Manish Kumar (Post-Doc, 2022.10 ~ 2024.10)

Current Position: Assistant Professor @ Marwadi University

Publications with BigData and HPC Lab

• Hybrid Deep Learning-based Cyberthreat Detection and IoMT Data Authentication Model in Smart Healthcare (Future Generation Compter Systems, SCIe, JCR Top 10%)

• Augmented Access Pattern-based I/O Performance Prediction using Directed Acyclic Graph Regression (Cluster Computing, 2024, SCIe)

• Secure IoHT: Embedded Federated Learning-Driven Long Short-Term Memory for Cyberattack Detection (MDPI Electronics, 2024, SCIe)

• Predictive Analytics for Mortality: FSRNCA-FLANN Modeling Using Public Health Inventory Records. (IEEE Access, 2024, SCIe)

• Empowering Cyberattack Identification in IoHT Networks with Neighborhood Component-based Improvised Long Short-Term Memory (IEEE Internet of Things Journal, 2024, SCIe, JCR Top 3%)

• A Hybrid Model based on Convolution Neural Network and Long Short-Term Memory for Qualitative Assessment of Permeable and Porous Concrete (Case Studies in Construction Materials, 2023, SCIe)

Changjong Kim (M.S, 2022.09~2024.06)

Current Position: Ph.D Student @ SeoulTech (BigData and HPC lab)

Publications with BigData and HPC Lab

• A2FL: Autonomous and Adaptive File Layout in HPC through Real-time Access Pattern Analysis (IPDPS, 2024, BK21 IF: 2)

• Empowering Cyberattack Identification in IoHT Networks with Neighborhood Component-based Improvised Long Short-Term Memory (IEEE Internet of Things Journal, 2024, SCIe, JCR Top 3%)

• Optimizing Logging and Monitoring in Heterogeneous Cloud Environments for IoT and Edge Applications (IEEE Internet of Things Journal, 2023, SCIe, JCR Top 3%)

• Towards Access Pattern Prediction for Big Data Applications (ICTC, 2022)

Seunghwan Kim (B.S, 2023.05 ~ 2025.05)

Publications with BigData and HPC Lab

• SWIFTN: Accelerating Quantum Circuit Simulation Through Tensor Optimization (CCgird 2025, BK21 IF: 1)

• Improving performance of real-time object detection in edge device through concurrent multi-frame processing (IEEE ACCESS, SCIe, JCR 33.6%)

• Enhancing Cloud Security for IoHT: A Dual-Layer Scheme Combining Quantum Key Distribution and Post-Quantum Cryptography (MobiSec 2024)

Soeun Kim (B.S, 2024.03 ~ 2025.01)

Current Position: KT Corporation

Publications with BigData and HPC Lab

• Efficient I/O Performance-Focused Scheduling in High-Performance Computing (MDPI Applied Sciences)

• Analysis of Numerous Security Algorithm Performance with Data Encryption on Edge Device  (MobiSec 2024)