Conference ( '24-)
ITSWC 2026
32nd Intelligent Transportation Systems World Congress
2026.10.19 - 10.23 || Gangneung, Republic of Korea
Presenter: Eun Jung Kim, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim, Seunghyeon Lee, Huichang Lee, Eui-Jin Lee, Sewon Choi, Juyeon Cho, Jiwon Kim, and Junghyun Chae
Lecturn (Scientific) Session
- Network-Level Volume-Delay Function Parameter Calibration via Path-Based Proxy Gradients (J. T. Kim et al., 2026) (Best Paper Award)
- Mixed-Type Data Augmentation for Imbalanced Highway Crash Severity Prediction (E. J. Kim et al., 2026)
- Balancing Metamodel Accuracy and Optimization Tractability in OD Matrix Estimation: A Kolmogorov-Arnold Networks Approach (D. Min et al., 2026)
- Quantum-Inspired Model for Vehicle Trajectory Reconstruction on Highway (J. Choi et al., 2026)
- Enhancement of Autonomous Vehicle Platooning Considering V2X Communication Reliability in Mixed Traffic Environments (B. Y. Kim et al., 2026)
- A Deep Generative Model with Exploration and Preferential Return for Scalable Activity Scheduling (H. Lee et al., 2026)
- Theory-Constrained Data-Driven Modeling of Multiple Discrete-Continuous Choices (H. Lee et al., 2026)
- Route-Level Traffic Generation Using Recursive Inference Model (S. Lee et al., 2026)
- A Conditional Autoregressive Model for Daily Activity Schedule Generation (J. Cho et al., 2026)
- Learning Personalized Multimodal Route Rankings from Implicit User Choices under Label Constraints (E.-J. Lee et al., 2026)
- Physics-informed Traffic State Estimation Based on Macroscopic Fundamental Diagrams (S. Choi et al., 2026)
- Optimizing Freeway Merging Operations in Mixed Traffic Environments using Ensemble-based Model Predictive Control for Variable Speed Limit and Ramp Metering (J. Kim et al., 2026)
- Generative Data Augmentation of Freeway Traffic Data under Imbalanced Congestion Patterns for Short-Term Traffic Speed Prediction (J. Kim et al., 2026)
- Limited-Information Rerouting Using Probe Vehicle-Based Link State Estimation in Non-Recurrent Congestion (J. Chae et al., 2026)
Lecturn (Technical) Session
- Mixed-Type Data Augmentation for Imbalanced Highway Crash Severity Prediction (E. J. Kim et al., 2026)
- Reframing Dynamic Origin-Destination Matrix Estimation as a Sequential Decision-Making Problem for Microscopic Traffic Simulation (D. Min et al., 2026)
- Hybrid Traffic State Estimation with Microscopic Simulation on the Gyeongbu Expressway (J. T. Kim et al., 2026)
- Improving Autonomous Driving Safety through V2V Communication Reliability in Mixed Traffic Environments (B. Y. Kim et al., 2026)
- Sim-To -Real Transfer Learning for Vehicle Trajectory Prediction via Gated Spatiotemporal Attention (S. Lee et al., 2026)
- Cooperative Multi-Agent Speed Harmonization in Urban Networks with Varying Coordination and Data Access (S. Lee et al., 2026)
- Adaptive Incentive Allocation for Congestion Mitigation under Dynamic Traffic Conditions (E.-J. Lee et al., 2026)
Idea Contest Session
- CooLink, Guiding Older Adults Through Extreme Heat (E.-J. Lee at al.) (Minister of MOLIT Award)
TRB 2026
Transportation Research Board 105th Annual Meeting
2026.01.11 - 01.15 || Washington D.C., USA
Presenter: Hyunsoo Yun, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim, Seunghyeon Lee, and Huichang Lee
Lecturn Session
- Deep Reinforcement Learning for Dynamic Origin-Destination Matrix Estimation in Microscopic Traffic Simulations Considering Credit Assignment (D. Min et al., 2026)
Poster Session
- Vehicle Trajectory Reconstruction with Congestion Propagation Detection Using Fixed and Mobile Sensor Data (J. Choi et al., 2026)
- Gradient-Based Calibration of Volume Delay Functions in Static Traffic Assignment via Implicit Differentiation (J. T. Kim et al., 2026)
- Robust Vehicle Trajectory Prediction Under Partial Observation Environments Using Gated Temporal and Spatial Attention (S. Lee et al., 2026)
- A Flexible and Partially Monotonic Multiple Discrete-Continuous Choice Model (H. Lee et al., 2026)
2025 IEEE ITSC
IEEE 28th International Conference on the Intelligent Transportation Systems
2025.11.18 - 11.21 || The Star Gold Coast, Gold Coast, Australia
Presenter: Junhee Choi
Lecturn Session
- Vehicle Trajectory Reconstruction with Estimation of Shockwave Speed Using Traffic Sensor and Probe Vehicle Data (J. Choi et al., 2025)
TRISTAN 2025
12th Triennial Symposium on Transportation Analysis (TRISTAN XII)
2025.06.22 - 06.27 || Bankoku Shinryokan, Okinawa, Japan
Presenter: Huichang Lee
Lecturn Session
- Collaborative Generative Adversarial Networks for Fusing Household Travel Survey and Smart Card Data to Generate Heterogeneous Activity Schedules (H. Lee et al., 2025)
TRS 2025
Transportation Research Symposium 2025
2025.05.25 - 05.28 || Postillion Hotel, Rotterdam, The Netherlands
Presenter: Hyunsoo Yun, Bumjun Choo
Poster Session
- Managing Supply-demand Imbalance in Shared Mobility Services through Spatiotemporal Pricing (H. Yun et al., 2025)
- Spatiotemporal dynamics of shared e-scooter usage: A case study of rise and decline in urban mobility (B. Choo et al., 2025)
ITS Korea 2025 Spring
한국ITS학회 2025 춘계학술대회
2025.04.24 - 04.26 || Jeju, Republic of Korea
Presenter: Hyunsoo Yun, Eun Jung Kim, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim, Seunghyeon Lee, Huichang Lee, Eui-Jin Lee, Sewon Choi, Bumjun Choo, Jiwon Kim, Junghyun Chae
TRB 2025
Transportation Research Board 104th Annual Meeting
2025.01.05 - 01.10 || Washington D.C., USA
Presenter: Eun-Jung Kim, Donggyu Min, Jeric Taehyung Kim, Huichang Lee, Seunghyeon Lee, Eui-Jin Lee
Poster Session
- Generative AI for Class Imbalance in Crash Severity Estimation with Mixed Data Types (E. J. Kim et al., 2025)
- Real-time Dynamic Origin-Destination Matrix Estimation Using Metamodel-based Model Predictive Control (D. Min et al., 2025)
- Integrating Data-driven and Model-driven Approaches for Traffic State Estimation in Data-deficient Areas (J. T. Kim et al., 2025)
- Semi-Supervised Variational Embedding for Data-Fusion to Generate Activity Schedules (H. Lee et al., 2025)
- Speed Harmonization Based on Multi-agent Reinforcement Learning for Mitigating Traffic Congestion under Mixed Traffic Environment (S.-H. Lee et al., 2025)
- Enhancing Accuracy and Reliability of Origin-Destination Matrix Estimation Using Ensemble Empirical Mode Decomposition (E.-J. Lee et al., 2025)
ITS Korea 2024 Autumn
한국ITS학회 2024 추계학술대회
2024.10.24 - 10.26 || Gangneung, Republic of Korea
Presenter: Jaewon Choi, Hyunsoo Yun, Eun Jung Kim, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim, Seunghyeon Lee, Huichang Lee, Eui-Jin Lee, Sewon Choi, Bumjun Choo
ITS Korea 2024 Spring
한국ITS학회 2024 춘계학술대회
2024.04.25 - 04.27 || Jeju, Republic of Korea
Presenter: Hyunsoo Yun, Eun Jung Kim, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim, Seunghyeon Lee, Huichang Lee, Eui-Jin Lee, Sewon Choi, Bumjun Choo
TRB 2024
Transportation Research Board 103rd Annual Meeting
2024.01.07 - 01.11 || Washington D.C., USA
Presenter: Da-Woon Jeong, Seung Woo Ham, Jin Hong Min, Sang Wook Han, Jaewon Choi, Donggyu Min, Junhee Choi, Jeric Taehyung Kim, Brian Younghwan Kim
Lecturn Session
- Establishing an Index on Adjacent Network Impact for Extensive Understanding of a Link in Urban Networks (S. W. Ham et al., 2024)
- An Attention-based Multimodal Fusion Model for Estimating Lane-level Missing Traffic Volume in Urban Network (J. H. Min et al., 2024)
- A Resilience-Based Approach to Measurement of Headway Inconsistency (J. T. Kim et al., 2024)
Poster Session
- Matching and Pricing Algorithm in a Ride-hailing Service Based on Reinforcement Learning to Reduce Pickup Waiting Time (D.-W. Jeong et al., 2024)
- Analytic and Heuristic Approach to Drone-Assisted Parcel Delivery With Adjusted Rendezvous Point (S.-W. Han et al., 2024)
- Analysis of the Usage Patterns in a Highway Merging Area (J.-W. Choi et al., 2024)
- Real-time Estimation of Origin-Destination Matrices Using a Deep Neural Network for Digital Twins (D. Min et al., 2024)
- Effects of Heterogeneity in Driving Maneuvers at a Roundabout on Parameter Calibration in Car-Following Models (J. Choi et al., 2024)
- Queue Length-Based Priority Strategy for Multi-lane Unsignalized Intersection Under Mixed Traffic Environment (B. Y. Kim et al., 2024)
Events
KAKAO Mobility Workshop (SNU, YU, KAIST)
2025.11.25 || KAKAO AI Campus
KAKAO Mobility X SNU Seminar
2025.09.09 || Seoul National University
Laboratory MT 2025 Summer
2025.08.29 - 08.30 || Ganghwa
Laboratory MT 2025 Winter
2025.02.14 - 02.15 || Namyangju
2018년부터 연구실에서 함께했던 문세동박사님을 보내드리며...
Laboratory MT 2024 Summer
2024.08.25 - 08.27 || Hokkaido
김동규교수님의 임용 10주년을 기념하며