3 papers
cs.AI2026
Value-Decomposed Reinforcement Learning Framework for Taxiway Routing with Hierarchical Conflict-Aware Observations
Shizhong Zhou, Haifeng Liu, Zheng Zhang +3
Taxiway routing and on-surface conflict avoidance are coupled safety-critical decision problems in airport surface operations. Existing planning and optimization methods are often…
cs.SD2024
Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control
Dongyue Guo, Zheng Zhang, Bo Yang +3
The booming air transportation industry inevitably burdens air traffic controllers' workload, causing unexpected human factor-related incidents. Current air traffic control systems…
cs.LG2024
WinNet: Make Only One Convolutional Layer Effective for Time Series Forecasting
Wenjie Ou, Zhishuo Zhao, Dongyue Guo +2
Deep learning models have recently achieved significant performance improvements in time series forecasting. We present a highly accurate and simply structured CNN-based model with…