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VLM4S: A Vision‐Language Model Framework for Geographically and Environmentally Informed Soundscape Assessment

open access: yesTransactions in GIS, Volume 30, Issue 6, September 2026.
ABSTRACT Sound environments shape urban experience, yet conventional noise monitoring relies on isolated sensors lacking semantic context and spatial scalability. In this study, we develop a Vision‐Language Model for Soundscape (VLM4S), an exploratory, sensor‐free framework for inferring acoustic conditions from street‐view imagery.
Pengyu Chen   +6 more
wiley   +1 more source

Carbon Emissions From Different Functional Zones of Construction Land in the Yellow River Basin Based on Nighttime Light Data and POI Data

open access: yesLand Degradation &Development, Volume 37, Issue 14, Page 10387-10404, 30 August 2026.
ABSTRACT The Yellow River Basin is a critical region for ecological conservation and sustainable development in China. It also serves as a core area for carbon emissions across various functional zones of construction land. Accurately understanding carbon emissions from various types of construction land in the Yellow River Basin is crucial for China ...
Xi Chen   +7 more
wiley   +1 more source

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