Optimization lies at the heart of deep learning, driving neural networks to discover patterns in vast and complex datasets. Early approaches relied on batch gradient descent, which computes exact ...

Tunnel lighting systems serve as critical infrastructure that enhances traffic safety and operational stability, with their reliability and operational status directly influencing drivers’ visual ...