{"title":"利用 MaxEnt 模型预测印度喜马拉雅地区紫杉树种当前和未来的潜在栖息地","authors":"Aishwarya Rajlaxmi, Amit Chawla, Manoj Kumar","doi":"10.1007/s42965-024-00365-6","DOIUrl":null,"url":null,"abstract":"<p>The Himalayan region harbours a rich biodiversity, with <i>Taxus wallichiana</i> and <i>Taxus contorta</i> (<i>Taxus</i> species) are playing a significant role in its flora. A study was conducted to ascertain the potential range of these plant species in the Indian Himalayan Region by synthesizing species distribution models using MaxEnt for different climate change scenarios. The geocoordinates of <i>Taxus</i> species populations were obtained from various sources, including field visits, scientific literature, and the Global Biodiversity and Information Facility web portal to run the model and the two species were segregated according to their geographic range. Further, the environmental predictors of current and future climate scenarios of four Shared Socioeconomic Pathways (SSP126, SSP345, SSP370, SSP585) were obtained from the WorldClim web portal. The Jackknife test and ROC analysis were used to validate the model. The projected map showed Arunachal Pradesh, Sikkim, Manipur for <i>T. wallichiana</i> under the current climate scenario and Himachal Pradesh, Uttarakhand, and some parts of Jammu & Kashmir as potential distribution regions for <i>T. contorta</i>. In future scenarios, the high potential area for this species decreased the most in 2050s of SSP126 to 4,960.4 km<sup>2</sup> for <i>T. wallichiana</i> and corresponding maximum decrease for <i>T. contorta</i> was SSP345 to 6,866.7 km<sup>2</sup> in 2050s; which were however found to be increased the most in 2070s for <i>T. wallichiana</i>, i.e. up to 14,693.5 km<sup>2</sup> (SSP585) and for <i>T. contorta</i>, an increase of 11,060.69 km<sup>2</sup> in 2100s (SSP126). The Jackknife test indicated that the climatic variable, Srad 5 and BIO 17 exerted the largest influence on the generated model of the current potential distribution of <i>T. wallichiana</i> and <i>T. contorta</i> respectively. The research findings are significant as they provide insights into the potential range of <i>Taxus</i> species and can help develop conservation and sustainable management strategies for the unique biodiversity of the region.</p>","PeriodicalId":54410,"journal":{"name":"Tropical Ecology","volume":"4 1","pages":""},"PeriodicalIF":1.1000,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Predicting the current and future potential habitat of Taxus species over Indian Himalayan Region using MaxEnt model\",\"authors\":\"Aishwarya Rajlaxmi, Amit Chawla, Manoj Kumar\",\"doi\":\"10.1007/s42965-024-00365-6\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>The Himalayan region harbours a rich biodiversity, with <i>Taxus wallichiana</i> and <i>Taxus contorta</i> (<i>Taxus</i> species) are playing a significant role in its flora. A study was conducted to ascertain the potential range of these plant species in the Indian Himalayan Region by synthesizing species distribution models using MaxEnt for different climate change scenarios. The geocoordinates of <i>Taxus</i> species populations were obtained from various sources, including field visits, scientific literature, and the Global Biodiversity and Information Facility web portal to run the model and the two species were segregated according to their geographic range. Further, the environmental predictors of current and future climate scenarios of four Shared Socioeconomic Pathways (SSP126, SSP345, SSP370, SSP585) were obtained from the WorldClim web portal. The Jackknife test and ROC analysis were used to validate the model. The projected map showed Arunachal Pradesh, Sikkim, Manipur for <i>T. wallichiana</i> under the current climate scenario and Himachal Pradesh, Uttarakhand, and some parts of Jammu & Kashmir as potential distribution regions for <i>T. contorta</i>. In future scenarios, the high potential area for this species decreased the most in 2050s of SSP126 to 4,960.4 km<sup>2</sup> for <i>T. wallichiana</i> and corresponding maximum decrease for <i>T. contorta</i> was SSP345 to 6,866.7 km<sup>2</sup> in 2050s; which were however found to be increased the most in 2070s for <i>T. wallichiana</i>, i.e. up to 14,693.5 km<sup>2</sup> (SSP585) and for <i>T. contorta</i>, an increase of 11,060.69 km<sup>2</sup> in 2100s (SSP126). The Jackknife test indicated that the climatic variable, Srad 5 and BIO 17 exerted the largest influence on the generated model of the current potential distribution of <i>T. wallichiana</i> and <i>T. contorta</i> respectively. The research findings are significant as they provide insights into the potential range of <i>Taxus</i> species and can help develop conservation and sustainable management strategies for the unique biodiversity of the region.</p>\",\"PeriodicalId\":54410,\"journal\":{\"name\":\"Tropical Ecology\",\"volume\":\"4 1\",\"pages\":\"\"},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2024-08-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Tropical Ecology\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://doi.org/10.1007/s42965-024-00365-6\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"ECOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Tropical Ecology","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1007/s42965-024-00365-6","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ECOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
喜马拉雅地区蕴藏着丰富的生物多样性,其中的 Taxus wallichiana 和 Taxus contorta(Taxus 树种)在其植物区系中发挥着重要作用。为了确定这些植物物种在印度喜马拉雅地区的潜在分布范围,研究人员使用 MaxEnt 对不同气候变化情景下的物种分布模型进行了综合分析。研究人员从实地考察、科学文献和全球生物多样性和信息基金门户网站等各种渠道获得了 Taxus 物种种群的地理坐标,用于运行模型,并根据地理范围对这两个物种进行了分类。此外,还从 WorldClim 门户网站获取了四种共享社会经济路径(SSP126、SSP345、SSP370 和 SSP585)的当前和未来气候情景的环境预测因子。使用积刀测试和 ROC 分析对模型进行了验证。预测图显示,在当前气候条件下,阿鲁纳恰尔邦、锡金和曼尼普尔为 T. wallichiana 的分布区,而喜马偕尔邦、北阿坎德邦和查谟和克什米尔的部分地区为 T. contorta 的潜在分布区。在未来情景中,该物种的高潜在分布区在 2050 年代减少得最多,瓦利希阿纳(T. wallichiana)为 4,960.4 平方公里,相应减少得最多的地区为 6,866.7 平方公里(SSP345)。然而,在 20 世纪 70 年代,T. wallichiana 的面积增加最多,达到 14 693.5 平方公里(SSP585),而 T. contorta 在 21 世纪增加了 11 060.69 平方公里(SSP126)。积刀检验结果表明,气候变量 Srad 5 和 BIO 17 分别对生成的 T. wallichiana 和 T. contorta 当前潜在分布模型影响最大。这些研究结果意义重大,因为它们提供了对Taxus物种潜在分布范围的深入了解,有助于为该地区独特的生物多样性制定保护和可持续管理策略。
Predicting the current and future potential habitat of Taxus species over Indian Himalayan Region using MaxEnt model
The Himalayan region harbours a rich biodiversity, with Taxus wallichiana and Taxus contorta (Taxus species) are playing a significant role in its flora. A study was conducted to ascertain the potential range of these plant species in the Indian Himalayan Region by synthesizing species distribution models using MaxEnt for different climate change scenarios. The geocoordinates of Taxus species populations were obtained from various sources, including field visits, scientific literature, and the Global Biodiversity and Information Facility web portal to run the model and the two species were segregated according to their geographic range. Further, the environmental predictors of current and future climate scenarios of four Shared Socioeconomic Pathways (SSP126, SSP345, SSP370, SSP585) were obtained from the WorldClim web portal. The Jackknife test and ROC analysis were used to validate the model. The projected map showed Arunachal Pradesh, Sikkim, Manipur for T. wallichiana under the current climate scenario and Himachal Pradesh, Uttarakhand, and some parts of Jammu & Kashmir as potential distribution regions for T. contorta. In future scenarios, the high potential area for this species decreased the most in 2050s of SSP126 to 4,960.4 km2 for T. wallichiana and corresponding maximum decrease for T. contorta was SSP345 to 6,866.7 km2 in 2050s; which were however found to be increased the most in 2070s for T. wallichiana, i.e. up to 14,693.5 km2 (SSP585) and for T. contorta, an increase of 11,060.69 km2 in 2100s (SSP126). The Jackknife test indicated that the climatic variable, Srad 5 and BIO 17 exerted the largest influence on the generated model of the current potential distribution of T. wallichiana and T. contorta respectively. The research findings are significant as they provide insights into the potential range of Taxus species and can help develop conservation and sustainable management strategies for the unique biodiversity of the region.
期刊介绍:
Tropical Ecology is devoted to all aspects of fundamental and applied ecological research in tropical and sub-tropical ecosystems. Nevertheless, the cutting-edge research in new ecological concepts, methodology and reviews on contemporary themes, not necessarily confined to tropics and sub-tropics, may also be considered for publication at the discretion of the Editor-in-Chief. Areas of current interest include: Biological diversity and its management; Conservation and restoration ecology; Human ecology; Ecological economics; Ecosystem structure and functioning; Ecosystem services; Ecosystem sustainability; Stress and disturbance ecology; Ecology of global change; Ecological modeling; Evolutionary ecology; Quantitative ecology; and Social ecology.
The Journal Tropical Ecology features a distinguished editorial board, working on various ecological aspects of tropical and sub-tropical systems from diverse continents.
Tropical Ecology publishes:
· Original research papers
· Short communications
· Reviews and Mini-reviews on topical themes
· Scientific correspondence
· Book Reviews