Anshuman Dwibedi

Dual-Layered Unsupervised Anomaly Detection for Regulatory Vehicle Emissions Enforcement: A Physics-Constrained Synthetic Approach

The Labeled Data Bottleneck The enforcement of vehicle emissions regulations - critical for urban air quality and global climate compliance - relies heavily on certified, decentralized testing centers. However, this infrastructure is highly vulnerable to systemic fraud, including...

Dual-Layered Unsupervised Anomaly Detection for Regulatory Vehicle Emissions Enforcement: A Physics-Constrained Synthetic Approach

The Labeled Data Bottleneck The enforcement of vehicle emissions regulations - critical for urban air quality and global climate compliance - relies heavily on certified, decentralized testing centers. However, this infrastructure is highly vulnerable to systemic fraud, including...