Abstract

Grazing leads to the reduction of biomass and plays a critical role in land degradation in arid and semiarid lands. However, the indirect effects of grazing on the ecosystem, e.g., the effect on seed dispersal, have not been well understood. In this study, we built an agent-based model (ABM) to simulate how grazing intensity affects the seed dispersal of elm trees, one of the native vegetation species of temperate woodlands in semiarid lands. The simulated results from the ABM and observed data from the real world were compared to assess the accuracy and validity of the ABM. The results show that elm seed densities in non-grazing, light, moderate, and heavy grazing lands were 74.97 ± 1.44, 57.63 ± 0.89, 37.73 ± 0.95, and 0.97 ± 0.05 seeds m−2, respectively—an apparently decreasing trend. Moreover, as grazing intensity increased, the values of nugget, sill, and partial sill decreased and the value of the ratio of nugget to sill increased. This study indicates that the grazing indirectly leads to the reduction of elm seed density and the increase of spatial heterogeneity of elm seed on the ground in sparse elm woodlands. Moreover, values of geostatistical indices from the ABM were not significantly different from field observation data except for the ratio of nugget to sill. It shows that ABMs can reasonably replicate the spatial pattern of elm seed densities in the field and thus are useful for simulating long-distance seed dispersal in sandy lands. This finding suggests that the indirect effects of grazing should be considered to effectively protect sparse elm woodlands.

Highlights

  • Grazing influences land use in arid and semiarid lands in various ways, ranging from changing vegetation structure to inducing land degradation [1,2]

  • It shows that agent-based model (ABM) can reasonably replicate the spatial pattern of elm seed densities in the field and are useful for simulating long-distance seed dispersal in sandy lands

  • The results show that a decrease of vegetation cover, as an indirect effect of grazing, has a negative effect on the elm seed dispersal; in other words, grazing causes a decrease of seed density on the ground

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Summary

Introduction

Grazing influences land use in arid and semiarid lands in various ways, ranging from changing vegetation structure to inducing land degradation [1,2]. Grazing influences vegetation by modifying individual growth, varying species abundance, and changing population dynamics [3]. Grazing regulates the vegetation spatial pattern by changing the spatial heterogeneity of soil nutrients and influencing both intra- and interspecies interaction [4,5,6,7,8,9]. The effects of grazing on seed dispersal have rarely been considered. It is vital to obtain a thorough understanding of the effects of grazing on seed dispersal. This could help us protect the ecosystem and combat land degradation in arid and semiarid lands

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