The research team, led by scientists from Northeast Agricultural University and the Heilongjiang Ecological Institute, spent twelve months monitoring carbon dioxide fluxes across five distinct forested swamp communities at Laojieji Forest Farm in Heilongjiang Province. Using static dark chambers paired with gas chromatography, they sampled soils every ten days from May 2023 through May 2024, capturing everything from frozen winter stillness to the explosive biological activity of summer. What they found was a landscape far more dynamic—and far more nuanced—than existing models predicted.

Annual mean soil CO₂ fluxes across the five swamp types ranged from 122 to 235 milligrams per square meter per hour, but the real story lay in the seasonal breakdown. During the growing season, fluxes surged to between 234 and 470 milligrams per square meter per hour, while the frozen non-growing season saw emissions drop to a mere 51 to 78 milligrams per square meter per hour. Shrub swamps consistently produced the highest emissions, outpacing other communities by up to 92 percent, while alder swamps proved the most restrained carbon emitters. The overall ranking—shrub, herbaceous, larch, silver birch, then alder—held steady across most of the year.

Perhaps the most striking discovery was the shape of the annual emission curve. Four of the five swamp types—larch, alder, shrub, and herbaceous—displayed a bimodal pattern, with two distinct peaks: one in early spring during the freeze-thaw period and another in late summer or autumn. Only the silver-birch swamp followed a classic unimodal trajectory, building to a single maximum in June and July before declining. This bimodal behavior, the researchers argue, is driven by the unique hydrothermal dynamics of a continental monsoon climate, where rapid spring warming triggers microbial activation and autumn rains reawaken decomposition after a summer lull.

The team also measured micro-environmental air temperatures at two-hour intervals within each swamp canopy, calculating mean, minimum, maximum, and accumulated temperatures over one-, three-, and five-day windows preceding each sampling date. Statistical analysis revealed that while daily mean and minimum temperatures showed no significant differences among swamp types, daily maximum and accumulated temperatures varied considerably. Birch and larch swamps, in particular, recorded significantly higher peak temperatures than their shrub and herbaceous counterparts—a difference that appears to shape how each community responds to warming.

When the researchers plotted soil CO₂ efflux against these antecedent temperature metrics, the relationships were consistently positive, with mean and accumulated temperature variables explaining more than 70 percent of the variance in flux. But the real breakthrough came from stepwise regression modeling, which revealed that one-day antecedent air temperature—particularly the daily minimum—was the dominant predictor of annual-scale emissions across all five swamp types. This is a markedly shorter lag window than the multi-day or even multi-week delays reported from thick-peat boreal systems in Europe, where deep organic layers buffer heat transfer and slow the soil’s thermal response.

The explanation, the authors suggest, lies in soil structure. Unlike the deep peat profiles that characterize Fennoscandian and North American boreal swamps, the forested wetlands of the Zhangguangcai Range sit on thin humus-rich mineral soils. Heat from the air penetrates quickly to the root zone, meaning that microbial and root respiration respond almost immediately to the previous day’s temperature swings. In summer, however, this tight coupling breaks down entirely—no significant temperature predictor could be identified for any swamp type during the warmest months, likely because high substrate availability, saturated microbial activity, and complex soil moisture interactions overwhelm the simple temperature signal.

The seasonal divergence in temperature sensitivity carries important implications for carbon management. Spring and summer together accounted for roughly 90 percent of annual CO₂ emissions, with the growing season alone contributing more than 87 percent across all swamp types. Winter, by contrast, contributed less than 1 percent. The freeze-thaw pulses of early spring—when melting ice releases trapped carbon and reactivates dormant microbial communities—represent a non-negligible but poorly quantified component of the annual carbon budget, and the 10-day sampling interval used in this study may have missed some of the sharpest emission spikes at thaw onset.

The researchers also note that their findings diverge sharply from established paradigms in European boreal peatland science, where water-table depth is typically considered the primary control on soil respiration and temperature plays a secondary role. In the monsoon-influenced mineral-soil swamps of Northeast China, the opposite appears to hold: micro-environmental air temperature is the dominant driver, and differences in peat thickness or hydrology matter far less. This suggests that carbon cycling mechanisms observed in drained European peat forests cannot simply be extrapolated to East Asian swamp systems, and that region-specific models are urgently needed.

For land managers, the study offers a practical roadmap. Because shrub and herbaceous swamps emit the most carbon, targeted interventions—such as adjusting stand structure or optimizing understory vegetation—could reduce emissions in these high-flux communities. Conversely, alder and larch swamps, with their lower efflux and stronger carbon sequestration potential, should be prioritized for conservation. The authors also recommend timing wetland maintenance activities to avoid the peak summer emission period, and they call for higher-frequency monitoring to better capture the transient freeze-thaw pulses that may be quietly shaping the carbon balance of northern forested swamps in ways current models have yet to fully account for.

Subject of Research: Soil carbon dioxide efflux dynamics and temperature-driven emission patterns in northern forested swamps of Northeast China

Article Title: Northern typical forested swamp soil CO₂ efflux dynamics

Article References: Geng, M., Zhang, L., Zhang, R., Liu, J., Zhu, H., Liu, Z., Jiang, W., Han, L., Ma, K., Wang, S., Zhao, J., & Wo, X. (2026). Northern typical forested swamp soil CO₂ efflux dynamics. Frontiers in Forests and Global Change, 9, Article 1925894. https://doi.org/10.3389/ffgc.2026.1925894

Image Credits: AI Generated

DOI: 10.3389/ffgc.2026.1925894

Keywords: soil CO₂ efflux, forested swamps, carbon cycling, freeze-thaw, microclimate, temperature lag, Northeast China, boreal wetlands, soil respiration, monsoon climate, carbon emissions, wetland management