3 papers
eess.SY2025
Recursive Binary Identification under Data Tampering and Non-Persistent Excitation with Application to Emission Control
Jian Guo, Lihong Pei, Wenchao Xue +2
This paper studies the problem of online parameter estimation for cyber-physical systems with binary outputs that may be subject to adversarial data tampering. Existing methods are…
cs.LG2025
Set-Valued Transformer Network for High-Emission Mobile Source Identification
Yunning Cao, Lihong Pei, Jian Guo +3
Identifying high-emission vehicles is a crucial step in regulating urban pollution levels and formulating traffic emission reduction strategies. However, in practical monitoring da…
cs.LG2025
Scale-Disentangled spatiotemporal Modeling for Long-term Traffic Emission Forecasting
Yan Wu, Lihong Pei, Yukai Han +3
Long-term traffic emission forecasting is crucial for the comprehensive management of urban air pollution. Traditional forecasting methods typically construct spatiotemporal graph…