Chiranjib Chaudhuri, Krishnendu Basak, M Suraj, Moiz Ahmed, Amit Kumar
{"title":"森林小径上的狗;利用联合分布和深度神经网络了解印度中部乌丹蒂-锡塔纳迪老虎保护区自由放养的狗存在时花脸鬣狗和野生犬科动物的生态学情况","authors":"Chiranjib Chaudhuri, Krishnendu Basak, M Suraj, Moiz Ahmed, Amit Kumar","doi":"arxiv-2409.00185","DOIUrl":null,"url":null,"abstract":"This study uses Joint Species Distribution Models (JSDMs) and Deep Neural\nNetworks (DNNs) to explore how wild carnivores and free-ranging dogs interact\nin the Udanti-Sitanadi Tiger Reserve (USTR) in Central India. The research\nfocuses on key species like the Striped Hyena, Grey Wolf, Golden Jackal, and\nIndian Fox, revealing significant overlaps in habitat with free-ranging dogs,\nespecially in densely populated areas like the Sitanadi region of the tiger\nreserve. These overlaps pose serious risks to wildlife through competition for\nresources, predation, and the spread of diseases. The study shows that the\nStriped Hyena prefers gentle slopes and forested areas, while the Grey Wolf\ntends to avoid cropland and thrives in regions with higher rainfall that\nsupports a stable prey base. The Golden Jackal, more adaptable than the others,\nfavors west-facing slopes and stable temperatures, whereas the Indian Fox is\nmainly found in the less disturbed, mountainous Kuladighat region.\nAdditionally, the study highlights the potential impacts of climate change,\npredicting that the Grey Wolf could face habitat extinction under more severe\nscenarios. These findings underscore the urgent need for conservation\nstrategies tailored to address both dog wild carnivore interactions and the\ngrowing challenges posed by climate change, focusing on protecting the critical\nhabitats of vulnerable species like the Striped Hyena and Grey Wolf.","PeriodicalId":501044,"journal":{"name":"arXiv - QuanBio - Populations and Evolution","volume":"128 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Dogs on forest trails; Understanding ecology of Striped Hyena and wild Canids in the presence of free-ranging dogs in Udanti-Sitanadi Tiger Reserve, Central India using Joint Distribution and Deep Neural Networks\",\"authors\":\"Chiranjib Chaudhuri, Krishnendu Basak, M Suraj, Moiz Ahmed, Amit Kumar\",\"doi\":\"arxiv-2409.00185\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study uses Joint Species Distribution Models (JSDMs) and Deep Neural\\nNetworks (DNNs) to explore how wild carnivores and free-ranging dogs interact\\nin the Udanti-Sitanadi Tiger Reserve (USTR) in Central India. The research\\nfocuses on key species like the Striped Hyena, Grey Wolf, Golden Jackal, and\\nIndian Fox, revealing significant overlaps in habitat with free-ranging dogs,\\nespecially in densely populated areas like the Sitanadi region of the tiger\\nreserve. These overlaps pose serious risks to wildlife through competition for\\nresources, predation, and the spread of diseases. The study shows that the\\nStriped Hyena prefers gentle slopes and forested areas, while the Grey Wolf\\ntends to avoid cropland and thrives in regions with higher rainfall that\\nsupports a stable prey base. The Golden Jackal, more adaptable than the others,\\nfavors west-facing slopes and stable temperatures, whereas the Indian Fox is\\nmainly found in the less disturbed, mountainous Kuladighat region.\\nAdditionally, the study highlights the potential impacts of climate change,\\npredicting that the Grey Wolf could face habitat extinction under more severe\\nscenarios. These findings underscore the urgent need for conservation\\nstrategies tailored to address both dog wild carnivore interactions and the\\ngrowing challenges posed by climate change, focusing on protecting the critical\\nhabitats of vulnerable species like the Striped Hyena and Grey Wolf.\",\"PeriodicalId\":501044,\"journal\":{\"name\":\"arXiv - QuanBio - Populations and Evolution\",\"volume\":\"128 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Populations and Evolution\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.00185\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Populations and Evolution","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.00185","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Dogs on forest trails; Understanding ecology of Striped Hyena and wild Canids in the presence of free-ranging dogs in Udanti-Sitanadi Tiger Reserve, Central India using Joint Distribution and Deep Neural Networks
This study uses Joint Species Distribution Models (JSDMs) and Deep Neural
Networks (DNNs) to explore how wild carnivores and free-ranging dogs interact
in the Udanti-Sitanadi Tiger Reserve (USTR) in Central India. The research
focuses on key species like the Striped Hyena, Grey Wolf, Golden Jackal, and
Indian Fox, revealing significant overlaps in habitat with free-ranging dogs,
especially in densely populated areas like the Sitanadi region of the tiger
reserve. These overlaps pose serious risks to wildlife through competition for
resources, predation, and the spread of diseases. The study shows that the
Striped Hyena prefers gentle slopes and forested areas, while the Grey Wolf
tends to avoid cropland and thrives in regions with higher rainfall that
supports a stable prey base. The Golden Jackal, more adaptable than the others,
favors west-facing slopes and stable temperatures, whereas the Indian Fox is
mainly found in the less disturbed, mountainous Kuladighat region.
Additionally, the study highlights the potential impacts of climate change,
predicting that the Grey Wolf could face habitat extinction under more severe
scenarios. These findings underscore the urgent need for conservation
strategies tailored to address both dog wild carnivore interactions and the
growing challenges posed by climate change, focusing on protecting the critical
habitats of vulnerable species like the Striped Hyena and Grey Wolf.