Beware of Bear? Long-Term Spatio-Temporal Patterns of Human-Bear Conflict in Connecticut.

IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Environmental Management Pub Date : 2024-11-30 DOI:10.1007/s00267-024-02094-x
Zachary Berkowitz, Larissa Montas Bravo, Shouraseni Sen Roy
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Abstract

In this study, we examine the spatio-temporal patterns of citizen-reported human-bear conflict (HBC) from 2002 to 2022 and use the Forest-Based and Boosted Classification (FBBC) technique to assess the significance of several factors in the occurrence of HBC. Our analysis reveals a significant increase in HBC incidents over the study period, with the fewest conflicts in 2002 (217) and the most in 2022 (4455). These were concentrated in northwestern Connecticut, particularly eastern Litchfield County and western Hartford County. The results of geostatistical analysis, including measures of dispersion and emerging hot spot analysis indicated a southward trend in HBC on both annual and monthly scales. The validation results of the FBBC highlighted the relevance of forest fragmentation, intermediate housing density, proximity to water bodies, and snowfall in predicting HBC. Each variable demonstrated nearly equal importance (20%) in predicting HBC occurrences from 2010 to 2022, though land cover showed no significant predictive power. These findings elucidate the spatio-temporal dynamics of HBC and offer valuable insights for wildlife managers to prioritize conflict mitigation strategies effectively. The results of this study identify locations prone to HBC. Moreover, FBBC results show that this technique can be used to predict future HBC based on projected changes in these variables due to climate change and expansion of the human-wildlife interface. Our analysis can aid in the development of targeted, evidence-driven, and ethical management interventions in Connecticut.

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当心熊?康涅狄格州人熊冲突的长期时空格局
在这项研究中,我们研究了2002年至2022年公民报告的人熊冲突(HBC)的时空格局,并使用基于森林和增强分类(FBBC)技术评估了HBC发生的几个因素的重要性。我们的分析显示,在研究期间,HBC事件显著增加,2002年冲突最少(217例),2022年最多(4455例)。这些人集中在康涅狄格州西北部,特别是东部的利奇菲尔德县和西部的哈特福德县。地理统计分析结果,包括散度测量和新热点分析,表明HBC在年和月尺度上都有向南的趋势。FBBC的验证结果强调了森林破碎化、中等住房密度、靠近水体和降雪量在预测HBC中的相关性。每个变量在预测2010年至2022年的HBC发生率方面显示出几乎相同的重要性(20%),尽管土地覆盖没有显示出显著的预测能力。这些发现阐明了HBC的时空动态,并为野生动物管理者有效地优先考虑冲突缓解策略提供了有价值的见解。本研究的结果确定了易发生HBC的部位。此外,FBBC结果表明,基于气候变化和人类与野生动物界面扩展导致的这些变量的预测变化,该技术可用于预测未来的HBC。我们的分析有助于在康涅狄格州制定有针对性的、循证驱动的和合乎道德的管理干预措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Environmental Management
Environmental Management 环境科学-环境科学
CiteScore
6.20
自引率
2.90%
发文量
178
审稿时长
12 months
期刊介绍: Environmental Management offers research and opinions on use and conservation of natural resources, protection of habitats and control of hazards, spanning the field of environmental management without regard to traditional disciplinary boundaries. The journal aims to improve communication, making ideas and results from any field available to practitioners from other backgrounds. Contributions are drawn from biology, botany, chemistry, climatology, ecology, ecological economics, environmental engineering, fisheries, environmental law, forest sciences, geosciences, information science, public affairs, public health, toxicology, zoology and more. As the principal user of nature, humanity is responsible for ensuring that its environmental impacts are benign rather than catastrophic. Environmental Management presents the work of academic researchers and professionals outside universities, including those in business, government, research establishments, and public interest groups, presenting a wide spectrum of viewpoints and approaches.
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