主題論壇 Mini-Symposium

Mini-symposium Title

Applications of AI/ML in Computational Mechanics and Engineering

Description

This mini-symposium focuses on the applications of Artificial Intelligence (AI) and Machine Learning (ML) in the field of computational mechanics, bringing together experts and scholars from academia, industry, and research institutions to explore how AI technologies are revolutionizing and advancing the development of computational mechanics. Key topics include, but are not limited to: applications of AI/ML in structural mechanics, structural optimization, and damage/model identification and inference; data-driven modeling in computational mechanics such as constitutive modeling and material property analysis; AI/ML-assisted and AI/ML-coupled traditional numerical methods; as well as interdisciplinary applications and challenges in biomechanics, mechanical engineering, civil engineering, aerospace, and beyond. The forum also addresses practical implementation challenges and potential solutions. Through this event, participants will gain in-depth insights into the latest AI/ML applications and development trends in computational mechanics, fostering collaboration and knowledge exchange across different domains to collectively advance the field.

Lead Organizer

Associate Prof. Tsung-Hui (Alex) Huang, Department of Mechanical Engineering, National Taiwan University, TAIWAN

Email: tsunghuihuang@ntu.edu.tw

Co-organizers

Prof. Chuin-Shan David Chen, Department of Civil Engineering, National Taiwan University, TAIWAN

Email: dchen@ntu.edu.tw

Associate Prof. Chi-Hua Yu, Department of Engineering Science, National Cheng Kung University, TAIWAN

Email: jonnyyu@gs.ncku.edu.tw

Mini-symposium Title

Computational Materials and Statistical Mechanics

Description

Statistical mechanics provides a mathematical framework which allows us to explain, understand and predict macroscopic physical properties from microscopic observations and parameters. In the past decade, there have been exciting developments in understanding the mechanics of nano- and bio- structures and materials from in silico investigation of materials. These developments have shown great potential for a wide range of engineering applications. Design of nanostructured and self-assembled materials to achieve materials with higher strength and performance for mechanical and energetic applications is currently receiving significant attention. Understanding the mechanics of these materials and their fundamental mechanisms are crucial for the design of innovative materials. This symposium will focus on the computational mechanics of nano- and bio- structures and materials, with an aim to represent the cutting edge research in mechanics and materials across multiple length scales for a wide range of engineering applications.

Lead Organizer

Prof. Shu-Wei Chang, Department of Civil Engineering, National Taiwan University, TAIWAN

Email: changsw@ntu.edu.tw

Co-organizers

Associate Prof. Chia-Ching Chou, Institute of Applied Mechanics, National Taiwan University, TAIWAN

Email: ccchou@iam.ntu.edu.tw

Prof. Chang-Wei Huang, Department of Civil Engineering, Chung Yuan Christian University, TAIWAN

Email: cwhuang@cycu.edu.tw

Prof. I-Ling Chang, Department of Mechanical Engineering, National Cheng Kung University, TAIWAN

Email: ilchang@mail.ncku.edu.tw

Mini-symposium Title

Emerging Frontiers in Computational Fluid Dynamics: Advanced Applications and Innovations

Description

This mini symposium aims to bring together researchers and practitioners to showcase and discuss recent advances in the application of Computational Fluid Dynamics (CFD) across a broad range of disciplines. As CFD continues to evolve with high-fidelity modeling, data-driven techniques, and high-performance computing, its impact extends beyond traditional domains to cutting-edge areas such as biomedical engineering, renewable energy, aerospace, environmental science, and multiphysics systems. The session welcomes contributions that demonstrate novel methodologies, interdisciplinary applications, or significant improvements in predictive capability, efficiency, or physical insight. By fostering dialogue among diverse CFD practitioners, this symposium seeks to highlight the expanding role of CFD in addressing complex, real-world challenges.

Lead Organizer

周逸儒 Yi-Ju Chou

國立臺灣大學應用力學研究所

yjchou@iam.ntu.edu.tw

Co-organizers

劉治綸 Chih-Lun Liu

國立臺灣大學應用力學研究所

chihlunl@ntu.edu.tw

Mini-symposium Title

Recent Advances in Acoustics and Vibration

Description

Acoustics and vibration are intrinsically interrelated, and these mechanical phenomena often have a huge impact on our daily lives, from listening to music to vehicle vibrations. Sound and vibration measurement and analysis techniques are critical in many industries such as aerospace, construction, automotive, electronics, manufacturing and healthcare, as they have significant influences on the quality of products and services, the performance or reliability of equipment and even public health and safety. In order to communicate new knowledge of sound and vibration, this mini-symposium is planned for gathering researchers to discuss their recent advances in acoustics and vibration research achievements on important theoretical and experimental aspects. Both fundamental works with potential for practical application and engineering development with modern technology for solving problems in acoustics and vibration are sincerely welcome.

Lead Organizer

Professor Jung-San Chen ​​​​, Department of Engineering Science, National Cheng Kung University, TAIWAN

Email: jschen273@mail.ncku.edu.tw

Co-organizers

Associate Professor Chien-Kai Wang, Department of Mechanical Engineering, National Taiwan University, TAIWAN

Email: ckwang@ntu.edu.tw

Mini-symposium Title

Computational physics and mechanics of biological and bio-inspired structural materials

Description

The development of computational physics and computational mechanics have been boosted in the recent decades due to the advancement of the high performance computing chipset and the requirement in sciences and engineering. It gives an impetus to use the computational way to explore physics and mechanics in many fields. Therefore, the progress of the computational methods and computational modelling is rapidly. This MS provides a platform for researchers to exchange his/her work which is especially related to but not limited to computational physics and computational mechanics of biological and bio-inspired structural materials. The computational method includes not only the continuum-based but also the particle-based approach whereas the computational modelling contains single-scale as well as multi-scale simulations.

Lead Organizer

Prof. Li-Wei Liu, Department of Civil Engineering, National Taiwan University, TAIWAN

Email: liweiliu@ntu.edu.tw

Co-organizers

Prof. Shu-Wei Chang, Department of Civil Engineering, National Taiwan University, TAIWAN

Email: changsw@ntu.edu.tw

Mini-symposium Title

Computational Mechanics of Materials Containing Microstructure and Micromechanism

Description

Material properties, such as elastic modulus, Poisson’s ratio, mass density, electric permittivity, magnetic permeability, thermal conductivity, heat capacity, and others, can be controlled by the microstructure and micromechanism within the material. Microstructural design may lead to passive materials, while micromechanism may give rise to active materials. When an internal energy source is present, materials with negative characteristics, such as those observed in non-Hermitian, non-reciprocal systems or active materials. Negative Poisson’s ratio of passive materials can be controlled by their microstructure only. Possible applications of the materials with internal microstructure or micromechanism are abundant, such as vibration and noise reduction, cloaking in electromagnetic, acoustical or thermomechanical fields, or unbounded effective material properties in composites. In this minisymposium, all computational aspects of understanding the effects of microstructure and/or internal microprocesses on linear or nonlinear material properties are welcome, including machine learning techniques and novel computational methods. Experimental or theoretical studies to correlate numerical results are also welcome.

Lead Organizer

Prof. Yun-Che Wang, Department of Civil Engineering, National Cheng Kung University, TAIWAN

Email: yunche@ncku.edu.tw

Mini-symposium Title

Advances and Applications in Meshfree and Particle Methods

Description

Meshfree and particle methods offer flexible, mesh-independent frameworks that are particularly effective for modeling large deformations, evolving discontinuities, and complex physical phenomena. Their inherent adaptability has enabled successful applications in diverse fields, including solid and fluid mechanics, geomechanics, biomaterials, and multi-physics systems. In recent years, the integration of meshfree methods with emerging areas—such as machine learning, data-driven modeling, optimization, and high-performance computing—has opened new avenues for both theoretical and applied research. These cross-disciplinary developments are pushing the boundaries of what meshfree approaches can achieve in science and engineering. This minisymposium aims to bring together researchers from engineering, mathematics, computer science, and industry to present recent advances in meshfree and particle methods, with particular emphasis on interdisciplinary applications and innovative computational strategies. We welcome contributions on theoretical formulations, algorithmic development, and real-world implementations.

Lead Organizer

Kuan-Chung Lin, Department of Civil Engineering, National Cheng Kung University, Taiwan

Email: kclin@gs.ncku.edu.tw

Ming-Jyun Dai, Department of Systems and Naval Mechatronic Engineering, National Cheng Kung University, Taiwan.

Email: mjdai@gs.ncku.edu.tw

Co-organizers

Judy P. Yang, Department of Civil Engineering, National Yang Ming Chiao Tung University, Taiwan.

Email: jpyang@nycu.edu.tw

Chia-Ming Fan, Department of Harbor and River Engineering, National Taiwan Ocean University, Taiwan.

Email: cmfan@ntou.edu.tw

Pai-Chen Guan, Department of Systems Engineering & Naval Architecture, National Taiwan Ocean University, Taiwan.

Email: Paichen@ntou.edu.tw

Tsung-Hui Huang, Department of Mechanical Engineering, National Taiwan University, Taiwan.

Email: tsunghuihuang@ntu.edu.tw

Mini-symposium Title

Applied Mechanics for Disease Diagnostics and Environmental Monitoring

Description

This forum explores the role of mechanics in advancing disease diagnostics and environmental monitoring. It highlights how solid mechanics enables sensitive biosensors and micro/nano-scale devices for detecting disease biomarkers. Fluid mechanics supports microfluidic platforms for efficient sample handling and rapid analysis, while dynamics and multiphysics approaches provide insights into time-dependent biological processes. The integration of wearable devices is also emphasized, enabling continuous, real-time health monitoring through mechanically engineered sensing systems.

Beyond biomedical applications, the forum addresses mechanics-based approaches for environmental monitoring, including water quality assessment and gas detection. Topics such as transport phenomena, sensing technologies, and system integration are discussed for real-time detection of pollutants and hazardous substances. By bridging mechanics with interdisciplinary innovations, this forum aims to advance both healthcare diagnostics and environmental sustainability.

Lead Organizer

Prof. Tzu-En Lin, Institute of Applied Mechanics, National Taiwan University, TAIWAN

Email: telin@iam.ntu.edu.tw

Co-organizers

Prof. Chien-Fu Chen, Institute of Applied Mechanics, National Taiwan University, TAIWAN

Email: stevechen@ntu.edu.tw

Mini-symposium Title

Multiphysics Computational Mechanics for Micro/Nano Devices: Sensors, Actuators, and Resonators

Description

Micro- and nano-scale devices — including sensors, actuators, and resonators — operate at length scales where multiple physical fields are inherently coupled, making multiphysics computational modeling essential to their design, optimization, and performance prediction. This mini-symposium focuses on the computational mechanics of functional micro/nano devices, with emphasis on the coupled interactions among mechanical, electromagnetic, optical, acoustic, thermal, and fluidic domains. Topics of interest include, but are not limited to: multiphysics modeling and simulation of MEMS/NEMS sensors, actuators, and resonators; opto-mechanical, electro-mechanical, and acousto-mechanical coupling in micro/nano structures; nonlinear dynamics and frequency stability of micro/nano resonators; computational approaches for piezoelectric, piezoresistive, and capacitive transduction mechanisms; size-dependent and surface effects in device-scale modeling; design optimization and inverse problems for multiphysics micro/nano devices; and novel numerical frameworks tailored for coupled-field problems at small scales. By bridging computational mechanics with device physics, this symposium aims to create a focused platform for researchers working at the intersection of multiphysics simulation and micro/nano device engineering, fostering cross-disciplinary exchange that advances both fundamental modeling capabilities and practical device innovation.

Lead Organizer

Prof. Wei-Chang Li, Institute of Applied Mechanics, National Taiwan University, TAIWAN

Email: wcli@iam.ntu.edu.tw

Mini-symposium Title

Mechanics, Materials, and Processes in Advanced Manufacturing

Description

Advanced manufacturing is reshaping the design and fabrication of materials, components, and structures across many engineering fields. This mini-symposium provides a forum for researchers and engineers working on advanced manufacturing technologies, such as additive manufacturing, and related advances in materials and processes. Topics of interest include process development, material behavior, mechanics-informed processing, process modeling and simulation, process–structure–property relationships, thermomechanical behavior, defect formation and control, hybrid manufacturing, sensing and monitoring, and mechanical or functional performance evaluation. Contributions spanning fundamental studies, enabling technologies, and engineering applications are welcome.

Lead Organizer

Prof. Yuan-Hui Chueh覺元彙, Institute of Applied Mechanics, National Taiwan University, TAIWAN

E-mail: chuehyh@ntu.edu.tw

Co-organizers

Prof. Chih-Lun Liu 劉治綸, Institute of Applied Mechanics, National Taiwan University, TAIWAN

E-mail: chihlunl@ntu.edu.tw

Prof. Dian-Ru Li 李典儒, Department of Mechanical Engineering, National Taiwan University, TAIWAN

E-mail: dianrul@ntu.edu.tw

Mini-symposium Title

Computational Mechanics for Thermal-Fluid Systems and Energy Transport

Description

Thermal-fluid phenomena play a critical role in a wide range of engineering applications, particularly in emerging technologies such as high-power electronics, energy systems, and advanced manufacturing. This mini-symposium aims to highlight recent advances in computational mechanics approaches for understanding, predicting, and designing thermal-fluid systems. The focus is on heat, mass, and momentum transport processes across multiple scales, where strong coupling between flow, temperature, and physical properties governs system performance and reliability. Topics of interest include, but are not limited to, high heat flux thermal management, phase-change heat transfer, microscale and confined flows, and transport processes in complex geometries. Contributions that provide physical insight, modeling innovation, or application-driven studies are all welcome. This session seeks to bring together researchers from different areas of computational mechanics to address the growing challenges in thermal-fluid systems and energy transport.

Lead Organizer

Prof. Hua-Yi Hsu, Department of Mechanical Engineering, National Yang Ming Chiao Tung University, TAIWAN

E-mail: huayihsu@nycu.edu.tw

Co-organizers

Prof. Yu-Chen Lin, Department of Mechanical Engineering, National Chung-Cheng University, TAIWAN

E-mail: imeyclin@ccu.edu.tw

Mini-symposium Title

Multiphysics Numerical Modeling of Electrochemical Processes in Energy Storage Systems

Description

The increasing demands in portable electronics and electric vehicles drive the fast development of advanced energy storage technologies. Better understanding of the electrochemical mechanisms behind these technologies is key to improving their performance and efficiency. This minisymposium focuses on the numerical simulation of electrochemical processes in energy materials and devices, including secondary batteries, solar cells, fuel cells, and hydrogen production systems. Topics cover key mechanisms such as interfacial phenomena, charge transport, degradation, as well as the multiscale and multiphysics coupling. Numerical approaches include first-principles calculations, molecular dynamics, finite element analysis, phase-field modeling, and data-driven methods. Furthermore, it is encouraged that contributions incorporate experimental research to validate simulations and illustrate their practical applications.

Lead Organizer

Prof. Chih-Hung Chen, Institute of Applied Mechanics, National Taiwan University, TAIWAN

E-mail: chchen@iam.ntu.edu.tw

Mini-symposium Title

Numerical Modeling in the Design of Seismic Metamaterials

Description

Seismic metamaterials have recently emerged as a promising technology for earthquake protection. These engineered materials typically consist of periodic or non-periodic arrays of unit cells with internal structures designed to function as mechanical resonators, effectively attenuating seismic waves through localized energy dissipation. In recent years, progress in theoretical modeling, numerical simulation, and experimental validation has enabled the development of diverse design strategies, advancing both fundamental understanding and application potential. This mini-symposium aims to provide a platform for the exchange of recent advances in seismic metamaterials research. Topics include, but are not limited to, continuum and discrete models, wave attenuation mechanisms, finite element and analytical methods, as well as the investigation of effective anisotropic or extremal material properties. Particular emphasis will be placed on the design of novel architectures, exploration of feasible frequency ranges, size effects associated with geometric configurations, and the transition from conceptual models to practical implementations. Contributions that bridge theory, modeling, and real-world applications are especially encouraged, with the goal of fostering interdisciplinary dialogue and promoting future developments in the field.

Lead Organizer

Prof. Tungyang Chen, Department of Civil Engineering, National Cheng Kung University, TAIWAN.

Email: tchen@mail.ncku.edu.tw

Co-organizers

Prof. Kuo-Chun Chang, Department of Civil Engineering, National Taiwan University, TAIWAN.

Email: ciekuo@ntu.edu.tw

Mini-symposium Title

Fracture and Damage Modeling of Advanced Composite Structures

Description

This mini-symposium aims to create a collaborative platform for exploring the latest computational and analytical methods used to simulate non-linear deformation and fracture behaviors in advanced composite materials. We welcome research encompassing a wide variety of material systems, including polymer, ceramic, and metal matrices, as well as diverse reinforcement types (such as carbon or glass fibers) and internal architectures (like laminates, woven fabrics, and spread tows). Furthermore, the scope extends to multi-scale modeling approaches across various length and time domains. We highly encourage submissions investigating different loading conditions ranging from quasi-static to dynamic along with progressive degradation phenomena like fatigue. Cutting-edge advancements in the constitutive modeling and kinematic descriptions of composite failure mechanisms are also a key focus of this session.

Lead Organizer

Prof. Yu-Jui Liang, Department of Aeronautics and Astronautics, National Cheng Kung University, TAIWAN.

Email: yliang@gs.ncku.edu.tw

Co-organizers

Prof. Rong-Can Hong, Department of Mechanical Engineering, National Cheng Kung University, TAIWAN.

Email: rchong@gs.ncku.edu.tw

Mini-Symposium Title

Recent Advances in Computational Biology and Biomedical Science

Description

This multidisciplinary session explores cutting-edge advancements in computational and quantitative biomedicine for diverse applications. The topics include, but are not limited to, biophysics, biomechanics, computational biology, analysis of biomedical data, nonlinear signal process and analysis in biological systems, biomedical instrumentation and therapeutics, computational simulation, modelling of complex biomedical imaging and systems, and AI-based applications in biomedicine. This mini-symposium will provide a vital platform for participants to discuss recent advancements and future directions in quantitative biomedical science.

Lead Organizer

Prof. Wei-Wen Liu, Graduate Institute of Oral Biology, National Taiwan University, TAIWAN.

Email: wwliu@ntu.edu.tw

Co-organizers

Prof. Cheng-Chuan Lin, Department of Mechanical Engineering, National Taipei University of Technology, TAIWAN.

Email: ccl@mail.ntut.edu.tw

Mini-Symposium Title

Physics-Informed Reinforcement Learning and Intelligent Decision-Making in Computational Mechanics.

Description

This MS aims to provide a platform for researchers to discuss how advanced computational strategies can transform static mechanical models into adaptive, self-learning, and intelligent systems. The scope includes, but is not limited to:

Physics-Informed Reinforcement Learning: Embedding governing equations (e.g., vibration equations, equilibrium, or constitutive laws) into RL training architectures (such as DDPG, PPO, or Actor-Critic models). 

Active Structural Control and Disaster Mitigation: Computational algorithms and strategies for real-time vibration control in civil, mechanical, and aerospace structural systems.

Intelligent Structural Health Monitoring (SHM): Advanced computational strategies for anomaly detection, feature extraction, and automated decision-making based on structural response data.

Digital Twins and Real-time Feedback Loops: Development of closed-loop computational models that interact with physical environments through intelligent agents and real-time data assimilation.

Lead Organizer

Prof. Tzu-Kang Lin, Department of Civil Engineering, National Yang Ming Chiao Tung University, TAIWAN

Email: tklin@nycu.edu.tw

Prof. Shieh-Kung Huang, Department of Civil Engineering, National Chung Hsing University, TAIWAN

Email: skhuang@nchu.edu.tw

Mini-Symposium Title

先進封裝論壇

Lead Organizer

Prof. Chi-Hua Yu 游濟華

Department of Engineering Science, National Cheng Kung University, TAIWAN

Email: jonnyyu@gs.ncku.edu.tw

Mini-symposium Title

Machine Learning Applications in Civil Engineering

Description

Rapid advances in machine learning, artificial intelligence, and data-driven computational methods are driving a significant transformation in civil engineering. As aging, urbanization, climate change, natural hazards, and complex operational demands increase the challenges for civil infrastructure systems, machine learning offers engineers new opportunities to improve the analysis, design, monitoring, maintenance, and management of these systems.

This mini-symposium brings together researchers, engineers, and practitioners to discuss recent developments and emerging applications of machine learning in civil engineering. We welcome contributions on a wide range of topics, including but not limited to structural health monitoring, damage detection and diagnosis, performance prediction, risk and reliability assessment, infrastructure asset management, smart construction, geotechnical engineering, transportation systems, disaster prevention and mitigation, and resilience assessment of civil infrastructure.

Particular emphasis will be placed on integrating machine learning with numerical simulation, sensing technologies, digital twins, optimization methods, uncertainty quantification, and physics-informed modeling. Topics may include supervised and unsupervised learning, deep learning, reinforcement learning, surrogate modeling, data assimilation, computer vision, natural language processing, and hybrid physics-data-driven approaches. Studies addressing interpretability, generalization, robustness, data scarcity, model validation, and practical implementation are also highly encouraged.

By providing a platform for interdisciplinary exchange, this symposium advances the development of reliable, interpretable, and practical machine learning methods for civil engineering applications. We aim to promote innovative solutions that enhance the safety, sustainability, efficiency, and resilience of civil infrastructure systems.

Lead Organizer

Associate Researcher. Wei-Tze (Aries) Chang, National Center for Research on Earthquake Engineering, TAIWAN

Email: wtchang@niar.org.tw

Co-Organizers

Associate Professor Peng-Yu Chen, Department of Civil Engineering, National Central University, TAIWAN.

Email: sam75782008@ncu.edu.tw

Associate Professor Rih-Teng Wu, Department of Civil Engineering, National Taiwan University, TAIWAN.

Email: rihtengwu@ntu.edu.tw

Mini-Symposium Title

Software Showcase on Computational Mechanics.

Description

As computational mechanics becomes increasingly vital across sectors like semiconductor packaging, biomedical materials, electronic product design, automotive engineering, and smart manufacturing, the demand for high-performance simulation, multi-physics coupled analysis, and digital transformation has grown urgent. However, a gap remains between academic research and practical industrial implementation. To address this challenge, this mini-symposium is designed to serve as a high-level, interactive platform that seamlessly integrates software developers, industrial enterprises, and academic researchers.