基于MaxEnt模型的人类干扰对滇金丝猴潜在分布的影响
收稿日期: 2021-09-10
录用日期: 2022-03-14
网络出版日期: 2022-07-22
基金资助
国家自然科学基金(41871294);南京大学优秀博士研究生创新能力提升计划(202101B037)
Impacts of human interference on the potential distribution of Yunnan snub-nosed monkeys by MaxEnt model
Received date: 2021-09-10
Accepted date: 2022-03-14
Online published: 2022-07-22
滇金丝猴 (Rhinopithecus bieti) 是我国特有的濒危灵长类动物，预测其栖息地变化，评估人类活动影响，进而识别保护空缺，对该物种的保护具有重要意义。本文使用出行大数据估计人类出行密度，并将这一指标引入栖息地模型的构建；运用MaxEnt模型和空间分析技术分别构建自然环境和人类干扰两种情景下滇金丝猴的适宜栖息地模型，并分析自然环境与人类干扰两类共计11个变量对栖息地的影响。结果显示：(1) MaxEnt模型的预测精度较高，基于出行大数据的人类出行密度这一指标能很好表征人类干扰对栖息地的影响。(2) 模型预测得到滇金丝猴高适宜栖息地面积3 487.28 km2，认为影响滇金丝猴潜在分布的主要环境变量是海拔、年降水量、人类出行密度和距道路距离。(3) 人类干扰对滇金丝猴栖息地有明显的负影响 (使适宜栖息地面积相较于自然环境下减少9.32%)，其中人类出行活动对滇金丝猴的栖息地干扰最为明显；同时还发现研究区78.8%的区域均受到一个或多个人类变量的较强干扰。(4) 在现有15个滇金丝猴群的活动斑块中，3个同时具有较高栖息地适宜性和较多人类干扰的斑块，可作为重点保护区域；同时发现栖息地质量在距道路和居民点约2 500 m处均出现明显拐点，可作为开展保护工作的缓冲区参考距离。降低这些区域的人类干扰强度，对滇金丝猴的生存具有更重要的现实保护意义。
钱天陆 , 秦淑洁 , 吴朝宁 , 席唱白 , 王结臣 . 基于MaxEnt模型的人类干扰对滇金丝猴潜在分布的影响[J]. 兽类学报, 2022 , 42(4) : 349 -361 . DOI: 10.16829/j.slxb.150608
Yunnan snub-nosed monkeys (Rhinopithecus bieti) are rare and precious primates, endemic to China. Predicting the habitat range, evaluating the influence of human activities, and assessing conservation gaps are important for the conservation of this species. Based on 78 occurrence records of Yunnan snub-nosed monkey and 11 environmental variables (including 7 natural variables and 4 human variables), we use the maximum entropy algorithm (MaxEnt) and spatial analysis technology to construct potential suitable habitat models for Yunnan snub-nosed monkeys with and without human interference. Travel big data was used to estimate human travel density and included in the analyses as one of the human variables. The results showed that: (1) The model has achieved an accurate prediction. The human travel density properly reflects the human interferences on habitat. (2) The area of highly suitable habitat for Yunnan snub-nosed monkeys is 3 487.28 km2. The four main factors that affect the potential distribution of Yunnan snub-nosed monkeys are altitude, annual precipitation, human travel density, and distance to roads. (3) Human activities have a negative impact on habitat, among which human travel density has the strongest impact. Human interferences lead to a 9.32% decrease of suitable habitats compared to that with natural environment only. 78.8% of the study area is under the influence of human activities. (4) Three of 15 existing habitat patches of Yunnan snub-nosed monkey groups are facing serious human interference while having high suitability, which can be key conservation areas. The habitat suitability curves become stable when the distance to residents and roads is 2 500 m or further, indicating a potential buffer distance in species conservation. It is of practical significance for conservation to reduce the intensity of human disturbance in these areas.
| null | Afonso E, Fu R, Dupaix A, Goydadin A C, Li L. 2021. Creating small, food?habituated groups might alter genetic diversity in the endangered Yunnan snub?nosed monkey. Global Ecology and Conservation, 26: e01422. |
| null | Bai S C, Zou S Q, Lin S, Tuo D, Wang X H, Zhong T. 1987. A preliminary observation on migration habit of Rhinopithecus bieti . Sichuan Journal of Zoology, (1): 45-47. (in Chinese) |
| null | Chen Y M, Liu X P, Li X, Liu X J, Yao Y, Hu G H, Xu X C, Pei F S. 2017. Delineating urban functional areas with building-level social media data: A dynamic time warping (DTW) distance based k-medoids method. Landscape and Urban Planning, 160: 48-60. |
| null | Cord A F, Klein D, Mora F, Dech S. 2014. Comparing the suitability of classified land cover data and remote sensing variables for modeling distribution patterns of plants. Ecological Modelling, 272: 129-140. |
| null | Dai Y C, Li L, Wu G S, Zhou Y, Li W W. 2016. Analysis on landscape patterns of current distribution of Yunnan snub?nosed monkey (Rhinopithecus bieti)-Based on the data of global land 30. Resource Development ＆ Market, 32 (1): 37-40. (in Chinese) |
| null | Fang Y, Zhang X X, Guo C Q. 2020. Habitat suitability of black-necked cranes (Grus nigricollis) in Zoige wetland. Chinese Journal of Ecology, 39 (9): 3021-3031. (in Chinese) |
| null | Gong M H, Fan Z Y, Zhang X M, Liu G, Wen W Y, Zhang L. 2017. Measuring the effectiveness of protected area management by comparing habitat utilization and threat dynamics. Biological Conservation, 210 (A): 253-260. |
| null | Hanley J A, Mcneil B J. 1982. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology, 143 (1): 29. |
| null | Huang P Z, Bian K, Huang Z P, Li Q, Dunn D W, Fang G, Liu J H, Wang M Y, Yang X F, Pan R L, Gao C L, Si K C, Li B G, Qi X G. 2021. Human activities and elevational constraints restrict ranging patterns of snub?nosed monkeys in a mountainous refuge. Integrative Zoology, 16 (2): 202-213. |
| null | Jiang Z G, Ma K P. 2009. Status quo, challenges and strategy in conservation biology. Biodiversity Science, 17 (2): 107-116. (in Chinese) |
| null | Li C. 2020. Impact of landscape pattern on movement of Yunnan snub?nosed monkey (Rhinopithecus bieti) and the habitat evaluation.Master thesis. Beijing: Beijing Forestry University. (in Chinese) |
| null | Li D Y, Ren B P, Grueter C C, Zhou Q H, Peng Z S, Wei F W, Li B G. 2009. Seasonal selection of sleeping sites in Yunnan snub?nosed monkeys (Rhinopithecus bieti) at Gehuaqing in Baimaxueshan Nature Reserve. Acta Theriologica Sinica, 29 (4): 389-395. (in Chinese) |
| null | Li D Y, Grueter C C, Ren B P, Long Y L, Li M, Peng Z S, Wei F W. 2008. Ranging of Rhinopithecus bieti in the Samage Forest, China. II. use of land cover types and altitudes. International Journal of Primatology, 29 (5): 1147-1173. |
| null | Li H Q, Lian Z M. 2007. A survey of resources and protection of snub?nosed golden monkey (Rhinopithecus) in China. Journal of Yan’an University (Natural Science Edition), 26 (1): 65-68, 71. (in Chinese) |
| null | Li H, Li L, Wu G S, Zhou Y, Li W W, Mei Z W. 2018. Analysis of the landscape-level connectivity of the Yunnan snub?nosed monkey habitat based on circuit theory. Acta Ecologica Sinica, 38 (6): 2221-2228. (in Chinese) |
| null | Li M L, Chen Q Q, Han L, Wang P, Yang J W, Wang M Y, Yang W K. 2020. Habitat suitability assessment of Marco Polo sheep in Taxkorgan Nature Reserve in Xinjiang. Acta Ecologica Sinica, 40 (11): 3549-3559. (in Chinese) |
| null | Li S C, Wu J S, Jian G, Li S W. 2018. Human footprint in Tibet: Assessing the spatial layout and effectiveness of nature reserves. Science of the Total Environment, 621 (APR.15): 18-29. |
| null | Liu S L, Liu L M, Wu X, Hou X Y, Zhao S, Liu G H. 2018. Quantitative evaluation of human activity intensity on the regional ecological impact studies. Acta Ecologica Sinica, 38 (19): 6797-6809. (in Chinese) |
| null | Liu Z S, Gao H, Teng L W, Su Y, Wang X Q, Kong F Y. 2013. Habitat suitability assessment of blue sheep in Helan Mountain based on MAXENT modeling. Acta Ecologica Sinica, 33 (22): 7243-7249. (in Chinese) |
| null | Luo M, Wang H, Lyu Z. 2017. Evaluating the performance of species distribution models Biomod2 and MaxEnt using the giant panda distribution data. Chinese Journal of Applied Ecology, 28 (12): 4001-4006. (in Chinese) |
| null | Phillips S J, Dudík M, Schapire R E. 2004. A maximum entropy approach to species distribution modeling. Proceedings of the twenty-first international conference on Machine learning. Banff, Alberta, Canada: Association for Computing Machinery. |
| null | Qi Z X, Xu W H, Xiong X Y, Ouyang Z Y, Zheng H, Gan D X. 2011. Assessment of potential habitat for Ursus thibetanus in the Qinling Mountains. Biodiversity Science, 19 (3): 343-352, 398. (in Chinese) |
| null | Qian T L, Chi Y, Xi C B, Li Z Q, Wang J C. 2020. Changes in the historical and current habitat ranges of rare wild mammals in China: A case study of six taxa of small? to large?sized mammals. Sustainability, 12 (7): 2744. |
| null | Qing Z L, Wei D, Yan Z C, Hui D Y, Jun W J. 2020. Influence of visual proportion of urban street cultural landscape on Crowd Aggregation-an empirical study on street space in downtown Chengdu. Urban and Regional Planning, 5 (3): 77. |
| null | Radeloff V C, Stewart S I, Hawbaker T J, Gimmi U, Pidgeon A M, Flather C H, Hammer R B, Helmers D P. 2010. Housing growth in and near united states protected areas limits their conservation value. Proceedings of the National Academy of Sciences, 107 (2): 940-945. |
| null | Saatchi S, Buermann W, Steege H T, Mori S, Smith T B. 2008. Modeling distribution of Amazonian tree species and diversity using remote sensing measurements. Remote Sensing of Environment, 112 (5): 2000-2017. |
| null | Wang L C, Liu H Y, Liu Q. 2021. China’s city network based on Tencent’s migration big data. Acta Geographica Sinica, 76 (4): 853-869. (in Chinese) |
| null | Wei Z Q, Xu Z R. 2020. Habitat distribution of Tibetan antelope in the Chang Tang Plateau and influential factors. Acta Ecological Sinica, 40 (23): 8763-8772. (in Chinese) |
| null | Wong M H G, Li R Q, Xu M, Long Y C. 2013. An integrative approach to assessing the potential impacts of climate change on the Yunnan snub?nosed monkey. Biological Conservation, 158 (1): 401-409. |
| null | Wu J G, Lv J J. 2009. Potential effects of climate change on the distributions of Yunnan snub?nosed monkey (Pygathrix bieti) in China. Journal of Meteorology and Environment, 25 (6): 1-10. (in Chinese) |
| null | Wu Z J, Li Y M. 2003. Effects of habitat fragmentation on survival of animal populations. Acta Ecological Sinica, 23 (11): 2424-2435. (in Chinese) |
| null | Xi C B, Chi Y, Qian T L, Zhang W H, Wang J C. 2020. Simulation of human activity intensity and its influence on mammal diversity in Sanjiangyuan National Park, China. Sustainability, 12 (11): 4601. |
| null | Xin L. 2020. Study on the influence of the social economy on ecological quality in the distribution area of Yunnan snub?nosed monkey. Yunnan University of Finance and Economics. (in Chinese) |
| null | Xu W B, Svenning J C, Chen G K, Zhang M G, Huang J H, Chen B, Ordonez A, Ma K P. 2019. Human activities have opposing effects on distributions of narrow?ranged and widespread plant species in China. Proceedings of the National Academy of Sciences, 116 (52): 26674-26681. |
| null | Zhang T, Huang Z H, Peng Y J, Wang Y T, Wang P, Wang S T, Cui G F. 2020. Prediction of potential suitable areas of Actinidia arguta in China based on Maxent model. Acta Ecological Sinica, 40 (14): 4921-4928. (in Chinese) |
| null | Zhao X M, Ren B P, Li D Y, Garber P A, Zhu P F, Xiang Z F, Grueter C C, Liu Z J, Li M. 2019. Climate change, grazing, and collecting accelerate habitat contraction in an endangered primate. Biological Conservation, 231: 88-97. |
| null | Zhou R L, Du Y, Yang Q X, Ding K. 2008. Spatial analysis of the habitat patterns for Rhinopithecus bieti . Yunnan Geographic Environment Research, 20 (3): 1-6, 125-126. (in Chinese) |
| null | Zhu G P, Liu G Q, Bu W J, Gao Y B. 2013. Ecological niche modeling and its applications in biodiversity conservation. Biodiversity Science, 21 (1): 90-98. (in Chinese) |
| null | Zhu S X, Li L, Xing L, Wu G S, Guo H Y, Wang X, Bao G J. 2022. Impact of the villages on habitat quality of Yunnan snub?nosed monkey in northwest Yunnan. Acta Ecologica Sinica, 42 (3): 1213-1223. (in Chinese) |
| null | 王录仓, 刘海洋, 刘清. 2021. 基于腾讯迁徙大数据的中国城市网络研究. 地理学报, 76 (4): 853-869. |
| null | 方宇, 张学霞, 郭长庆. 2020. 若尔盖湿地黑颈鹤生境适宜性. 生态学杂志, 39 (9): 3021-3031. |
| null | 白寿昌, 邹淑荃, 林苏, 拖丁, 王小红, 忠态. 1987. 滇金丝猴迁移习性的初步观察. 四川动物, (1): 45-47. |
| null | 代云川, 李丽, 吴巩胜, 周跃, 李雯雯. 2016. 滇金丝猴分布区景观格局现状分析——基于全球30 m地表覆盖数据. 资源开发与市场, 32 (1): 37-40. |
| null | 朱耿平, 刘国卿, 卜文俊, 高玉葆. 2013. 生态位模型的基本原理及其在生物多样性保护中的应用. 生物多样性, 21 (1): 90-98. |
| null | 朱淑娴, 李丽, 邢璐, 吴巩胜, 国洪艳, 王翔, 包广静. 2022. 滇西北地区自然村对滇金丝猴生境质量的影响. 生态学报, 42 (3): 1213-1223. |
| null | 邢璐. 2020. 滇金丝猴分布区的社会经济对生态质量的影响研究. 昆明: 云南财经大学硕士学位论文. |
| null | 齐增湘, 徐卫华, 熊兴耀, 欧阳志云, 郑华, 甘德欣. 2011. 基于MAXENT模型的秦岭山系黑熊潜在生境评价. 生物多样性, 19(3): 343-352, 398. |
| null | 刘世梁, 刘芦萌, 武雪, 侯笑云, 赵爽, 刘国华. 2018. 区域生态效应研究中人类活动强度定量化评价. 生态学报, 38 (19): 6797-6809. |
| null | 刘振生, 高惠, 滕丽微, 苏云, 王晓勤, 孔芳毅. 2013. 基于MAXENT模型的贺兰山岩羊生境适宜性评价. 生态学报, 33 (22): 7243-7249. |
| null | 吴建国, 吕佳佳. 2009. 气候变化对滇金丝猴分布的潜在影响. 气象与环境学报, 25 (6): 1-10. |
| null | 邹淑荃, 白寿昌. 1990. 滇金丝猴——世界珍稀灵长类动物. 动物学杂志, 25 (1): 35-37. |
| null | 李宏群, 廉振民. 2007. 中国的金丝猴资源现状及其保护. 延安大学学报: 自然科学版, 26 (1): 65-68,71. |
| null | 李美玲, 陈强强, 韩雷, 王鹏, 杨建伟, 汪沐阳, 杨维康. 2020. 新疆塔什库尔干野生动物自然保护区马可波罗盘羊生境适宜性评价. 生态学报, 40 (11): 3549-3559. |
| null | 李慧, 李丽, 吴巩胜, 周跃, 李雯雯, 梅泽文. 2018. 基于电路理论的滇金丝猴生境景观连通性分析. 生态学报, 38 (6): 2221-2228. |
| null | 李聪. 2020. 景观格局对滇金丝猴运动策略的影响及栖息地适宜性评估. 北京: 北京林业大学硕士学位论文. |
| null | 张童, 黄治昊, 彭杨靖, 王泳腾, 王萍, 王诗童, 崔国发. 2020. 基于Maxent模型的软枣猕猴桃在中国潜在适生区预测. 生态学报, 40 (14): 4921-4928. |
| null | 周汝良, 杜勇, 杨庆仙, 丁琨. 2008. 滇金丝猴栖息地的空间格局分析. 云南地理环境研究, 20 (3): 1-6, 125-126. |
| null | 武正军, 李义明. 2003. 生境破碎化对动物种群存活的影响. 生态学报, 23 (11): 2424-2435. |
| null | 罗玫, 王昊, 吕植. 2017. 使用大熊猫数据评估Biomod2和MaxEnt分布预测模型的表现. 应用生态学报, 28 (12): 4001-4006. |
| null | 蒋志刚, 马克平. 2009. 保护生物学的现状，挑战和对策. 生物多样性, 17 (2): 107-116. |
| null | 黎大勇, 任宝平, Grueter C C, 周岐海, 彭正松, 魏辅文, 李保国. 2009. 白马雪山自然保护区格花箐滇金丝猴夜宿地的季节性选择. 兽类学报, 29 (4): 389-395. |
| null | 魏子谦, 徐增让. 2020. 羌塘高原藏羚羊栖息地分布及影响因素. 生态学报, 40 (23): 8763-8772. |
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