*
 

iForest - Biogeosciences and Forestry

iForest - Biogeosciences and Forestry
*

Impacts of climate change on the establishment, distribution, growth and mortality of Swiss stone pine (Pinus cembra L.)

iForest - Biogeosciences and Forestry, Volume 3, Issue 4, Pages 82-85 (2010)
doi: https://doi.org/10.3832/ifor0537-003
Published: Jul 15, 2010 - Copyright © 2010 SISEF

Review Papers

Collection/Special Issue: NFZ Summer School 2009 - Birmensdorf (Switzerland)
Long-term ecosystem research: understanding the present to shape the future
Guest Editors: Marcus Schaub (WSL, Switzerland)

Anticipated future climate changes are expected to significantly influence forest ecosystems, particularly in treeline ecotones. Climate change will have both direct and indirect effects on the future distribution of alpine tree species, some of which will be positive and others negative. Although increased temperatures are on the whole likely to have a positive impact on growth and distribution of Swiss stone pine (Pinus cembra L.), indirect effects that influence seed dispersal may threaten the population viability of species. The complexity of the interrelations between climatic and non-climatic factors demands further research, which should include long-term monitoring.

Swiss stone pine, Treeline, Climate change, Distribution shift, Tree growth, Mortality

  Introduction 

Future impacts of global climate change such as predicted increases in annual air and surface temperatures and variations in precipitation will cause significant alterations in forest ecosystems ([11]). Impacts of these changes will be proportionally more perceptible at high elevations ([3]).

In timberline ecotones near the upper limit of closed forests tree growth, forest structure and forest dynamics are mainly temperature-driven ([40], [19], [21]). The sensitivity of these biomes to climate variability is high and thus of special interest for understanding the effects of global change.

Swiss stone pine (Pinus cembra L.) is distributed in timberline ecotones across Europe from the Carpathian Mountains to the French Alps ([36], [42]). During several hundred years of human activities such as alpine farming or timber extraction Swiss stone pine was often eliminated and therefore restricted to stands on inaccessible slopes exposed to the North ([17], [25], [20]). In recent decades, socio-economic and silvicultural changes have favoured the establishment of Swiss stone pine ([26]). This five-needled conifer tree is well adapted to the harsh subalpine climate conditions in the Central European Alps ([42]) and is often associated with mountain pine (Pinus montana Miller), Scots pine (Pinus sylvestris L.), European larch (Larix decidua Miller) and Norway spruce (Picea abies L. Karst). In the continental subalpine forests of the Central Alps with relatively low rainfall and mean annual temperatures below 1.5 °C ([12]), stands develop from early-successional stages dominated by mountain pine to a late-successional stage dominated by Swiss stone pine and European Larch ([37], [20]).

This review will summarize the evidence of Swiss stone pine responses to climate change at the timberline ecotone. The review will consider all life stages, and possible distribution shifts of Swiss stone pine populations in the future will be discussed.

  Seedling establishment 

Swiss stone pine is a monoecious, wind pollinated species which reaches reproductive maturity at 40-60 years of age ([42]) with good seed production years occurring on average twice in ten years ([23]). Seed production is especially sensitive to climate because important developmental processes such as the initiation of flower and cone primordia, meiosis and the release of pollen depend to a large degree on climatic variables ([35]). The temporal dynamics of seed production and the influence of climate change on seed production of Swiss stone pine have however not been comprehensively investigated to date.

The wingless Swiss stone pine seeds are mainly dispersed by the European nutcracker bird (Nucifragacaryocatactes L.). Swiss stone pine seeds are the main food source for European nutcrackers, and those birds are capable of gathering and transporting a large amount of seeds for storage in their own territory. Nutcrackers hide the seeds on the ground and prefer sites under sheltering trees or stumps, ridges or rock ledges in open areas ([23]), which in turn places Swiss stone pine seeds into microsites favourable for germination and seedling establishment. Gregory et al. ([14]) determined that variation in observed population trend among European bird species is significantly linked with model projections of change in the extent of the species’ potential geographical range associated with climate change. Their results show that the European nutcracker is one of the ten bird species to have most declined with global warming during the period 1980-2005.

Swiss stone pine germinates well on organic soils with an accumulated layer of litter and moss, but it can also germinate and establish itself on mineral soils or even rocky surfaces ([42]). Seedlings profit from large endosperm reserves, are shade tolerant and therefore able to persist as understorey saplings ([16]). Seedling survival is enhanced by early snow melt in warm spring months and early snow falls at the beginning of winter that limit deep freezing of the soil ([43]). Increased soil warming is favourable for cell activity and cell differentiation and thus for further root establishment ([15]). Particularly at mountain sites tree seedlings are likely to benefit from microclimates created by dwarf shrubs, but as they grow taller, there may be a microclimatological bottleneck in the development of the seedlings to mature tress ([13]).

  Growth 

The growing season at the timberline is very short and any extensions of the season due to small temperature differences at the beginning and the end of the snow-free period have a large effect on the annual carbon gain of evergreen conifers ([45]). The maturation and hardening of tissues, needles, shoots and buds are positively influenced by an extended growing season ([2]), as is resilience against winter stress (e.g., frost desiccation) in combination with the climate conditions during winter of the current year ([39], [40]). Swiss stone pine has a relative low photosynthetic capacity and a low daily and seasonal carbon gain ([45]), the length of the active growing period is thus of special importance for further growth increase. Motta & Nola ([25]) detected a distinct increasing trend in growth rates of Swiss stone pine over the last century in the Eastern Italian Alps. The radial growth of several Swiss stone pine stands in the Central Swiss Alps has increased with increasing summer temperatures and longer growing seasons since 1980 ([43]), although continuing periods of drought may have limited radial growth ([29], [43]). Pietsch & Hasenauer ([34]) show that stomatal conductance in Swiss stone pine (necessary for CO2 uptake and tree growth) is correlated to stem temperature, which provides a physiological explanation for these recent increasing growth rates. An early initiation of growth may, however, increase trees’ susceptibility to late frost events ([5]). Radial growth of Swiss stone pine at the timber line is negatively correlated with cool summer (June-August) and previous autumn (September-October) temperatures and low precipitation in late winter ([33]). Several other authors also mention a similar influence of precipitation in the previous autumn and winter as well as current summer temperatures ([6], [29], [7], [30], [15], [22]).

Non-climatic aspects of global change such as higher nitrogen deposition and the rise in atmospheric CO2 concentration may also be considered as enhancing growth simulators ([28], [45]). Other non-climatic aspects such as tropospheric ozone are suspected on the other hand as contributing factors for growth decline of Swiss stone pine ([9]).

  Mortality 

At high elevations, the survival of trees is mainly affected by environmental factors ([40]). In the context of climate change several factors are worth mentioning, besides drought periods. Long-lasting snow cover may stress trees by significantly reducing the length of the growing period, but snow also has mechanical effects on trees (snowbreak damage). The branches of Swiss stone pine are relatively short and elastic, therefore the crowns of adult Swiss stone pine trees are less prone to snowbreak damage from overloading than for example the crowns of Scots pine with less elastic branches ([27]).

The occurrence of the ascomycete Gremmeniella abietina, the main pathogenic fungus for Swiss stone pine, is positively related to the mean duration of snow cover in spring ([38]). Prolonged snow cover allows the fungus to grow for a longer time under favourably moist conditions. Infections of Swiss stone pine with Phacadium infestans, the second most important pathogenic fungus, are governed more by stand density-dependent interactions ([4]).

Insects are the most important seed predators during the predispersal phase of seed development ([41]). Dormont & Roques ([10]) speculate that the limited colonization of Swiss stone pine seeds by insects may also be due to the behaviour of the European nutcracker. The bird harvests most of the mature cones by the end of the summer ([23]) before the completion of insect larval development within the cone, which may help to limit seed damage by insects.

  Discussion 

An understanding of seedling recruitment dynamics and their climatic controls is indispensable for predicting likely future changes in the distribution of Swiss stone pine in response to climate change. The quantity and quality of seed production, dispersal, establishment and subsequent growth after establishment are essential for the formation of new subalpine forest areas at higher altitudes.

Swiss stone pine may reestablish in alpine areas even long after the reduction or cessation of farming or other human activities, due to the seed dispersal accomplished by the European nutcracker ([23]). Climate change may have a deleterious effect on Swiss stone pine establishment due to added pressures on this seed dispersal vector. Although a further increase in summer temperatures might shorten the interval between good seed years ([18]), the recruitment of Swiss stone pine populations is likely to be reduced if the population of the European nutcracker is significantly impacted ([23]).

The Alpine climate system is very complex, with complex patterns of variation and dynamics on interannual and decadal time scales. Besides local microclimates ([8]), the primary climatic limitation on vegetation establishment is the combined effects of growing-season length, seasonal temperatures and the duration of the snowpack (e.g., [40], [21]). Several studies (e.g., [19], [31], [44], [32], [8]) have assessed that the lengthening of the growing season, higher spring and summer temperatures and an earlier melting of the snowpack will lead to an altitudinal upward movement of high mountain vegetation and a consistent upslope advance of altitudinal timberlines. This may be the case as well for Swiss stone pine in the timberline ecotone and possibly lead to an upward distribution of this species, although in some cases soil water conditions may be a limiting factor ([1]). The upper tree line is the preferred territory of the European nutcracker, and thus possible altitudinal expansion of Swiss stone pine populations at the treeline ecotone will depend in part on the response of nutcrackers to environmental change ([25]).

Variations in altitudinal timberline positions and tree growth are explained by a combination of a general thermal boundary for tree growth and regional edaphic properties and disturbances ([21]). These regional to local scale factors may obscure or reverse vegetation patterns and trends expected from global climate change ([8]). Anfodillo et al. ([1]) for example reported for the Eastern Italian Alps that soils at the timberline could become physiologically dry during the growing period and that high temperatures and vapour pressure deficits limit the radial growth of Swiss stone pine. Severe climatic events such as drought or severe frost during the growing season are more likely than temperature changes to control tree population dynamics in timberline ecotones ([45]). An increase in stochastic disturbances due to for example fire or windthrow may diminish the regeneration of the shade tolerant Swiss stone pine and may give pioneer species the chance to establish ([16]). Vegetation changes at the timberline ecotone may rather occur abruptly, therefore long-term trends on large spatial distribution scales of Swiss stone pine due to global climate change may be difficult to detect or predict.

Besides the possible upward shift Hättenschwiler & Körner ([16]) considered that in recent decades reduced forest pasturing and increased nitrogen input may have led to denser ground and understorey vegetation in some parts of Central Switzerland, which may result in a possible downward movement of Swiss stone pine due to its shade tolerance as a climax species. Under predicted warmer climatic conditions however this downward shift of Swiss stone pine is likely to be limited by the competitive advantage of other tree species. Anfodillo et al. ([1]) speculate that for example European larch is favoured in competition against Swiss stone pine in the case of an increase of air temperature due to a higher water uptake capacity.

Although tree mortality is a highly random process that is difficult to predict ([24]), it seems that environmental factors such as snowbreak or pathogenic insects and fungi are not the major influences on large tree mortality of Swiss stone pine. Frequent drought periods or late frost events however may be more significant drivers of mortality rates.

Longer observation periods will be necessary to confirm and predict distribution shifts, growth increase and mortality of Swiss stone pine in the Central Alps, and long-term data collection of multiple parameters will be necessary to distinguish the relative influence of climate on the development of Swiss stone pine.

  Conclusions 

Climatic influences on treeline ecosystems are a complex mix of direct and indirect effects, which individually may either positively or negatively influence tree growth and distribution. Although individual aspects of these effects have been studied, the overall likely consequences of new climatic conditions for the establishment, distribution, growth and mortality of Swiss stone pine are still poorly understood. Continued warming is likely to lead to an altitudinal or latitudinal population shift and increased growth, but extreme events such as drought or wildfires may however cause growth declines or mortality. The distribution of Swiss stone pine populations in the future is however inescapably related to the adaptability of the primary seed dispersal vector (the European nutcracker bird) to environmental change. Future research on Swiss stone pine should use long-term monitoring on large spatial scales to better understand the ongoing changing dynamic processes during the lifespan of Swiss stone pine in the timberline ecotone and the contributing factors that influence the dynamics. Combined studies involving both forest growth researchers and avian ecologists would help to better understand seed dispersal and seedling establishment processes.

  Acknowledgements 

This paper was produced as a result of the 2009 5th annual NFZ summer school in Zurich, held in conjunction with the LWF Long-Term Forest Ecosystem research conference, 8-9 September 2009. The authors would like to thank the Nancy / Freiburg / Zurich forest network (⇒ http:/­/­www.­nfz-forestnet.­org/­) for their invitation to the conference and in particular to thank Dr Marcus Schaub and his colleagues for their organisation of the summer school and the staff of the Swiss National Park for their leading of the associated field trip. The authors are also grateful for language revision by Dr Silvia Dingwall and technical comments from two anonymous reviews, all of which served to greatly improve the paper.

  References

(1)
Anfodillo T, Rento S, Carraro V, Furlanetto L, Urbinati C, Carrer M (1998). Tree water relations and climatic variations at the alpine timberline: seasonal changes of sap flux and xylem water potential in Larix decidua Miller, Picea abies (L.) Karst and Pinus cembra L.. Annals of Forest Science 55: 159-172.
CrossRef | Gscholar
(2)
Baig MN, Tanquillini W (1980). The effects of wind and temperature on cuticular transpiration of Picea abies and Pinus cembra and their significance in desiccation damage at the alpine tree line. Oecologia 47: 252-256.
CrossRef | Gscholar
(3)
Bensiton M, Diaz HF, Bradley RS (1997). Climate change at high elevation sites: an overview. Climate Change 36: 233-251.
CrossRef | Gscholar
(4)
Burdon JJ, Wennstöm A, Ericson L, Müller WJ, Morton R (1992). Density-dependent mortality in Pinus sylvestris caused by the snow blight pathogen Phacidium infestans. Oecologia 90: 74-79.
CrossRef | Gscholar
(5)
Cannell MGR, Smith RI (1986). Climatic warming, spring budburst and frost damage on trees. Journal of Applied Ecology 23: 177-191.
CrossRef | Gscholar
(6)
Carrer M, Anfodillo T, Urbinati C, Carraro V (1998). High-altitude forest sensitivity to global warming: results from long-term and short-term analyses in the Eastern Italian Alps. In: “The Impacts of Climate Variability on Forests”. Springer, Berlin, Heidelberg, pp. 318.
Gscholar
(7)
Carrer M, Nola P, Eduard J, Motta R, Urbinati C (2007). Regional variability of climate-growth relationships in Pinus cembra high elevation forests in the Alps. Journal of Ecology 95: 1072-1083.
CrossRef | Gscholar
(8)
Daniels LD, Veblen TT (2003). Regional and local effects of disturbance and climate on altitudinal treelines in northern Patagonia. Journal of Vegetation Science 14: 733-742.
CrossRef | Gscholar
(9)
Dalstein L, Torti X, LeThiec D, Dizengremel P (2002). Physiological study of declining Pinus cembra (L.) trees in southern France. Trees 16: 299-305.
CrossRef | Gscholar
(10)
Dormont L, Roques A (1999). A survey of insects attacking seed cones of Pinus cembra in the Alps, the Pyrénées and Massif Central. Journal of Applied Entomology 123: 65-72.
CrossRef | Gscholar
(11)
Eastaugh C (2008). Adaptations of forests to climate change: A multidisciplinary review. IUFRO Occasional Paper 21, International Union of Forest Research Organisations, Vienna.
Gscholar
(12)
Ellenberg H (1996). Vegetation Mitteleuropas und der Alpen in ökologischer, dynamischer und historischer Sicht. UTB, Stuttgart, pp. 1056.
Gscholar
(13)
Grace J, Berninger F, Nagy L (2002). Impacts of Climate Change on the Tree Line. Annals of Botany 90: 537-544.
CrossRef | Gscholar
(14)
Gregory RD, Willis SG, Jiguet F, Vorisek P, Klavanova A, Van Strien A, Huntley B, Collingham YC, Couvet D, Green RE (2009). An Indicator of the Impact of Climatic Change on European Bird Populations. PloS One 4 (3): e4678.
CrossRef | Gscholar
(15)
Gruber A, Baumgartner D, Zimmermann J, Oberhuber W (2009). Temporal dynamic of wood formation in Pinus cembra along the alpine treeline ecotone and the effect of climate variables. Trees 23: 623-635.
CrossRef | Gscholar
(16)
Hättenschwiler S, Körner C (1995). Responses to recent climate warming of Pinus sylvestris and Pinus cembra within their montane transition zone in the Swiss Alps. Journal of Vegetation Science 6: 357-368.
CrossRef | Gscholar
(17)
Holtmeier FK (1966). Die ökologische Funktion des Tannenhähers im Zirben-Lärchenwald und an der Waldgrenze des Oberengadins. Journal of Ornithology 107: 337-345.
CrossRef | Gscholar
(18)
Holtmeier FK, Broll G (2007). Treeline advance - driving processes and adverse factors. Landscape Online 1: 1-33.
CrossRef | Gscholar
(19)
Innes JL (1991). High-altitude and high-latitude tree growth in relation to past, present and future global climate change. The Holocene 1: 168-173.
CrossRef | Gscholar
(20)
Höhn M, Gugerli F, Abran P, Bisztray G, Buonamici A, Cseke K, Hufnagel L, Quintela-Sabaris C, Sebastiani F, Vendramin GG (2009). Variation in the chloroplast DNA of Swiss stone pine (Pinus cembra L.) reflects contrasting post-glacial history of populations from the Carpathians and the Alps. Journal of Biogeography 36: 1798-1806.
CrossRef | Gscholar
(21)
Körner C (1998). A re-assessment of the high elevation treeline positions and their explanation. Oecologia 115: 445-459.
CrossRef | Gscholar
(22)
Leonelli G, Pelfini M, Battipaglia G, Cherubini P (2009). Site-aspect influence on climate sensitivity over time of a high-altitude Pinus cembra tree-ring network. Climatic change 96: 185-201.
CrossRef | Gscholar
(23)
Mattes H (1982). Die Lebensgemeinschaft von Tannenhäher, Nucifraga caryocatactes (L.), und Arve, Pinus cembra L., und ihre forstliche Bedeutung in der oberen Gebirgswaldstufe. Berichte Eidgenössische Forschungsanstalt Wald, Schnee und Landschaft WSL 241, pp. 74.
Gscholar
(24)
Monserud RA (1976). Simulation of forest tree mortality. Forest Science 22 (3): 438-444.
Online | Gscholar
(25)
Motta R, Nola P (2001). Growth trends and dynamics in sub-alpine forest stands in the Varaita Valley (Piedmont, Italy) and their relationships with human activities and global change. Journal of Vegetation Science 12: 219-230.
CrossRef | Gscholar
(26)
Motta R, Morales M, Nola P (2006). Human land-use, forest dynamics and tree growth at the treeline in the western Italian Alps. Annals of Forest Science 63: 739-747.
CrossRef | Gscholar
(27)
McKinney ST, Fiedler CE, Tomback DF (2009). Invasive pathogen threatens bird-pine mutualism: implications for sustaining a high-elevation ecosystem. Ecological Applications 19(3): 597-607.
CrossRef | Gscholar
(28)
Nicolussi K, Bortenschlager S, Körner C (1995). Increase in tree-ring width in subalpine Pinus cembra from the Central Alps that may be CO2 related. Trees 9: 181-189.
CrossRef | Gscholar
(29)
Oberhuber W (2004). Influence of climate on radial growth of Pinus cembra within the alpine timberline ecotone. Tree Physiology 24: 291-301.
CrossRef | Gscholar
(30)
Oberhuber W, Kofler W, Pfeifer K, Seeber A, Gruber A, Wieser G (2008). Long-term changes in tree-ring climate relationships at Mt. Patscherkofel (Tyrol, Austria) since the mid-1980s. Trees 22: 31-40.
CrossRef | Gscholar
(31)
Pauli H, Gottfried M, Grabherr G (1996). Effects of climate change on mountain ecosystems - upward shifting of alpine plants. World Resource Review 8 (3): 382-390.
Gscholar
(32)
Pauli H, Gottfried M, Grabherr G (2003). Effects of Climate change on the alpine and nival vegetation of the Alps. Journal of Mountain Ecology 7: 9-12.
Gscholar
(33)
Pfeifer K, Kofler W, Oberhuber W (2005). Climate related causes of distinct radial growth reductions in Pinus cembra during the last 200 yr. Vegetation History and Archaeobotany 14: 211-220.
CrossRef | Gscholar
(34)
Pietsch SA, Hasenauer H (2005). Modeling cembran pine ecosystems in Austria. Austrian Journal of Forest Science 122 (1): 37-54.
Gscholar
(35)
Pigott CD (1992). Are the distributions of species determined by failure to set seed? In: “Fruit and seed production” (Marshall J, Grace J eds). Cambridge University Press, Cambridge, UK, pp. 256.
Gscholar
(36)
Polunin O, Walters M (1986). A guide to the vegetation of Britain and Europe. Oxford Univ. Press, Oxford, UK, pp. 238.
Gscholar
(37)
Risch AC, Nagel LM, Schütz M, Krüsi BO, Kienast F, Bugmann H (2003). Structure and long-term development of subalpine Pinus montana Miller and Pinus cembra L. forests in the central European Alps. Forstwissenschaftliches Centralblatt 122: 219-230.
Gscholar
(38)
Senn J (1999). Tree mortality caused by Gremmeniella abietina in a subalpine afforestation in the central Alps and its relationship with duration of snow cover. European Journal of Forest Pathology 29: 65-74.
CrossRef | Gscholar
(39)
Tranquillini W (1963). Climate and water relations of plants in the sub-alpine region. In: “The water relations of plants” (Rutter AJ, Whitehead FH eds). Blackwell, Oxford, UK, pp. 153-166.
Gscholar
(40)
Tranquillini W (1979). Physiological ecology of the alpine timberline. Springer-Verlag, New York, USA.
Gscholar
(41)
Turgeon JJ, Roques A, De Groot P (1994). Insect fauna of coniferous seed cones. Diversity, host-plant interactions, and management. Annual Review of Entomology 39: 179-212.
CrossRef | Gscholar
(42)
Ulber M, Gugerli F, Bozic G (2004). EUFORGEN Technical Guidelines for genetic conservation and use for Swiss stone pine (Pinus cembra L.). International Plant Genetic Resources Institute, Rome, Italy, pp. 6.
Gscholar
(43)
Vittoz P, Rulence B, Largey T, Freléchoux F (2008). Effects of climate and land-use change on the establishment and growth of Cembran pine (Pinus cembra L.) over the altitudinal treeline ecotone in the central Swiss Alps. Arctic, Antarctic and Alpine Research 40: 225-232.
CrossRef | Gscholar
(44)
Walther GR, Post E, Convey P, Menzel A, Parmesan C, Beebee TJC, Fromentin O, Hoegh-Guldberg JM, Bairlein F (2002). Ecological responses to recent climate change. Nature 416: 389-395.
CrossRef | Gscholar
(45)
Wieser G, Matyssek R, Luzian R, Zwerger P, Pindur P, Oberhuber W, Gruber A (2009). Effects of atmospheric and climate change at the timberline of the Central European Alps. Annals of Forest Science 66: 402.
CrossRef | Gscholar

Authors’ Affiliation

(1)
S Boden
P Pyttel
Institute for Forest Growth, Albert-Ludwigs University Freiburg, Tennenbacher Straße 4, D-79106 Freiburg (Germany)
(2)
CS Eastaugh
Institute of Silviculture, Albert-Ludwigs University Freiburg, Tennenbacher Straße 4, D-79106 Freiburg (Germany)
(3)
University of Natural Resources and Applied Life Sciences (BOKU), Department of Forest and Soil Sciences, Institute of Silviculture, Peter Jordan Straße 82, 1190 Vienna (Austria)

Corresponding author

Citation

Boden S, Pyttel P, Eastaugh CS (2010). Impacts of climate change on the establishment, distribution, growth and mortality of Swiss stone pine (Pinus cembra L.). iForest 3: 82-85. - doi: 10.3832/ifor0537-003

Academic Editor

Marcus Schaub

Paper history

Received: May 25, 2010
Accepted: May 31, 2010

First online: Jul 15, 2010
Publication Date: Jul 15, 2010
Publication Time: 1.50 months

© SISEF - The Italian Society of Silviculture and Forest Ecology 2010

  Open Access

This article is distributed under the terms of the Creative Commons Attribution-Non Commercial 4.0 International (https://creativecommons.org/licenses/by-nc/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

Creative Commons Licence

Breakdown by View Type

(Waiting for server response...)

Article Usage

Total Article Views: 51263
(from publication date up to now)

Breakdown by View Type
HTML Page Views: 43414
Abstract Page Views: 2935
PDF Downloads: 3948
Citation/Reference Downloads: 39
XML Downloads: 927

Web Metrics
Days since publication: 5005
Overall contacts: 51263
Avg. contacts per week: 71.70

Article citations are based on data periodically collected from the Clarivate Web of Science web site
(last update: Feb 2023)

Total number of cites (since 2010): 22
Average cites per year: 1.57

 
 

Publication Metrics

by Dimensions ©

List of the papers citing this article based on CrossRef Cited-by.

 

iForest Similar Articles

 

This website uses cookies to ensure you get the best experience on our website. More info