Potential distribution of Abies, Picea, and Juniperus species in the sub-alpine forest of Minjiang headwater region under current and future climate scenarios and its implications on ecosystem services supply

Ecological Indicators - Tập 121 - Trang 107131 - 2021
Niyati Naudiyal1, Jinniu Wang1, Ning Wu1, Narayan Prasad Gaire2, Peili Shi3, Wei Yanqiang4, Jiali He1, Ning Shi1
1Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China
2Key Lab of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden (XTBG), Chinese Academy of Sciences, Menglun, Mengla, Yunnan 666303, China
3Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
4Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou, 730000, China

Tóm tắt

Từ khóa


Tài liệu tham khảo

Ali, 2014, Future of Abies pindrow in Swat district, northern Pakistan, J. For. Res., 25, 211, 10.1007/s11676-014-0446-1

Alvardo-Serrano, 2014, Ecological niche models in phylogeographic studies: applications, advances and precautions, Mol. Ecol. Resour., 14, 233, 10.1111/1755-0998.12184

Anderson-Teixeira, 2013, Altered dynamics of forest recovery under a changing climate, Glob. Change Biol., 19, 2001, 10.1111/gcb.12194

Austin, 1985, Continuum concept, ordination methods, and niche theory, Annu. Rev. Ecol. Syst., 16, 39, 10.1146/annurev.es.16.110185.000351

Bajocco, 2016, Modeling the ecological niche of long-term land use changes: the role of biophysical factors, Ecol. Ind., 60, 231, 10.1016/j.ecolind.2015.06.034

Baker, 2007, Advancing treeline and retreating glaciers: implications for conservation in Yunnan, P.R China, Arct. Antarct. Alp. Res., 39, 200, 10.1657/1523-0430(2007)39[200:ATARGI]2.0.CO;2

Banskota, 2007

Begon, 2006

Beniston, 2003, Climate change in mountain regions: a review of possible impacts, Clim. Change, 59, 5, 10.1023/A:1024458411589

Bilton, 2016, Climatic niche groups: a novel application of a common assumption predicting plant community response to climate change, Perspect. Plant Ecol. Evol. Syst., 19, 61, 10.1016/j.ppees.2016.02.006

Booth, 2018, Species distribution modelling tools and databases to assist managing forests under climate change, For. Ecol. Manage., 430, 196, 10.1016/j.foreco.2018.08.019

Bossard, 2015, New patterns of establishment and growth of Picea, Abies and Betula tree species in subalpine forest gaps of Jiuzhaigou National Nature Reserve, Sichuan, southwestern China in a changing environment, For. Ecol. Manage. Special Section: The Characteristics, Impacts and Management of Forest Fire in China, 356, 84

Briner, 2013, Evaluating the relative impact of climate and economic changes on forest and agricultural ecosystem services in mountain regions, J. Environ. Manage., 129, 414, 10.1016/j.jenvman.2013.07.018

Carrer, 2012, Significant mean and extreme climate sensitivity of norway spruce and silver fir at mid-elevation mesic sites in the Alps, PLoS ONE, 7, 10.1371/journal.pone.0050755

Chakraborty, 2016, Predicting distribution of major forest tree species to potential impacts of climate change in the central Himalayan region, Ecol. Eng., 97, 593, 10.1016/j.ecoleng.2016.10.006

Colombaroli, 2010, Species responses to fire, climate and human impact at tree line in the Alps as evidenced by palaeo-environmental records and a dynamic simulation model, J. Ecol., 98, 1346, 10.1111/j.1365-2745.2010.01723.x

Cui, 2017, Population spatial dynamics of Larix potaninii in Alpine treeline ecotone in the eastern margin of the Tibetan Plateau, China, Forests, 8, 356, 10.3390/f8100356

Dakhil, 2019, Past and future climatic indicators for distribution patterns and conservation planning of temperate coniferous forests in southwestern China, Ecol. Ind., 107, 10.1016/j.ecolind.2019.105559

Elith, 2006, Novel methods improve prediction of species’ distributions from occurrence data, Ecography, 29, 129, 10.1111/j.2006.0906-7590.04596.x

Elith, 2011, A statistical explanation of MaxEnt for ecologists, Divers. Distrib., 17, 43, 10.1111/j.1472-4642.2010.00725.x

Elumeeva, 2014, Life-form composition of alpine plant communities at the Eastern Qinghai-Tibetan plateau. Plant Biosyst. - Int, J. Deal. Asp. Plant Biol., 148, 988

Esselstyn, 2011, Species interactions during diversification and community assembly in an island radiation of shrews, PLoS ONE, 6, 10.1371/journal.pone.0021885

Fang, 2018, Climate change, human impacts, and carbon sequestration in China, Proc. Natl. Acad. Sci., 115, 4015, 10.1073/pnas.1700304115

Fang, 2014, Sensitivity of livelihood strategy to livelihood capital in mountain areas: empirical analysis based on different settlements in the upper reaches of the Minjiang River, China, Ecol. Indic., 38, 225, 10.1016/j.ecolind.2013.11.007

Farrington, 2016, Chapter 8 - climate change impacts on snow leopard range, 85

Flower, 2013, Using an ensemble of downscaled climate model projections to assess impacts of climate change on the potential distribution of spruce and Douglas-fir forests in British Columbia, Environ. Sci. Policy, 26, 63, 10.1016/j.envsci.2012.07.024

Forrest, 2012, Conservation and climate change: assessing the vulnerability of snow leopard habitat to treeline shift in the Himalaya, Biol. Conserv., 150, 129, 10.1016/j.biocon.2012.03.001

Fourcade, 2014, Mapping species distributions with MAXENT using a geographically biased sample of presence data: a performance assessment of methods for correcting sampling bias, PLoS ONE, 9, 10.1371/journal.pone.0097122

Gao, 2016, The impact of land-use change on water-related ecosystem services: a study of the Guishui River Basin, Beijing, China, J. Clean. Prod

Gao, 2016, Climate change and its impacts on vegetation distribution and net primary productivity of the alpine ecosystem in the Qinghai-Tibetan Plateau, Sci. Total Environ., 554–555, 34, 10.1016/j.scitotenv.2016.02.131

Garcia, 2013, Predicting geographic distribution and habitat suitability due to climate change of selected threatened forest tree species in the Philippines, Appl. Geogr., 44, 12, 10.1016/j.apgeog.2013.07.005

Ge, 2019, Effect of Tibetan Plateau heating on summer extreme precipitation in eastern China, Atmos. Res., 218, 364, 10.1016/j.atmosres.2018.12.018

Guisan, 2000, Predictive habitat distribution models in ecology, Ecol. Model., 135, 147, 10.1016/S0304-3800(00)00354-9

Guo, 2019, Divergent growth between spruce and fir at alpine treelines on the east edge of the Tibetan Plateau in response to recent climate warming, Agric. For. Meteorol., 276–277

Guo, 2018, The responses of dominant tree species to climate warming at the treeline on the eastern edge of the Tibetan Plateau, For. Ecol. Manage., 425, 21, 10.1016/j.foreco.2018.05.021

Guo, 2019, Predicting the impacts of climate change, soils and vegetation types on the geographic distribution of Polyporus umbellatus in China, Sci. Total Environ., 648, 1, 10.1016/j.scitotenv.2018.07.465

Hamid, 2018, Impact of climate change on the distribution range and niche dynamics of Himalayan birch, a typical treeline species in Himalayas, Biodivers. Conserv.

Han, 2019, Effects of drought on freshwater ecosystem services in poverty-stricken mountain areas, Glob. Ecol. Conserv., 17

Hayes, 2013

He, 2012, Effect of forest on annual water yield in the mountains of an arid inland river basin: a case study in the Pailugou catchment on northwestern China’s Qilian Mountains, Hydrol. Process., 26, 613, 10.1002/hyp.8162

Hijmans, 2005, Very high resolution interpolated climate surfaces for global land areas, Int. J. Climatol., 25, 1965, 10.1002/joc.1276

Hopkins, 2013, Ecosystem-level controls on root-rhizosphere respiration, New Phytol., 199, 339, 10.1111/nph.12271

Hou, 2018, An estimate of human and natural contributions to changes in water resources in the upper reaches of the Minjiang River, Sci. Total Environ., 635, 901, 10.1016/j.scitotenv.2018.04.163

Hu, 2014, Forest cover change and its drivers in the upstream area of the Minjiang River, China, Ecol. Indic., 46, 121, 10.1016/j.ecolind.2014.06.015

Joshi, 2012, Assessing impact of climate change on forest cover type shifts in Western Himalayan Eco-region, J. For. Res., 23, 75, 10.1007/s11676-012-0235-7

Kang, 2010, Review of climate and cryospheric change in the Tibetan Plateau, Environ. Res. Lett., 5, 10.1088/1748-9326/5/1/015101

Khanum, 2013, Predicting impacts of climate change on medicinal asclepiads of Pakistan using Maxent modeling, Acta Oecologica, 49, 23, 10.1016/j.actao.2013.02.007

Kumar, 2018, Assessment and review of hydrometeorological aspects for cloudburst and flash flood events in the third pole region (Indian Himalaya), Polar Sci., Recent Advances in Climate Science of Polar Region (to commemorate the contributions of Late Dr. S.Z. Qasim, a pioneering doyen of the Indian Polar programme), 18, 5

Kumar, 2015, Winter frequency of western disturbances and precipitation indices over Himachal Pradesh, India: 1977–2007, Atmósfera, 28, 63, 10.20937/ATM.2015.28.01.06

Kumar, 2012, Assessment of impact of climate change on Rhododendrons in Sikkim Himalayas using Maxent modelling: limitations and challenges, Biodivers. Conserv., 21, 1251, 10.1007/s10531-012-0279-1

Kumar, 2014, Using district-level occurrences in MaxEnt for predicting the invasion potential of an exotic insect pest in India, Comput. Electron. Agric., 103, 55, 10.1016/j.compag.2014.02.007

Lamsal, 2017, The greening of the Himalayas and Tibetan Plateau under climate change, Glob. Planet. Change, 159, 77, 10.1016/j.gloplacha.2017.09.010

Leonelli, 2011, Climate warming and the recent treeline shift in the European Alps: the role of geomorphological factors in high-altitude sites, AMBIO J. Hum. Environ., 40, 264, 10.1007/s13280-010-0096-2

Li, 2006, Eco-environmental vulnerability evaluation in mountainous region using remote sensing and GIS—a case study in the upper reaches of Minjiang River, China, Ecol. Model., 192, 175, 10.1016/j.ecolmodel.2005.07.005

Liu, C., White, M., Newell, G., 2009. Measuring the accuracy of species distribution models: a review., in: Proceedings 18th World IMACs/MODSIM Congress. Cairns Australia.

Liu, 2009, Land use and land cover change analysis and prediction in the upper reaches of the Minjiang River, China, . Environ. Manage., 43, 899, 10.1007/s00267-008-9263-7

Liu, 2009, Elevation dependency of recent and future minimum surface air temperature trends in the Tibetan Plateau and its surroundings, Glob. Planet. Change, 68, 164, 10.1016/j.gloplacha.2009.03.017

Lopez, 2019, Variation in tree growth sensitivity to moisture across a water-limited forest landscape, Dendrochronologia, 54, 87, 10.1016/j.dendro.2019.02.005

Lu, 2019, Incorporating rarity and accessibility factors into the cultural ecosystem services assessment in mountainous areas: a case study in the upper reaches of the Minjiang River, Sustainability, 11, 2203, 10.3390/su11082203

Ma, 2019, Temperature drive the altitudinal change in soil carbon and nitrogen of montane forests: Implication for global warming, CATENA, 182, 10.1016/j.catena.2019.104126

Mainali, 2015, Responses of Montane forest to climate variability in the Central Himalayas of Nepal, Mt. Res. Dev., 35, 66, 10.1659/MRD-JOURNAL-D-13-00101.1

Mamun, 2018, Distribution pattern prediction of an invasive alien species largemouth bass using a maximum entropy model (MaxEnt) in the Korean peninsula, J. Asia-Pac. Biodivers., 11, 516, 10.1016/j.japb.2018.09.007

Maria, 2017, Why input matters: Selection of climate data sets for modelling the potential distribution of a treeline species in the Himalayan region, Ecol. Model., 359, 92, 10.1016/j.ecolmodel.2017.05.021

Marland, 2017

Merow, 2013, A practical guide to MaxEnt for modeling species’ distributions: what it does, and why inputs and settings matter, Ecography, 36, 1058, 10.1111/j.1600-0587.2013.07872.x

Messier, 2013

Mothes, 2019, Evaluating ecological niche model accuracy in predicting biotic invasions using South Florida’s exotic lizard community, J. Biogeogr., 10.1111/jbi.13511

Naudiyal, 2018, Linking forest successional dynamics to community dependence on provisioning ecosystem services from the Central Himalayan forests of Uttarakhand, Environ. Manage., 1–14

Negi, 2011, Non-timber forest products (NTFPs): a viable option for biodiversity conservation and livelihood enhancement in central Himalaya, Biodivers. Conserv., 20, 545, 10.1007/s10531-010-9966-y

Niedzielski, 2019, Estimating snow water equivalent using unmanned aerial vehicles for determining snow-melt runoff, J. Hydrol., 578, 10.1016/j.jhydrol.2019.124046

Niu, 2019, Vegetation distribution along mountain environmental gradient predicts shifts in plant community response to climate change in alpine meadow on the Tibetan Plateau, Sci. Total Environ., 650, 505, 10.1016/j.scitotenv.2018.08.390

Nöjd, 2017, Effects of precipitation and temperature on the growth variation of Scots pine—a case study at two extreme sites in Finland, Dendrochronologia, 46, 35, 10.1016/j.dendro.2017.09.003

Noormets, 2015, Introduction for special issue: Carbon, water and nutrient cycling in managed forests, For. Ecol. Manage. Carbon, Water and Nutrient Cycling in Managed Forests, 355, 1

Null, 2010, Hydrologic response and watershed sensitivity to climate warming in California’s Sierra Nevada, PLoS ONE, 5, 10.1371/journal.pone.0009932

Palacios-Agundez, 2015, Provisioning ecosystem services supply and demand: the role of landscape management to reinforce supply and promote synergies with other ecosystem services, Land Use Policy, 47, 145, 10.1016/j.landusepol.2015.03.012

Palomo, 2017, Climate change impacts on ecosystem services in high mountain areas: a literature review, Mt. Res. Dev., 37, 179, 10.1659/MRD-JOURNAL-D-16-00110.1

Pandey, 1983, Water, sediment and nutrient movement in forested and non-forested catchments in Kumaun Himalaya, For. Ecol. Manage., 7, 19, 10.1016/0378-1127(83)90054-3

Pearman, 2008, Niche dynamics in space and time, Trends Ecol. Evol., 23, 149, 10.1016/j.tree.2007.11.005

Pearson, 2007, Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar, J. Biogeogr., 34, 102, 10.1111/j.1365-2699.2006.01594.x

Pecchi, 2019, Species distribution modelling to support forest management. A literature review, Ecol. Model., 411, 10.1016/j.ecolmodel.2019.108817

Peers, 2013, Evidence for large-scale effects of competition: niche displacement in Canada lynx and bobcat, Proc. R. Soc. Lond. B Biol. Sci., 280, 20132495

Petrie, 2016, A review of precipitation and temperature control on seedling emergence and establishment for ponderosa and lodgepole pine forest regeneration, For. Ecol. Manage., 361, 328, 10.1016/j.foreco.2015.11.028

Phillips, 2008, Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation, Ecography, 31, 161, 10.1111/j.0906-7590.2008.5203.x

Qi, 2019, Forest restoration efforts drive changes in land-use/land-cover and water-related ecosystem services in China’s Han River basin, Ecol. Eng., 126, 64, 10.1016/j.ecoleng.2018.11.001

Quintero, 2009, For services rendered? Modeling hydrology and livelihoods in Andean payments for environmental services schemes, For. Ecol. Manage., 258, 1871, 10.1016/j.foreco.2009.04.032

Rai, 2010, Climate Warming Studies in Alpine Habitats of Indian Himalaya, using Lichen based Passive Temperature-enhancing System, Nat. Sci., 8, 104

Rai, 2018, Biomass and carbon stock estimation across the timberline of Khangchendzonga National Park, Eastern Himalaya, India, Taiwania, 63, 311

Raxworthy, 2007, Applications of ecological niche modeling for species delimitation: a review and empirical evaluation using day geckos (Phelsuma) from Madagascar, Syst. Biol., 56, 907, 10.1080/10635150701775111

Rocca, 2014, Climate change impacts on fire regimes and key ecosystem services in Rocky Mountain forests, For. Ecol. Manage., 327, 290, 10.1016/j.foreco.2014.04.005

Rong, 2019, Modeling the Effect of Climate Change on the Potential Distribution of Qinghai Spruce (Picea crassifolia Kom.) in Qilian Mountains, Forests, 10, 62, 10.3390/f10010062

Schwab, 2018, Climate change-induced shift of tree growth sensitivity at a Central Himalayan Treeline Ecotone, Forests, 9, 267, 10.3390/f9050267

Searcy, 2016, Do ecological niche models accurately identify climatic determinants of species ranges?, Am. Nat., 187, 423, 10.1086/685387

Seidl, 2019, What drives the future supply of regulating ecosystem services in a mountain forest landscape?, For. Ecol. Manage., 445, 37, 10.1016/j.foreco.2019.03.047

Shi, 2010, Effects of livestock exclusion on vegetation and soil properties under two topographic habitats in an alpine meadow on the eastern qinghai-tibetan plateau, Pol. J. Ecol., 58, 125

Shi, 2018, Changes of heating and cooling degree days over China in response to global warming of 1.5 °C, 2 °C, 3 °C and 4 °C, Adv. Clim. Change Res., 9, 192, 10.1016/j.accre.2018.06.003

Shrestha, 2017, Growth responses of Abies spectabilis to climate variations along an elevational gradient in Langtang National Park in the central Himalaya, Nepal, J. For. Res., 22, 274

Silvertown, 2004, Plant coexistence and the niche, Trends Ecol. Evol., 19, 605, 10.1016/j.tree.2004.09.003

Simon, 2019, Drivers of forest regeneration patterns in drought prone mixed-species forests in the Northern Calcareous Alps, For. Ecol. Manage., 453, 10.1016/j.foreco.2019.117589

Sinclair, 2010, How useful are species distribution models for managing biodiversity under future climates?, Ecol. Soc., 15

Singh, 2013, Modeling environmental niche of Himalayan birch and remote sensing based vicarious validation, Trop. Ecol., 54, 319

Singh, 2012

Sullivan, 2016, Evidence of soil nutrient availability as the proximate constraint on growth of treeline trees in northwest Alaska: reply, Ecology, 97, 803, 10.1890/15-1734.1

Swets, 1988, Measuring the accuracy of diagnostic systems, Science, 240, 1285, 10.1126/science.3287615

Tan, 2018, High resolution monsoon precipitation changes on southeastern Tibetan Plateau over the past 2300 years, Quat. Sci. Rev., 195, 122, 10.1016/j.quascirev.2018.07.021

Terzi, 2019, Multi-risk assessment in mountain regions: a review of modelling approaches for climate change adaptation, J. Environ. Manage., 232, 759, 10.1016/j.jenvman.2018.11.100

Theurillat, 2001, Potential impact of climate change on vegetation in the European Alps: a review, Clim. Change, 50, 77, 10.1023/A:1010632015572

Thuiller, 2007, Biodiversity: Climate change and the ecologist, Nature, 448, 550, 10.1038/448550a

Thuiller, 2006, Using niche-based modelling to assess the impact of climate change on tree functional diversity in Europe, Divers. Distrib., 12, 49, 10.1111/j.1366-9516.2006.00216.x

Tomczyk, 2016, Effects of extreme natural events on the provision of ecosystem services in a mountain environment: the importance of trail design in delivering system resilience and ecosystem service co-benefits, J. Environ. Manage., 166, 156, 10.1016/j.jenvman.2015.10.016

van Vuuren, 2011, The representative concentration pathways: an overview, Clim. Change, 109, 5, 10.1007/s10584-011-0148-z

Veeck, 2015, The effects of China’s environmental protection policies on pasture quality and the activities of small-scale herders in Songpan County, Western Sichuan, Environ. Monit. Assess., 187, 368, 10.1007/s10661-015-4601-8

Walls, 2012, A Field-based analysis of the accuracy of niche models applied to the Fossil record, Paleontol. Contrib., 2012, 1, 10.17161/PC.1808.8950

Wang, 2018, Responses of seedling performance to altered seasonal precipitation in a secondary tropical forest, southern China, For. Ecol. Manage., 410, 27, 10.1016/j.foreco.2017.12.035

Wang, 2016, Climatic niche models and their consensus projections for future climates for four major forest tree species in the Asia-Pacific region, For. Ecol. Manag Special Section: Forest Management for Climate Change, 360, 357

Wang, 2018, Snow cover phenology affects alpine vegetation growth dynamics on the Tibetan Plateau: Satellite observed evidence, impacts of different biomes, and climate drivers, Agric. For. Meteorol., 256–257, 61, 10.1016/j.agrformet.2018.03.004

Wang, 2019, The stability of spruce treelines on the eastern Tibetan Plateau over the last century is explained by pastoral disturbance, For. Ecol. Manage., 442, 34, 10.1016/j.foreco.2019.03.058

Warren, 2010, ENMTools: a toolbox for comparative studies of environmental niche models, Ecography, 33, 607, 10.1111/j.1600-0587.2009.06142.x

Warren, D.L., Glor, R.E., Turelli, M., 2009. ENMTools User Manual v1. 0.

Warren, 2008, Environmental Niche equivalency versus conservatism: quantitative approaches to niche evolution, Evolution, 62, 2868, 10.1111/j.1558-5646.2008.00482.x

Warren, 2011, Ecological niche modeling in Maxent: the importance of model complexity and the performance of model selection criteria, Ecol. Appl., 21, 10.1890/10-1171.1

Wenguang, 2008, Impacts of land-use change on mammal diversity in the upper reaches of Minjiang River, China: implications for biodiversity conservation planning, Landsc. Urban Plan., 85, 195, 10.1016/j.landurbplan.2007.11.006

West, 2016, Field validation of an invasive species Maxent model, Ecol. Inform., 36, 126, 10.1016/j.ecoinf.2016.11.001

Wieser, 2019, Effects of climate change at treeline: lessons from space-for-time studies, manipulative experiments, and long-term observational records in the Central Austrian Alps, Forests, 10, 508, 10.3390/f10060508

Xiang, 2016, Modelling tree recruitment in relation to climate and competition in semi-natural Larix-Picea-Abies forests in northeast China, For. Ecol. Manage., 382, 100, 10.1016/j.foreco.2016.09.050

Xu, 2020, Impacts of ontogenetic and altitudinal changes on morphological traits and biomass allocation patterns of Fritillaria unibracteata, J. Mt. Sci., 17, 83, 10.1007/s11629-019-5630-5

Xu, 2019, Modeling the distribution of Zanthoxylum armatum in China with MaxEnt modeling, Glob. Ecol. Conserv., 10.1016/j.gecco.2019.e00691

Xu, 2009, The melting Himalayas: cascading effects of climate change on water, biodiversity, and livelihoods, Conserv. Biol., 23, 520, 10.1111/j.1523-1739.2009.01237.x

Xu, 2013, Temperature and vegetation seasonality diminishment over northern lands, Nat. Clim. Change, 3, 581, 10.1038/nclimate1836

Yadav, 2012, Characteristic features of winter precipitation and its variability over northwest India, J. Earth Syst. Sci., 121, 611, 10.1007/s12040-012-0184-8

Yan, 2017, Range shifts in response to climate change of Ophiocordyceps sinensis, a fungus endemic to the Tibetan Plateau, Biol. Conserv., 206, 143, 10.1016/j.biocon.2016.12.023

Yang, 2011, Response of hydrological cycle to recent climate changes in the Tibetan Plateau, Clim. Change, 109, 517, 10.1007/s10584-011-0099-4

Yang, 2013, Maxent modeling for predicting the potential distribution of medicinal plant, Justicia adhatoda L. in Lesser Himalayan foothills, Ecol. Eng., 51, 83, 10.1016/j.ecoleng.2012.12.004

Yi, 2016, Maxent modeling for predicting the potential distribution of endangered medicinal plant (H. riparia Lour) in Yunnan, China, Ecol. Eng., 92, 260, 10.1016/j.ecoleng.2016.04.010

You, 2020, Review of snow cover variation over the Tibetan Plateau and its influence on the broad climate system, Earth-Sci. Rev., 201, 10.1016/j.earscirev.2019.103043

Yu, 2010, Winter and spring warming result in delayed spring phenology on the Tibetan Plateau, Proc. Natl. Acad. Sci., 107, 22151, 10.1073/pnas.1012490107

Zhang, 2019, Impact of climate factors on future distributions of Paeonia ostii across China estimated by MaxEnt, Ecol. Inform., 50, 62, 10.1016/j.ecoinf.2019.01.004

Zhang, 2012, The effect of forest harvesting and climatic variability on runoff in a large watershed: The case study in the Upper Minjiang River of Yangtze River basin, J. Hydrol., 464–465, 1, 10.1016/j.jhydrol.2012.05.050

Zhang, 2017, Characteristics of black carbon in snow from Laohugou No. 12 glacier on the northern Tibetan Plateau, Sci. Total Environ., 607–608, 1237, 10.1016/j.scitotenv.2017.07.100