This study develops a framework integrating satellite observations with spatial proxy data to produce high-resolution urban carbon emission maps. The method is applied to Urumqi, China, demonstrating accurate and timely estimations compared with traditional inventories. Reducing carbon emissions is a global priority, but conventional inventory methods based on administrative statistics fail to capture fine-scale spatial […]
