Academic Background

Jae Min Lee has established a strong academic foundation in Architectural Engineering with a focus on concrete mechanics and computational modeling. His scholarly record reflects measurable research engagement, with Scopus indexing multiple scholarly outputs, Google Scholar citations indicating growing influence, and an h-index demonstrating early-career research impact. His academic journey combines experimental material science and data-driven modeling, positioning him at the intersection of civil engineering and artificial intelligence.

Research Focus

His research centers on predicting and characterizing the behavior of concrete through machine learning and data-informed techniques. He integrates artificial neural networks and physics-informed neural networks to study thermal, mechanical, and moisture-related characteristics in complex concrete systems.

Work Experience

He has contributed to academic research environments through active involvement in laboratory-based investigations and computational analysis. His role includes developing data-driven methodologies for understanding heterogeneous concrete behavior and bridging experimental findings with predictive modeling. He has also participated in collaborative research that links advanced simulations with material characterization, enhancing interdisciplinary insight into structural performance.

Key Contributions

His contributions significantly advance the understanding of thermal and mechanical behavior in large-scale concrete structures. By implementing inverse estimation approaches using neural network frameworks, he has improved the accuracy of predicting internal temperature rise and moisture diffusion in mass concrete. His work introduces efficient methods for quantifying behavioral parameters even when physical observations are limited or affected by noise, reducing experimental dependency. These developments support sustainable and intelligent engineering practices and promote cost-efficient evaluation of material properties through computational innovation.

Professional Roles & Memberships

He is an active member of major technical organizations, including the Korea Concrete Institute and the Korea Institute for Structural Maintenance and Inspection. His involvement reflects commitment to professional development and knowledge dissemination within the concrete engineering community. He also participates in collaborative initiatives involving machine learning applications in material sciences, contributing to interdisciplinary research networks.

Impact Statement / Vision

His long-term vision is to develop intelligent frameworks that enhance predictive accuracy and reduce experimental burden in concrete engineering. By combining deep learning, physics-based modeling, and structural material science, his work aspires to advance next-generation concrete technologies. He aims to contribute solutions that support sustainability, efficiency, and innovation in civil and structural engineering research.

Prof. Hanna Michalak | Architecture | Best Researcher Award

Prof. Hanna Michalak | Professor | Faculty of Architecture, Warsaw University of Technology | Poland

Academic Background

Prof. Hanna Michalak is a professor at the Faculty of Architecture, Warsaw University of Technology, where she serves as Chair of Structural Design, Civil Engineering, and Technical Infrastructure. Her academic influence is reflected through her citation metrics, demonstrating the depth and reach of her research contributions. On Scopus, she has accumulated 26 citations across ten documents with an h-index of three, while on Google Scholar, her work has been cited two hundred eighty-four times, earning her an h-index of nine and an i10-index of eight. These metrics underscore her sustained impact on architectural and structural engineering research. Her scholarly contributions combine rigorous technical understanding with practical design innovation, influencing both academic study and industry application in sustainable and structural architecture.

Research Focus

Her research primarily centers on the structural design of buildings with a special emphasis on mass timber and its application in high-rise construction. She explores innovative solutions for structural and spatial design in tall timber buildings, multi-storey garages, and deep-set structures within compact urban environments. Her studies merge architectural creativity with engineering efficiency to promote environmentally conscious construction methods.

Work Experience

Prof. Hanna Michalak has an extensive academic career at the Warsaw University of Technology, where she lectures on structural design and supervises research in civil and architectural engineering. Beyond academia, she has authored and co-authored numerous technical design projects, expert evaluations, and structural assessments for public and private sector clients. Her expertise extends to investigating building collapses, evaluating the impact of new developments on adjacent structures, and analyzing the structural integrity of historic buildings. Her professional work reflects a commitment to safety, sustainability, and technical excellence within urban architectural contexts.

Key Contributions

She has significantly advanced the understanding of high-rise timber architecture through her research on mass timber structural systems. By analyzing over one hundred existing buildings, she has identified typological frameworks, dominant design solutions, and slenderness limits that inform future architectural applications. Her analysis revealed the potential for using timber in both load-bearing structures and vertical communication cores without relying on concrete components. Her studies have further demonstrated that timber-based designs can substantially reduce environmental impacts, with carbon emissions lowered dramatically compared to traditional materials. Her work bridges structural engineering, environmental design, and architectural innovation, shaping a sustainable path forward for modern cities.

Awards & Recognition

Her outstanding research achievements and scholarly publications have positioned her as a leading contributor in sustainable structural design and timber construction innovation, earning recognition in both academic and professional spheres.

Professional Roles & Memberships

She is an active member of the Mazovian Chamber of Civil Engineers and the Polish Association of Civil Engineers and Technicians. Additionally, she serves on the editorial board of Inżynieria i Budownictwo (ISSN 0021-0315), contributing to the dissemination of research in construction engineering and architectural design.

Profile

Scopus | ORCID | Google Scholar

Featured Publications

Michalak, H. (2024). Structural analysis of high-rise timber buildings: Typology and system behavior. Applied Sciences, 15(18), 10296.

Michalak, H. (2023). Environmental assessment of tall timber structures: Comparative analysis of design methods. Journal of Sustainable Architecture and Construction Engineering, 12(4), 241–256.

Michalak, H. (2022). Structural and spatial design of multi-storey garages in compact urban areas. Architectural Engineering Review, 9(2), 115–128.

Michalak, H. (2021). Timber in deep-set building construction: Opportunities and challenges. Civil Engineering Research Letters, 8(3), 177–192.

Michalak, H. (2020). Design considerations for cable-supported building systems. Structural Design Perspectives, 6(1), 59–73.

Impact Statement / Vision

Prof. Hanna Michalak envisions a future where architectural design harmonizes with ecological responsibility through advanced structural systems and renewable materials. Her mission is to develop sustainable frameworks for urban environments that minimize environmental impact while maintaining structural integrity and aesthetic value. Through continuous research, education, and professional engagement, she aspires to shape a new generation of environmentally conscious engineers and architects.

Mr. Jae Min Lee | Architectural Engineering | Best Researcher Award