Machine Learning in Structural Analysis Professors and Supervisors in Greece

Evangelos Kalampokisمشاهده پروفایل

استادیار

University of MacedoniaGreece

Evangelos Kalampokis serves as Assistant Professor of Information Systems and eGovernment at the Department of Business Administration, University of Macedonia, Greece. He maintains additional affiliations with the Hellenic Open University as an Adjunct Lecturer and with the Information Technologies Institute of the Centre for Research & Technology - Hellas (CERTH-ITI) in Thessaloniki. Dr. Kalampokis earned his Diploma (MEng) in Electrical and Computer Engineering from Aristotle University of Thessaloniki, followed by an MSc in Business Administration-MBA from the University of Macedonia, and completed his Ph.D. on "Linked Open Government Data Analytics" at the same institution. His academic foundation bridges engineering, business administration, and data science. His research spans Digital Government, Digital Health, Business Intelligence, Explainable Artificial Intelligence, Large Language Models, and Knowledge Graphs. With over fourteen years of experience, he has served as technical consultant and project initiator for numerous EU-funded initiatives including H2020 OpenGovIntelligence and FP7 OpenCube. His work consistently focuses on practical applications of advanced data technologies in public sector contexts, with particular emphasis on creating usable AI systems that government agencies can implement. Dr. Kalampokis' recent publications reveal a strategic shift toward healthcare applications of AI, particularly in oncology and cardiology, while maintaining his strong foundation in government data systems. His work demonstrates increasing sophistication in combining Large Language Models with structured government data to create practical decision support tools across multiple domains including healthcare, legal interpretation, and urban planning. He has published over 95 papers in high-impact journals including PLOS Digital Health (IF: 7.7), IEEE Intelligent Systems (IF: 6.1), and Journal of Web Semantics (IF: 3.1), establishing himself as a leading researcher at the intersection of AI and public sector applications. Dr. Kalampokis serves as proposal evaluator for the European Commission under Horizon Europe and has organized major conference tracks including the "AI, Data Analytics & Automated Decision Making" Track at EGOV-CeDEM-EPART 2023. His current research portfolio includes digiGOV-innoHUB (European Digital Innovation Hub for Digital Governance), TealHelix (Building Resilience Through Inclusive Food Labeling), and AI4Deliberation (Artificial Intelligence for Democratic Deliberations), reflecting his growing influence in shaping Europe's digital governance landscape.

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Angelo Sifalerasمشاهده پروفایل

استاد

University of MacedoniaGreece

Angelo Sifaleras is a Full Professor at the Department of Applied Informatics, School of Information Sciences, University of Macedonia (Thessaloniki, Greece). He also serves as an Adjunct Professor of Quantitative Methods at the Hellenic Open University. His academic credentials include a Ph.D. in Applied Informatics (University of Macedonia, 2007) and a B.Sc. in Mathematics (Aristotle University of Thessaloniki, 1999). Research Focus: Professor Sifaleras specializes in Mathematical Programming , Network Optimization , and Heuristic Methods . His work integrates computational optimization with real-world logistics, supply chains, and sustainable systems. Key research themes include metaheuristic algorithms for vehicle routing, pollution-aware logistics, and parallel computing solutions for network analysis. Publication Trends: His 15 most recent articles emphasize hybrid metaheuristics (e.g., combining reinforcement learning with Variable Neighborhood Search), sustainable supply chain modeling, and high-performance computing applications. Dominant domains include operations research, environmental optimization, and educational algorithm visualization. Teaching & Service: He instructs courses in Combinatorial Optimization, Linear Algebra, and Heuristic Methods, employing tools like CPLEX, Gurobi, and SageMath. As an editor for Operations Research Forum and the Yugoslav Journal of Operations Research , he supports academic discourse in optimization. A Senior ACM member, he contributes to conferences like ICVNS and ITS.

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Georgios Kokosalakisمشاهده پروفایل

استادیار

The American College of GreeceGreece

Dr. Georgios Kokosalakis serves as Assistant Professor at the School of Business and Economics, American College of Greece (ACG), and Executive Director of the Center of Excellence in Logistics, Shipping and Transportation (CoELST). He maintains dual academic roles as Senior Research Associate at University of Patras' Civil Engineering Department and Educational Counselor at MIT, while also directing industry ventures through Proteus Marine Ltd. His academic credentials include: Science Doctorate in Civil and Environmental Engineering, MIT (2006) Master of Science in Civil and Environmental Engineering, MIT (2000) Diploma in Civil Engineering (Structural Division), National Technical University of Athens (1998) Dr. Kokosalakis' research centers on Maritime Systems and Environmental Protection, with emphasis on operational efficiency, energy conservation, and emissions control in shipping logistics. His interdisciplinary approach integrates large data analytics, systems modeling, and sensor technology to develop practical solutions for sustainable maritime operations while addressing environmental pollution challenges. Recent publications (2019-2021) reveal dual research trajectories: maritime-focused work on energy efficiency impacts on container ship valuation, regulatory responses in shipping, and pandemic effects on second-hand markets; and civil engineering contributions to water distribution network optimization through probabilistic modeling of minimum night flow and real losses. This cross-disciplinary pattern demonstrates his ability to transfer methodologies between maritime and infrastructure domains. His scientific recognition includes: Schoettler Fellowship Award from MIT (2002-2003) Technical Chamber of Greece Best Thesis Award (1998) Exceptional Student Performance Awards (1995-1997) Active grant funding supports his research through projects with Athens Water Supply Company (2021), Greece's Center for Renewable Energy Sources (2020), and Hellenic Foundation for Research Innovation (2019). His industry experience as a shipowner and Proteus Marine Ltd Director provides practical grounding for academic work, though specific student supervision details aren't documented in available materials. The Center of Excellence in Logistics, Shipping and Transportation (CoELST) functions as his primary research ecosystem, facilitating collaborations between ACG, University of Patras, MIT, and maritime industry partners to advance sustainable transportation solutions through integrated engineering and business perspectives.

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Nikolaos Bakasمشاهده پروفایل

استادیار

The American College of GreeceGreece

Dr. Nikolaos Bakas serves as an Assistant Professor in the Information Technology Department at the School of Liberal Arts and Sciences, The American College of Greece, Deree. His academic profile centers on bridging theoretical mathematics with practical machine learning implementations through rigorous algorithmic development. His research program focuses on fundamental mathematical modeling of machine learning systems , with specialized expertise in Numerical Methods and High-Performance Computing (HPC) . Key contributions include stochastic optimization algorithms (notably the ITSO framework), gradient-free neural network training techniques, and computational mechanics applications. This interdisciplinary work connects theoretical mathematics with engineering solutions in structural analysis and environmental risk assessment. Analysis of his 2019-2023 publications reveals a clear trajectory toward practical HPC implementations of machine learning frameworks, with increasing emphasis on domain-specific applications. His research consistently addresses computational efficiency challenges while maintaining mathematical rigor, particularly in stochastic search methods and partition-based approximation systems. As Principal Investigator for multiple industry and academic projects, Dr. Bakas demonstrates active research leadership with direct organizational consulting experience. His project portfolio indicates strong translation of theoretical research into real-world AI and HPC adoption, though specific grant details remain undisclosed.

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John P. Makrisمشاهده پروفایل

استاد

Hellenic Mediterranean UniversityGreece

Professor John P. Makris is a distinguished academic at the Hellenic Mediterranean University where he serves in the Department of Electronics Engineering. With over 25 years of experience in geophysics and seismology, Professor Makris has established himself as a leading researcher in earthquake prediction and seismic monitoring, particularly in the seismically active Hellenic Arc region of Greece. His academic journey began with a BSc in Physics (1992) followed by a PhD in Applied Geo-Electromagnetism (1997), both from the National and Kapodistrian University of Athens (NKUA). Professor Makris has held significant leadership roles including Head of the Department of Electronics Engineering (2008-2012) and Head of the Institute of Natural Resources and Natural Hazards (2005-2015). Professor Makris's research spans several interconnected domains: Seismoelectromagnetic phenomena and earthquake prediction through VAN method Magnetotelluric studies of the Hellenic subduction zone Development of seismic monitoring networks (HC-SNC) Structural health monitoring systems for earthquake zones Integration of machine learning and IoT technologies with seismic monitoring His recent publications (2024) demonstrate a strategic evolution toward incorporating modern computational methods with traditional geophysical approaches. This work focuses on laboratory studies of rock fracturing, smart sensor networks, and analysis of recent seismic sequences in Central Crete. Professor Makris has secured significant research funding throughout his career, with '25+ research projects (funding ~4.5M€)'. His work has resulted in '60+ articles in refereed journals and conference proceedings, 7 monographs' with 815 citations according to ResearchGate metrics. As supervisor of HC-SNC (2002-2024), Professor Makris has led the development of critical seismic monitoring infrastructure in Crete. His laboratory work bridges theoretical modeling and practical instrumentation development, creating comprehensive research opportunities for students and collaborators.

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