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Эволюционная нейронная сеть VS-Growth (VS-GENN)

WEB-платформа экспериментального и теоретического анализа изменчивости роста деревьев в лесных экосистемах Северного полушария.
(Проект поддержан Российским научным фондом и Министерством науки и образования РФ) 

О проекте


Цель проекта - ретроспективная оценка и краткосрочный прогноз продуктивности основных видов древесных растений бореальной зоны Северного полушария под влиянием основных климатических (солнечная освещенность, температура и осадки) и неклиматических ( пожаров, наводнений, нашествий насекомых и т. д.) факторов, основанных на исходной технологической имитационной модели роста деревьев и специально
 разработанной нейросетевой платформе.


Параметризация

Автоматическая параметризация VS-модели с использованием генетических и дифференциальных эволюционных стратегий. Подробнее

Влажность почвы 

Улучшение блока влажности почвы в VS-модели на основе новых подходов, разработанных авторской командой проекта.

Классификация 

Классификация территории, охватываемой сетью дендрохронологических участков, на основе стандартизированных древовесно-кольцевых хронологий.

Интеграция

Интеграция наборов оптимальных параметров VS-модели в интерактивную систему дендроклиматического мониторинга.

О нас

Научные результаты 

Список последних публикаций

Tumajer J., Kašpar J., Kuželová H., Shishov V.V., Tychkov I.I., Popkova M.I.,Vaganov E.A., Treml V. 2021. Forward Modeling Reveals Multidecadal Trends in Cambial Kinetics and Phenology at Treeline. Front. Plant Sci. 12:613643. DOI: 10.3389/fpls.2021.613643 (Impact factor 4.4; SJR Quartile Q1)

Büntgen U., Kirdyanov A.V., Krusic P.J., Shishov V.V., Esper J. 2021. Arctic aerosols and the 'Divergence Problem' in dendroclimatology. Dendrochronologia. V. 67 (125837). DOI:10.1016/j.dendro.2021.125837 (Impact factor 2.3; SJR Quartile Q1)

Shishov V.V., Arzac A., Popkova M.I., Yang B., He M., Vaganov E.A. Experimental and theoretical analysis of tree-ring growth in cold climates. Chapter in the book "Boreal Forests in the Face of Climate Change - Sustainable Management. Advances in Global Change Research." Eds. Girona M., Gauthier S., Morin S., Bergeron Y. Springer. (Accepted to print)

Zhou P., Huang J.-G., Liang H., Rossi S., Bergeron Y., Shishov V.V., Jiang S., Kang J., Zhu H., Don Z. 2021. Radial growth of Larix sibirica was more sensitive to climate at low than high altitudes in the Altai Mountains, China. Agricultural and Forest Meteorology. 304–305: 108392. https://doi.org/10.1016/j.agrformet.2021.108392 (Impact factor 4.7; SJR Quartile Q1) 

Popkova M.I., Shishov V.V., Vaganov E.A., Fonti M.V., Kirdyanov A.V., Babushkina E.A., Huang J-G., Rossi S .2020. Contribution of Xylem Anatomy to Tree-Ring Width of Two Larch Species in Permafrost and Non-Permafrost Zones of Siberia. Forests. 11, 1343; doi:10.3390/f11121343 (Impact factor 2.2; SJR Quartile Q1)


Jevšenak J., Tychkov I., Gričar J., Levanič T., Tumajer J., Prislan P., Arnič D., Popkova M., Shishov V.V. 2020. Growth-limiting factors and climate response variability in Norway spruce (Picea abies L.) along an elevation and precipitation gradients in Slovenia. International Journal of Biometeorology. DOI: 10.1007/s00484-020-02033-5 (Impact factor 2.6; SJR Quartile Q2)

Kirdyanov A.V., Krusic P.J., Shishov V.V., Vaganov E.A., Fertikov A.I., Myglan V.S., Barinov V.V., Browse J., Esper J., Ilyin V.A., Knorre A.A., Korets M.A., Kukarskikh V.V., Mashukov D.A., Onuchin A.A., Piermattei A., Pimenov A.V., Prokushkin A.S., Ryzhkova V.A., Shishikin A.S., Smith K.T., Taynik A.V., Wild M., Zorita E., Büntgen U. 2020.Ecological and conceptual consequences of Arctic pollution. Ecology letters. DOI: 10.1111/ele.13611(Impact factor 8.7; SJR Quartile Q1)

Buttò V., Shishov V., Tychkov I., Popkova M., He M., Rossi S., Deslauriers A., Morin H. 2020. Comparing the Cell Dynamics of Tree-Ring Formation Observed in Microcores and as Predicted by the Vaganov–Shashkin Model. Frontiers in Plant Science. DOI: 10.3389/fpls.2020.01268 (Impact factor 4.4; SJR Quartile Q1)

Rozenberg P., Chauvin T., Escobar-Sandoval M., Huard F., Shishov V., Charpentier J.-P., Sergent A.-S., Vargas-Hernandez J.J., Martinez-Meier A., Pâques L.2020. Climate warming differently affects Larix decidua ring formationat each end of a French Alps elevational gradient. Annals of Forest Science. V. 77, Article number 54. DOI: 10.1007/s13595-020-00958-w (Impact Factor 2.6, SJR Quartile Q1)

Dyachuk P., Arzac A., Peresunko P., Videnin S., Ilyin V., Assaulianov R., Babushkin E.A., Zhirnov D., Belokopytova L., Vaganov E.A., Shishov V.V. 2020. AutoCellRow (ACR) – A new tool for the automatic quantification of cell radial files in conifer images. Dendrochronologia. V. 60, 125687. DOI: 10.1016/j.dendro.2020.125687 (Impact Factor 2.2, SJR Quartile Q1)

Buttò V., Deslauriers A., Rossi S., Rozenberg P., Shishov V., Morin H. 2020. The role of plant hormones in tree ring formation. Trees - Structure and Function. V. 34(2), P. 315-335 DOI: 10.1007/s00468-019-01940-4 (Impact factor 1.78, SJR Quartile Q1)

Rathgeber C.B.K., Fonti P., Shishov V.V., Rozenberg P. 2019. Wood formation and tree adaptation to climate. Annals of Forest Science V. 76: 109. DOI: 10.1007/s13595-019-0902-3 (Impact Factor 2.6, SJR Quartile Q1)

Arzac A., Popkova M., Anarbekova A., Olano J.M., Gutiérrez E., Nikolaev A., Shishov V. 2019. Increasing radial and latewood growth rates of Larix cajanderi Mayr. and Pinus sylvestris L. in the continuous permafrost zone in Central Yakutia (Russia). Annals of Forest Science. DOI: 10.1007/s13595-019-0881-4 (Impact Factor 2.6, SJR Quartile Q1)

He M., Yang B., Rossi S., Bräuning A., Shishov V., Kang S. 2019. Simulated and predicted responses of tree stem radial growth to climatechange—A case study in semi-arid north central China. Dendrochronologia. V. 58. DOI: 10.1016/j.dendro.2019.125632 (Impact Factor 2.2, SJR Quartile Q1)

He M., Yang B, Bräuning A., Rossi S., Ljungqvist F.C., Shishov V., Grießinger J., Wang J., Liu J,, Qin C. 2019. Recent advances in dendroclimatology in China. Earth-Science Reviews. DOI: 10.1016/j.earscirev.2019.02.012 (Impact factor 8.12, SJR Quartile Q1)

Gao J., Yang B., He M., Shishov V. 2019. Intra-annual stem radial increment patterns of Chinese pine, Helan Mountains, Northern Central China. Trees - Structure and Function. DOI: 10.1007/s00468-019-01813-w (Impact factor 1.78, SJR Quartile Q1)

Tychkov I.I., · Sviderskaya I.V., · Babushkina E.A., · Popkova M.I., · Vaganov E.A., Shishov V.V. 2019. How can the parameterization of a process-based model help us understand real tree-ring growth? Trees - Structure and Function. V. 33(2). P. 345-357 DOI: 10.1007/s00468-018-1780-2 (Impact factor 1.78, SJR Quartile Q1)

Fonti M.V., Fakhrutdinov V.V., Kalinina E.V., Tychkov I.I., Popkova M.I., Shishov V.V., Nikolaev A.N. 2019. Long-Term Variability of Anatomic Features of Annual Tree Rings of Larch, Pine and Spruce in the Permafrost Zone in Central Siberia. Contemporary Problems of Ecology. V. 12(7). P. 692–702. DOI: 10.1134/S1995425519070035 (Impact factor 0.60, SJR Quartile Q3) 

Popkova M.I., Vaganov E.A., Shishov V.V., Babushkina E.A., Rossi S., Fonti M.V., Fonti P. 2018. Modeled tracheidograms disclose drought influence on Pinus sylvestris tree-rings structure from Siberian forest-steppe. Frontiers in Plant Science. V.9. DOI: 10.3389/fpls.2018.01144

He M., Yang B., Shishov V., Rossi S., Bräuning A., Ljungqvist F.C., Grießinger J. 2018. Relationships between wood formation and cambium phenology on the Tibetan plateau during 1960-2014. Forests. V.9 (2).

He M., Yang B., Shishov V., Rossi S., Brauning A., Ljungqvist F. C., Grießinger J. 2018. Projections for the changes in growing season length of tree-ring formation on the Tibetan Plateau based on CMIP5 model simulations. International journal of biometeorology. 62(4), с. 631-641. DOI:10.1007/s00484-017-1472-4

Belousova D., Popkova M., Babushkina E., Shishov V. 2018. Timing of cell production in tree rings: An automatic two-step procedure in R. International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management proceedings, SGEM 2018. V3(2), P. 1053-1060. DOI: 10.5593/sgem2018/3.2/S14.134 

Yang B., He M., Shishov V., Tychkov I., Vaganov E., Rossi S., Ljungqvist F.C., Achim Bräuning A., Grießinger J. 2017. New perspective on spring vegetation phenology and global climate change based on Tibetan Plateau tree-ring data. Proceedings of the National Academy of Sciences of the United States of America - PNAS. V.114 (27). P. 6966–6971. DOI: 10.1073/pnas.1616608114

He M., Shishov V., Kaparova N., Yang B., Bräuning A., Grießinger J. 2017. Process-based modeling of tree-ring formation and its relationships with climate on the Tibetan Plateau. Dendrochronologia. DOI: http://dx.doi.org/10.1016/j.dendro.2017.01.0021125-7865 

Panyushkina I.P., Shishov V.V., Grachev A.M., Knorre A.A., Kirdyanov A.V., Leavitt S.T., Vaganov E.A., Chebykin E.P., Zhuchenko N.A., Hughes M.K. 2016. Trends in elemental concentrations of tree rings from the Siberian Arctic. Tree-ring Research. Vol. 72(2), P. 67–77. DOI: http://dx.doi.org/10.3959/1536-1098-72.02.67

Touchan R., Shishov V.V., Tychkov I.I., Sivrikaya F., Attieh J., Ketmen M., Stephan J., Mitsopoulos I., Christou A., Meko D.M. 2016. Elevation-layered dendroclimatic signal in eastern Mediterranean tree rings. Environ. Res. Lett. V.11 (4). 044020. DOI:10.1088/1748-9326/11/4/044020

Shishov, V.V., Tychkov, I.I., Popkova, M.I., Ilyin, V.A., Bryukhanova, M.V., Kirdyanov, A.V. 2016. VS-oscilloscope: a new tool to parameterize tree radial growth based on climate conditions. Dendrochronologia. DOI: 10.1016/j.dendro.2015.10.001

Tychkov, I. I., Popkova M. I., Shishov V. V., Babushkina E. A. 2016. VS-oscilloscope: Simulation of tree-ring in Siberia. Water resources, forest, marine and ocean ecosystems conference proceedings, SGEM 2016, VOL II. WOS:000391653500082. (Web of Science)

Popkova M. I., Babushkina E. A., Tychkov, I. I., Shishov V. V. 2016. Time identification of tree rings cell production due to climate factors in Siberia. Water resources, forest, marine and ocean ecosystems conference proceedings, SGEM 2016, VOL II. WOS:000391653500089 (Web Of Science) 

Tychkov I.I., Koiupchenko I.N., Ilyin V.A., Shishov V.V. 2015. Visual parameterization of Vaganov-Shashkin simulation model and its application in dendroecological research. Journal of Siberian Federal University. Biology 4 (2015 8) 478-494 (In Russian)

Popkova M.I., Tychkov I.I., Babushkina E.A., Shishov V.V. 2015. A modified algorithm for estimating the radial cell cize in the Vaganov-Shashkin simulation model. Journal of Siberian Federal University. Biology 4 (2015 8) 495-513 (In Russian)

Shah S.K., Touchan R., Babushkina E., Shishov V.V., Meko D.M., et al. 2015. August to July precipitation from tree rings in the forest steppe zone of Central Siberia (Russia). Tree-Ring Research, Vol. 71(1): 37–44. DOI: http://dx.doi.org/10.3959/1536-1098-71.1.37

Babushkina E.A., Vaganov E.A., Belokopytova L.V., Shishov V.V., Grachev A.M. 2015. Competitive strength effect in the climate response of Scots Pine radial growth in south-central Siberia forest-steppe. Tree-Ring Research, Vol. 71(2): 106–117. DOI: http://dx.doi.org/10.3959/1536-1098-71.2.106

Shishov V., Ovchinnikov D., Koiupchenko I., Tychkov I., Ovchinnikov S. 2015. Testing of spectrum analysis results in dendrochronology: Possibilities to fit and forecast Long-Term Tree-Ring chronologies. International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management, SGEM, V.2 (3). ISSN: 1314-2704. P. 537-544 

Touchan R., Anchukaitis K.J., Shishov V.V., Sivrikaya F., Attieh J., Ketmen M., Stephan J., Mitsopoulos I., Christou A., Meko D.M. 2014. Spatial patterns of eastern Mediterranean climate influence on tree growth. Holocene, V. 24 (4): 381-392, DOI: 10.1177/0959683613518594

Touchan R., Anchukaitis K.J., Shishov V.V., Sivrikaya F., Attieh J., Ketmen M., Stephan J., Mitsopoulos I., Christou A., Meko D.M. 2014. Spatial patterns of eastern Mediterranean climate influence on tree growth. Holocene, V. 24 (4): 381-392, DOI: 10.1177/0959683613518594

Haupt M., Friedrich M., Shishov V.V., Boettger T. 2014. The construction of oxygen isotope chronologies from tree-ring series sampled at different temporal resolution and its use as climate proxies: statistical aspects. ClimaticChange, V. 122(1-2): 201-215, DOI: 10.1007/s10584-013-0985-z  

О РНФ 

Mobirise

Научная группа проекта выражает благодарность за поддержку Российскому научному фонду.

Фонд проводит конкурсный отбор научных, научно-технических программ и проектов по нескольким направлениям. К таким направлениям, в частности, относятся проведение инициативных фундаментальных и поисковых исследований научными коллективами, отдельными научными и научно-педагогическими работниками, развитие научных организаций и образовательных учреждений высшего профессионального образования, создание лабораторий и кафедр мирового уровня в научной сфере, организации и образовательные учреждения высшего профессионального образования, развитие экспериментальных баз научных исследований. 

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