Conference

2024

• Azad M. M., Jung J., Munyaneza O., Sohn J.W., Kim H.S., “Lamb Wave-Based Data-Driven Approach for Damage Severity and Zone Identification in Composite Structures Using Graph Convolutional Network,” 7th International Conference on Materials and Reliability (ICMR) 2024, Dec 3 – Dec 6, 2024, The Westin Josun Busan, Busan, Republic of Korea. 

• Azad M. M., Kim H. S., “Interpretable Vision Transformer for Damage Detection of Laminated Composites,” 26th International Conference of the Theoretical and Applied Mechanics (ICTAM 2024), Aug 25 – Aug 30, 2024, Daegu, Republic of Korea.

• Kim D., Azad M. M., Kim H. S., Chung J.H., “Design Optimization and Metamodel-based Sensitivity Analysis of Various Sterilization Shredder”. 2024 American Institute of Aeronautics and Astronautics (AIAA) SciTech Conference. Jan 08 – Jan 12, 2024, Orlando, Florida, USA. 

2023

• Azad, M. M., Kim, H. S., “Machine Learning Based Structural Health Monitoring of Laminated Composite Structures”. 3rd International Conference on Polymers and Composites (ICPC 2023). Nov 28 – Nov 29, 2023, National Textile University (NTU), Faisalabad, Pakistan.

• Kim, S. J., Azad, M. M., Song J., Kim, H. S., “WGAN-based Time Series Data Augmentation for Resolving Data Imbalance”. Korean Society of Mechanical Engineering (KSME International Conference 2023). Nov 01 - Nov 03, 2023, Songdo Convensia, Incheon, Republic of Korea.

2022

• Azad, M. M., Kim, S. J., Khalid, S., Kim, H. S., “Structural vibration-based delamination assessment of laminated composites using deep learning”. Korean Society of Mechanical Engineering (KSME International Conference 2022). Nov 09 - Nov 12, 2022, ICC Jeju, Jeju, Republic of Korea. (Best Presentation Award)

2021

• Hwang, H., Khalid, S., Azad, M. M., Kim, H. S., Chattopadhyay, A. “Turbine fault detection of intelligent digital power plant using optimal sensor selection”. Asia Pacific Conference of the Prognostics and Health Management Society (PHMAP), Sep 8 – Sep 11, 2021, Ramada Plaza Jeju Hotel, Jeju, Republic of Korea.

2024

• Khalid S., Yazdani M. H., Azad M. M., Kim H.S., “Optimizing Fatigue Resistance in Composite Materials Using Data-Driven Surrogate Models”. 2024 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 21 - Nov 22, 2024, Jeonbuk National University International Convention Center, Jeollabuk-do, Republic of Korea.

• Azad M. M., Jung J., Kim H.S., “Damage Severity and Zone Identification in Laminated Composites using Graph Convolutional Network”. 2024 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 21 - Nov 22, 2024, Jeonbuk National University International Convention Center, Jeollabuk-do, Republic of Korea.

• Jung J., Azad M. M., Kim H.S., “Machine Learning based Damage Localization and Severity Estimation in Laminated Composites”. 2024 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 21 - Nov 22, 2024, Jeonbuk National University International Convention Center, Jeollabuk-do, Republic of Korea.

• Azad M. M., Jung J., Kim H.S., “Damage Identification and Quantification in Mobility Composite Structures using Deep Transfer Learning,” The Korean Society for Composite Materials (KSCM) Fall Conference 2024, Nov 13 – Nov 15, 2024, Busan Port International Exhibition Convention Center (BPEX), Busan, Republic of Korea. 

• Azad M. M., Jung J., Kim H.S., “Lamb waves-based damage zone and severity identification in laminated composites using deep learning,” Korean Society of Mechanical Engineering (KSME International Conference 2024), Nov 6 – Nov 9, 2024, ICC Jeju, Jeju, Republic of Korea. (International Session)

• Jung J., Azad M. M., Kim H.S., “Lamb Wave-Based Damage Localization and Severity Assessment in Composite Laminates,” Korean Society of Mechanical Engineering (KSME International Conference 2024), Nov 6 – Nov 9, 2024, ICC Jeju, Jeju, Republic of Korea. 

• Jung J., Azad M. M., Kim H.S., “Multi-feature Extraction based Damage Quantification of Composite Structures,” Korean Society of Noise and Vibration Engineering (KSNVE), Oct 23 – Oct 26, 2024, High One Resort Convention Tower, Jeongseon, Gangwon-do, Republic of Korea. 

• Azad M. M., Jung J., Kim H.S., “Deep Learning-based Damage Zone Prediction in Laminated Composites Using Lamb Waves,” Korean Society of Noise and Vibration Engineering (KSNVE), Oct 23 – Oct 26, 2024, High One Resort Convention Tower, Jeongseon, Gangwon-do, Republic of Korea. 

• Azad M.M., Shah A.U.R, Prabhakar M.N., Kim H.S., “Micro-Level Damage Detection in Laminated Composites Using Transfer Learning,” KMSM 2024 Symposium, July 11 – July 12, 2024, Seoul Techno Park, Seoul National University of Science and Technology, Republic of Korea.

• Jung J., Cheon Y., Azad M.M., Kim H.S., “Damage Severity Assessment in Laminated Composites Using Ensemble Learning,” KMSM 2024 Symposium, July 11 – July 12, 2024, Seoul Techno Park, Seoul National University of Science and Technology, Republic of Korea.

• Azad M.M., Shah A.U.R, Prabhakar M.N., Kim H.S., “Deep Learning-Based Fracture Surface Analysis of Laminated Composites,” PHM Korea 2024 Regular Academic Conference, June 24 – June 26, 2024, The K Hotel Seoul, Republic of Korea.

• Cheon Y., Azad M.M., Jung J., Song J., Kim H.S., “Application of Explainable Artificial Intelligence and Transfer Learning for Delamination Detection in CFRP Composites,” PHM Korea 2024 Regular Academic Conference, June 24 – June 26, 2024, The K Hotel Seoul, Republic of Korea.

• Azad M. M., Cheon Y. B., Jung J., Kim H. S., “An Interpretable Deep Learning Approach for Vibration-Based Damage Detection of Laminated Composites,” Korean Society of Noise and Vibration Engineering (KSNVE), May 22 – May 24, 2024, Ramada Plaza Jeju Hotel, Jeju, Republic of Korea. 

• Kim D., Azad M. M., Jung J., Ki K., Kim H. S., “Stress prediction and optimization of mechanical systems through CAE-based surrogate model”. KSME CAE and Applied Mechanics Division 2024 Spring Conference. May 01 – May 04, 2024, Phoenix Island, Jeju, Republic of Korea.

2023

• Azad, M.M., Kim, H.S., “Machine Learning Based Structural Health Monitoring of Laminated Composite Structures”. 3rd International Conference on Polymers and Composites (ICPC 2023). Nov 28 – Nov 29, 2023, National Textile University (NTU), Faisalabad, Pakistan. (International Conference)

• Azad, M. M., Cheon, Y. B., Kim, S. J., Kim, H. S., “Damage Detection of Laminated Composites Using Hybrid Multi-Channel Convolutional Autoencoder”. 2023 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 16 - Nov 17, 2023, Chuncheon Bears Hotel, Gangwon-do, Republic of Korea.

• Kim, S. J., Azad, M. M., Song J., Kim, H. S., “WGAN-based Time Series Data Augmentation for Resolving Data Imbalance”. Korean Society of Mechanical Engineering (KSME International Conference 2023). Nov 01 - Nov 03, 2023, Songdo Convensia, Incheon, Republic of Korea.

• Azad, M. M., Kim, S. J., Cheon, Y. B., Kim, H. S., “Feature Engineering for Composite Damage Detection using Empirical Mode Decomposition and 3D Convolutional Auto-Encoder”. PHM Korea 2023 Regular Academic Conference. Jul 03 - Jul 05, 2023, The K Hotel Seoul, Republic of Korea.

• Kim, S. J., Azad, M. M., Kim, H. S., “Performance Comparison of Various Time-Series Data Augmentation Techniques”. PHM Korea 2023 Regular Academic Conference. Jul 03 - Jul 05, 2023, The K Hotel Seoul, Republic of Korea.

• Azad, M. M., Kim, S. J., Kim, H. S., “Deep Learning-Based Delamination Assessment of Laminated Composites Using Limited Structural Vibration Data”. 2023 Spring Conference in CAE and Applied Mechanics, KSME. May 17 - May 20, 2023, BEXCO (55 APEC-ro, Haeundae-gu, Busan, Republic of Korea)

• Kim, S. J., Azad, M. M., Kim, H. S., “Data Augmentation using Wasserstein GAN model for Laminated Composites and fault state classification”. 2023 Spring Conference in CAE and Applied Mechanics, KSME. May 17 - May 20, 2023, BEXCO (55 APEC-ro, Haeundae-gu, Busan, Republic of Korea)

2022

• Azad, M. M., Kim, S. J., Khalid, S., Kim, H. S., “Multi-Class Generative Adversarial Network-Based Data Augmentation for Delamination Assessment of Laminated Composites”. KMSM 2022 Symposium. Dec 15 - Dec 16, 2022, The K Hotel Seoul, Republic of Korea. (Best Poster Award)

• Kim, S. J., Azad, M. M., Sohn, J. W., Kim, H. S., “Data Augmentation and Validation method for Laminated Composites using GAN model”. KMSM 2022 Symposium. Dec 15 - Dec 16, 2022, The K Hotel Seoul, Republic of Korea.

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “LHS Data-Driven Surrogate Model for Sensitivity Analysis and Design Optimization of Medical Waste Shredder”. KMSM 2022 Symposium. Dec 15 - Dec 16, 2022, The K Hotel Seoul, Republic of Korea. (Excellent Poster Paper Award)

• Kim, S. J., Azad, M. M., Sohn, J. W., Kim, H. S., “Classification of Defects in Laminated Composites using LSTM-GAN and CNN Models”. 2022 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 24 - Nov 25, 2022, Sokcho, Republic of Korea.

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “Stress Estimation and Sensitivity Analysis of Medical Waste Shredder Using Surrogate Model”. 2022 Computational Structural Engineering Institute of Korea (COSEIK) Symposium. Nov 24 - Nov 25, 2022, Sokcho, Republic of Korea.

• Azad, M. M., Kim, S. J., Khalid, S., Kim, H. S., “Structural vibration-based delamination assessment of laminated composites using deep learning”. Korean Society of Mechanical Engineering (KSME International Conference 2022). Nov 09 - Nov 12, 2022, ICC Jeju, Jeju, Republic of Korea. (Best Presentation Award)

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “Surrogate Model Development for the Stress Estimation of Medical Waste Shredder Blade”. KSME Conference 2022. Nov 09 - Nov 12, 2022, ICC Jeju, Jeju, Republic of Korea.

• Azad, M. M., Kim, D., Khalid, S., Kim, H. S., “Strain Energy Based Topology Optimization of Medical Waste Shredder Blade”. Regular Conference of the Korean PHM Society. Jun 29 - Jul 01, 2022, The K Hotel Seoul, Republic of Korea. (Best Poster Award)

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “Study on Change of Structural Characteristic by Increasing Sterilization Shredding Capacity”. PHM Conference 2022. Jun 29 - Jul 01, 2022, The K Hotel Seoul, Republic of Korea.

• Azad, M. M., Kim, D., Khalid, S., Kim, H. S., “Effect of Topology Optimization on Material Efficiency of Medical Waste Shredder Blade”. 2022 Spring Conference in CAE and Applied Mechanics, KSME. May 18 - May 21, 2022, BEXCO (55 APEC-ro, Haeundae-gu, Busan, Republic of Korea).

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “Study of Static and Dynamic Characteristics for Various Capacities of Medical Waste Sterilization Shredder System”. 2022 Spring Conference in CAE and Applied Mechanics, KSME. May 18 - May 21, 2022, BEXCO (55 APEC-ro, Haeundae-gu, Busan, Republic of Korea).

• Azad, M. M., Kim, D., Khalid, S., Kim, H. S., “Weight Reduction of a Medical Waste Shredding System using Topology Optimization”. Computational Structural Engineering Institute of Korea (COSEIK), Apr 13 - Apr 16, 2022, Sono Calm Jeju (6347-17 Iljudong-ro, Pyoseon-myeon, Seogwipo-si, Jeju-do, Republic of Korea).

• Kim, D., Azad, M. M., Khalid, S., Kim, H. S., “Study of Dynamic Characteristics by Optimization of Medical Waste Sterilization Shredder”. Computational Structural Engineering Institute of Korea (COSEIK), Apr 13 - Apr 16, 2022, Sono Calm Jeju (6347-17 Iljudong-ro, Pyoseon-myeon, Seogwipo-si, Jeju-do, Republic of Korea).

2021

• Azad, M. M., Kim, D., Khalid, S., Kim, H. S., “Topological Optimization and Fatigue Life Estimation of Medical Waste Shredder Blade”. Korea Multi-Scale Mechanics Symposium (KMSM), Dec 21 - Dec 22, 2021, Gumi Geumosal Hotel, Gyeongsangbuk-do, Gumi, Republic of Korea.

• Azad, M. M., Kim, D., Kim, J., Jeong, H., Khalid, S., Kim, H.S. “Structural Stability Analysis of Medical Waste Sterilization Shredder”. Computational Structural Engineering Institute of Korea (COSEIK), Nov 25 - Nov 26, 2021, Shilla Stay Haeundae (46 Haeundae 570beon-gil, Haeundae-gu, Busan, Republic of Korea).