3 papers
cs.MA2026
A Locally Deployable Tool-Grounded LLM Multi-agent Framework for Automating Methane Emission Analysis and Reporting
Yang Yan, Zifan Zhou, Xuan Wang +5
Methane field monitoring requires the integration of sampling design, meteorological interpretation, sensor processing, plume analysis, visualization, and reporting, but these step…
cs.CV2026
PlumeQuant: Uncertainty-aware consistency assessment of methane plume masks and emission-rate estimates
Parisa Masnadi Khiabani, Wolfgang Jentner, Alireza Rangrazjeddi +4
The paper presents PlumeQuant, a framework that quantifies uncertainty and consistency of methane plume masks and derived emission rates by generating alternative plausible masks w…
cs.NI2025
AIMNET: An IoT-Empowered Digital Twin for Continuous Gas Emission Monitoring and Early Hazard Detection
Zifan Zhou, Xuan Wang, Yang Yan +12
A Digital Twin (DT) framework to enhance carbon-based gas plume monitoring is critical for supporting timely and effective mitigation responses to environmental hazards such as ind…