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Quantifying carbon neutrality and its spatial range on the Loess Plateau of China is crucial for effective carbon planning. By utilizing advanced systems like the (Intelligent Urban Ecosystem Management System, IUEMS) and satellite data, we estimated carbon sequestration and emissions. Spatial carbon neutrality was determined, projecting distributions using the (Patch-generating Land Use Simulation Model, PLUS). Results show increasing carbon sequestration from 2000 to 2020, particularly in central and western regions. Topographical factors like altitude and slopes significantly influence sequestration. Carbon emissions are low overall, concentrated in urban areas on the northern slope, with an initial increase followed by a decline. The carbon neutrality service range from 2000 to 2050 spans 174-262.63 km, gradually expanding in space, albeit slightly decreasing after 2030. [ABSTRACT FROM AUTHOR]

Initiatives to mitigate climate change have recently aroused great interest in the role of natural carbon sinks in coastal ecosystems. Seaweeds are widely distributed in the world and represent a large biomass. Since they are part of the global carbon reserves, they remove carbon dioxide and influence climate change. Using the recent 20 years of seaweed mariculture in China's coastal areas as a case, this paper quantifies the carbon storage in cultivated seaweed biomass, and evaluates the carbon sink potential, the remediation ability of nitrogen and phosphorus and other environmental benefits. The carbon sink potential of cultivated seaweeds exhibits a rising trend from 2000 to 2019. The total carbon, nitrogen, and phosphorus removal amount of seaweed were 3,551,754.9 ± 177,587.75, 297,772.25 ± 14,888.61, 39,967.15 ± 1998.36 tons according to the seaweed cultivation yield in China coast. The total benefit of carbon sequestration was 22,405.67 ± 259.59 million CNY, and the average benefit was 1120.28 ± 263.27 million CNY, with the average annual growth rate of 4.00%. The total environmental benefit was 1,962,020.88 ± 22,747.42 million CNY, and the average benefit was 98,103.04 ± 23,073.08 million CNY, with the average annual growth rate of 4.00%. The present study illustrates distinctly the ecological value of large-scale cultivated seaweeds in increasing marine carbon sequestration and resolving offshore environmental issues, which is an efficient approach and comparable to other key marine ecosystems. Based on the carbon sink role of seaweed mariculture, and with the goal of global carbon neutrality, more attention should be paid to the carbon sink capacity of large-scale seaweed cultivation industry and be vigorously developed worldwide. • Seaweed has an active effect in N, P remediation and quantities of CO 2 accumulation. • Seaweed has a strong carbon sequestration capacity and is a key part of carbon sink. • Carbon sequestration benefit of seaweed cultivation is 22,405.67 ± 259.59 millions CNY. • Suggesting to pay more attention to the seaweed carbon sink on a global scale. • Suggesting to vigorously develop and promote seaweed cultivation industry worldwide. [ABSTRACT FROM AUTHOR]