi is currently the Editor-in-Chief of the Journal of Cyber-Physical Systems, Subject Editor, Technical Editor or Associate Editor for some international journals and Book Series Editor for Springer, CRC Press and Elsevier. He has also participated as General Chair, keynote/plenary speaker, distinguished speaker or program chair for several international conferences in the areas of Control Systems, Robotics and Mechatronics.
Serra Húnter Fellow
Speech Title: Introducing Scheduling Flexibility
into Industrial Productive Systems to Enable Energy Transition
Abstract: The penetration of renewable energy sources into the
national electric grid matrices forces the need to increasing
flexibility in different ways (grid, storage and demand-side). A key
strategy is Industrial Demand Response, especially for intensive
electricity consumers. In this context, several initiatives aim to
adapt industrial production planning and scheduling to the renewable
generation and offer flexibility to electricity markets. The
Flex4Fact project gathers five European industries and analyses how
their production scheduling can be adapted to take higher advantage
of renewable self-generation facilities and offer flexibility of the
cluster as a whole. For this purpose, Digital Twins of industrial
processes allow identifying flexibility options and scheduling
algorithms aim to optimise production while taking into account the
energy vector. As future research, robotics and automation systems
are expected to increase flexibility options.
Biography: Dr. Bruno Domenech is
Associate Professor at the Department of Management of the Technical
University of Catalonia (UPC). His research, within the framework of
the Institute of Industrial and Control Engineering (IOC) and the
research group on Design and Optimisation of Processes and Services
(DOPS), focuses on the application of quantitative methods to solve
industrial problems with an applied, social and sustainable
approach. In particular, his main research areas are: energy
planning and production management. He has participated in several
European, Spanish and local research projects, and he is (co)author
of more than 50 publications, including books, book chapters and JCR
papers.
Speech Title: Process Management with Augmented
Reality And Mobile Devices
Abstract: The speech will cover
the aspect of modeling and describing real industrial processes.
Such a process integrates augmented reality (AR), mobile devices,
rule systems and various methods of articial intelligence, such as
image analysis using deep learning methods. A framework of
maintenance process supported by augmented reality and mobile
devices (which collect data from measurements) to support employees
during repair and service procedures will be presented. This system
uses interactive AR goggles, and integrates solutions that use
augmented reality to visualize objects in 3D space. This solution
significantly increases work safety. Moreover, some challenges and
future directions from process management perspective will be
discussed.
Biography: Joanna Kwiecień - a Professor at AGH
University of Krakow. She received her PhD degree in Automatics and
Robotics, and DSc degree at AGH-UST in 2004, and 2019, respectively.
She is a specialist on methods and algorithms of artificial
intelligence (mainly swarm intelligence), which have many
applications in robotics (e.g. path planning, swarm robotics). Her
interests include also modeling and optimization of real systems,
discrete optimization, and decision making. She is the author and
co-author of over 50 national and international research papers. She
has been a reviewer for several international conferences and
journals, such as: IEEE Transactions on Industrial Informatics,
Expert Systems with Applications, Swarm and Evolutionary
Computation. She has been involved in research projects as one of
the contractors - most of them has been funded by The National
Centre for Research and Development (NCBR).
Speech Title: Validation and Verification of
Autonomous Vehicles: Landscape, Challenges and an Open-Source
Validation Platform, PolyVerif
Abstract: The validation and
verification (V&V) of Artificial Intelligence (AI) based
cyber-physical systems, such as Autonomous Vehicles (AVs), remains a
complex and unresolved challenge. AVs incorporate subsystems in
areas including detection, sensor fusion, localization, perception,
and path planning, each of which integrates substantial AI/ML
content with traditional hardware and software components. The
intricacy involved in validating even a single subsystem is
formidable, and the task of validating the entire system is
exceedingly arduous. Thus, fundamental research aimed at advancing
the state-of-the-art in AV V&V is imperative. However, V&V
researchers encounter significant obstacles due to the extensive
infrastructure required to demonstrate the feasibility of any
proposed solutions. This talk presents PolyVerif, an open-source
initiative dedicated to expediting advancements in AV V&V research.
This framework offers an AI design and verification architecture
that includes a digital twin creation process, an open-source AV
engine, access to multiple open-source physics-based simulators, and
an open-source symbolic test generation engine. PolyVerif aims to
equip V&V researchers with a framework that extends the
state-of-the-art along any of the major axes of interest, utilizing
the remaining infrastructure to promptly showcase the feasibility of
their solutions. The open-source nature also provides the
opportunity for researchers to contribute their innovations to the
project. The talk will also include examples from several past and
ongoing projects leveraging PolyVerif.
Biography: Dr. M.
Ilhan Akbas, associate professor at the Electrical Engineering and
Computer Science Department, co-director of WIDE Lab, and a member
of the leadership team of the Center for Aerospace Resilient Systems
(CARS) at Embry-Riddle Aeronautical University (ERAU), has over 20
years of experience in the complex systems, modeling and simulation,
and validation & verification. He was a founding member of the
Advanced Mobility Institute at Florida Polytechnic University before
joining ERAU. He also has more than eight years of defense industry
and enterprise level software development experience. Dr. Akbas and
his research group's research has been supported through grants from
agencies such as National Science Foundation, Federal Aviation
Administration, Office of Naval Research, as well as industry. He is
a member of IEEE, ACM, AIAA, SAE, International Alliance for
Mobility Testing and Standardization, Complex Systems Society and
Cyber Safety Commercial Aviation Team.
Bio: Dr. Md. Khaja Mohiddin is currently handling the post of Dean Academics as well as Coordinator - Training and Placement and functioning towards Talent Aquisition, Training & Development, and Corporate Relations, etc. He received his B. Tech. Degree in Electronics and Communication Engineering from Al-Ameer College of Engineering and Information Technology, Andhra Pradesh, India, in 2009, M. Tech. Degree in Digital Electronics & Communication Systems from Chaitanya Engineering College, Andhra Pradesh, India, in 2012, Ph.D. in Wireless Communication & Mobile Adhoc Network from Gandhi Institute of Technology and Management (Deemed to be University), Visakhapatnam, Andhra Pradesh, India in 2020. He is currently working as a Associate Professor in the Department of Electronics and Telecommunication Engineering at Bhilai Institute of Technology, Raipur, (Chhattisgarh) since July, 2012. His research interests include Wireless Communication, Wireless Sensor Network, Image Processing, Global Positioning System, Artificial Intelligence, Machine Learning, Power Electronics and Power Systems. He has published more than 40+ research papers in national and international journals which are SCI/Scopus indexed. He has been associated with professional memberships in IEI, ISTE, ISRS, ISCA, ISRD. He has published around 4 international patents and 9 national patents with 1 Indian copyright. He has completed 2 research projects funded by CSVTU through TEQIP-III Cell. He has organized and coordinated many national and international conferences, seminars, workshops etc.