【EP44 · Research Highlights】— Self-supervised learning for electric vehicle battery remaining useful life prediction using real-world unlabeled data

In May 2026, the TRANS Research Group published a study on data-efficient remaining useful life (RUL) prediction for electric vehicle batteries using real-world operational data. This work proposes a contrastive-enhanced VAE-LSTM self-supervised learning framework that learns degradation-aware representations from large-scale…

Lecture Preview | Battery-Swapping Networks for V2X Coordination and Forecast-Free Energy Management in Integrated Transport–Energy Systems

Lecture Information 【Speakers】 Professor I-Yun Lisa Hsieh 【Moderator】 Professor Shiqi Shawn Ou 【Presentation Title】 Battery-Swapping Networks for V2X Coordination and Forecast-Free Energy Management in Integrated Transport–Energy Systems 【Date and Venue】 Date: April 20, 2026, 10:00-11:30 a.m. Venue: Online (Microsoft Teams…

【EP42 · Research Highlights】— The potential role of truck-hailing and operational efficiency improvement in China’s road freight decarbonization

In April, 2026, the TRANS Research Group and KAPSARC, Tsinghua University, Southwest Jiaotong University published their study, ”The potential role of truck-hailing and operational efficiency improvement in China’s road freight decarbonization” at Nature Communications, a prestigious top-tier multidisciplinary journal under…

Lecture Preview | Toward Safe and Trustworthy Connected and Automated Driving: Human–Machine Shared Driving and Risk-Aware Intervention

Lecture Information 【Speakers】 Associate Professor Song Wang 【Moderator】 Professor Shiqi Shawn Ou 【Presentation Title】 Toward Safe and Trustworthy Connected and Automated Driving: Human–Machine Shared Driving and Risk-Aware Intervention 【Date and Venue】 Date: April 10, 2026, 10:00-11:00 Venue: B1-c101 Expert Introduction…