Abstract
On the basis of developed individual-based model and empirical data the importance of anemochory for the dispersal of giant hogweed mericarpia over long distances (up to 55 m from the parent plant) was proved. The use of cellular automate for modelling of the plant population area increase allowed to reveal the influence of weather condition, number and spatial distribution of hogweed plants in the period of the beginning of introduction on the rate of invasion. Verification of the results of the cellular automaton work based on satellite images and field observations showed a significant level of compliance of theoretical calculations and observed results. The logistic functions parameters describing the change in the area of giant invasive hogweed stands were determined. A retrospective analysis of satellite images of model plots, starting from the 1990s of the 20th century, showed an annual increase in the area of hogweed populations by 20% in the exponential population growth phase. A significant variability in the rate of invasion (from 5 to 70% per year) depended on the initial conditions and stage of invasion, usage modes and ecological capacity of the available sites.
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REFERENCES
Arepieva, L.A., Arepiev, E.I., and Kazakov, S.G., Distribution of Sosnowsky’s hogweed (Heracleum sosnowskyi Manden.) at the southern border of its secondary range in European Russia, Russ. J. Biol. Invasions, 2021, vol. 12, no. 3, pp. 233–243.
Bolotova, E.S., The life span of Sosnowsky’s hogweed under cultivation conditions in the central zone of the Komi ASSR, in Biologicheskie issledovaniya na severo-vostoke evropeiskoi chasti SSSR (Biological Research in the Northeast of the European Part of the USSR), Syktyvkar, 1974, pp. 54–59.
Chadin, I., Dalke, I., Zakhozhiy, I., Malyshev, R., Madi, E., Kuzivanova, O., Kirillov, D., and Elsakov, V., Distribution of the invasive plant species Heracleum sosnowskyi Manden. in the Komi Republic (Russia), PhytoKeys, 2017, vol. 77, pp. 71–80. https://doi.org/10.3897/phytokeys.77.11186
Chadin, I., Dalke, I., Tishin, D., Zakhozhiy, I., and Malyshev, R., A simple mechanistic model of the invasive species Heracleum sosnowskyi propagule dispersal by wind, PeerJ, 2021, vol. 9, p. e11821. https://doi.org/10.7717/peerj.11821
Chadin, I., Dalke, I., and Zakhozhiy, I., Determination of the areas of giant hogweed stands according to remote sensing of the Earth. Determination of parameters of logistic models describing the results of the cellular automaton, simulating the growth of the area of giant hogweed stands, Zenodo, 2023a. https://doi.org/10.5281/ZENODO.7672824
Chadin, I., Dalke, I., and Zakhozhiy, I., Python script for simulating the area growth of Heracleum mantegazzianum with cellular automata, Zenodo, 2023b. https://doi.org/10.5281/ZENODO.7672987
Chadin, I., Dalke, I., Zakhozhiy, I., and Malyshev, R., Individual based model for calculating distance and direction of Heracleum mantegazzianum seeds dispersal by wind, Zenodo, 2023c. https://doi.org/10.5281/ZENODO.7673455
Clegg, L.M. and Grace, J., The distribution of Heracleum mantegazzianum (Somm. & Levier) near Edinburgh, Trans. Bot. Soc. Edinburgh, 1974, vol. 42, no. 2, pp. 223–229. https://doi.org/10.1080/03746607408685282
Dalke, I. and Chadin, I., Illustration of a cellular automaton simulating of the invasive hogweed stand area growth based on weather data from Sofia airport, Zenodo, 2023. https://doi.org/10.5281/zenodo.7767469
Dalke, I.V., Chadin, I.F., Zakhozhiy, I.G., Malyshev, R.V., Maslova, S.P., Tabalenkova, G.N., and Golovko, T.K., Traits of Heracleum sosnowskyi plants in monostand on invaded area, PLoS One, 2015, vol. 10, p. e0142833. https://doi.org/10.1371/journal.pone.0142833
Dalke, I.V., Zakhozhiy, I.G., and Chadin, I.F., The distribution of Sosnowsky’s hogweed and measures for its eradication in the municipality of Syktyvkar (Komi Republic), Vestn. Inst. Biol., 2018, no. 3 (205), pp. 2–13. https://doi.org/10.31140/j.vestnikib.2018.3(205).1
Dalke, I.V., Maslova, S., Plyusnina, S.N., Zraychenko, E.S., and Bobrov, Yu.A., A new method for determining the calendar age of plants of Heracleum sosnowskyi and evaluation based on the age composition in cenopopulations of the species in the north, Russ. J. Ecol., 2023, vol. 54, no. 3, pp. 221–228. https://doi.org/10.1134/S1067413623030013
Ebel, A.A., Zykova, E.E., Mikhaylova, S.S., Chernogrivov, P.P., and Ebel, T.T., Distribution and naturalization of the invasive species Heracleum sosnowskyi Manden. (Apiaceae) in Siberia, in Ekologiya i geografiya rastenii i rastitel’nykh soobshchestv: Mater. IV Mezhd. nauch. konf. (Ecology and Geography of Plants and Plant Communities: Proc. IV Int. Sci. Conf.), Yekaterinburg, April 16–19, 2018, Yekaterinburg: Gumanitarnyi Universitet, 2018, pp. 1065–1070.
Google Earth Pro. https://www.google.com/intl/ru/earth/versions. Accessed June 22, 2023.
Google Maps. https://www.google.ru/maps. Accessed June 22, 2023.
Higgins, S.I. and Richardson, D.M., A review of models of alien plant spread, Ecol. Model., 1996, vol. 87, nos. 1–3, pp. 249–265. https://doi.org/10.1016/0304-3800(95)00022-4
iNaturalist. https://www.inaturalist.org/people/rivr. Accessed June 22, 2023.
Jongejans, E. and Telenius, A., Field experiments on seed dispersal by wind in ten umbelliferous species (Apiaceae), Plant Ecol., 2001, vol. 152, pp. 67–78. https://doi.org/10.1023/A:1011467604469
Jongejans, E., Skarpaas, O., and Shea, K., Dispersal, demography and spatial population models for conservation and control management, Perspectives in Plant Ecology, Evolution and Systematics, 2008, vol. 9, nos. 3–4, pp. 153–170. https://doi.org/10.1016/j.ppees.2007.09.005
Kondrat’ev, M.N., Budarin, S.N., and Larikova, Yu.S., Physiological and ecological mechanisms of invasive penetration of Sosnowsky’s hogweed (Heracleum sosnowskyi Manden.) into abandoned agroecosystems, Izv. Timiryazevsk. S-kh. Akad., 2015, no. 2, pp. 36–49.
Krivosheina, M.G., Ozerova, N.A., and Petrosyan, V.G., Distribution of seeds of the giant hogweed (Heracleum sosnowskyi Manden.) in the winter period, Russ. J. Biol. Invasions, 2020, vol. 11, no. 4, pp. 318–325. https://doi.org/10.1134/S2075111720040049
Levina, R.E., Sposoby rasprostraneniya plodov i semyan (Ways of Distribution of Fruits and Seeds), Moscow, 1957.
Mayer, F. and Albrecht, H., Dispersal strategies: Are they responsible for species success in arable ecosystems?, in Perspectives for Agroecosystem Management. Balancing Environmental and Socio-Economic Demands, Elsevier, 2008, pp. 257–278. https://doi.org/10.1016/B978-044451905-4.50010-6
Mirkin, B.M., and Naumova, L.G., Kratkii kurs obshchei ekologii. Chast’ 1: Ekologiya vidov i populyatsii: Uchebnik (A Short Course in General Ecology. Part 1: Ecology of Species and Populations: Textbook), Ufa: Bashkirsk. Gos. Pedagog. Univ., 2011.
Müllerová, J., Pyšek, P., Jarošík, V., and Pergl, J., Aerial photographs as a tool for assessing the regional dynamics of the invasive plant species Heracleum mantegazzianum, J. Appl. Ecol., 2005, vol. 42, no. 6, pp. 1042–1053. https://doi.org/10.1111/j.1365-2664.2005.01092.x
Nehrbass, N., Winkler, E., Müllerová, J., Pergl, J., Pyšek, P., and Perglová, I., A simulation model of plant invasion: Long-distance dispersal determines the pattern of spread, Biol. Invasions, 2007, vol. 9, pp. 383–395. https://doi.org/10.1007/s10530-006-9040-6
Ochsmann, J., Heracleum mantegazzianum Sommier & Levier (Apiaceae) in Deutschland Untersuchungen zur Biologie, Verbreitung, Morphologie und Taxonomie, Feddes Repertorium, 1996, vol. 107, no. 7, pp. 557–595. https://doi.org/10.1002/fedr.19961070701
Ozerova, N.A. and Krivosheina, M.G., Patterns of secondary range formation for Heracleum sosnowskyi and H. mantegazzianum on the territory of Russia, Russ. J. Biol. Invasions, 2018, vol. 9, no. 2, pp. 155–162.
Ozerova, N.A., Shirokova, V.A., Krivosheina, M.G., and Petrosyan, V.G., The spatial distribution of Sosnowsky’s hogweed (Heracleum sosnowskyi) in the valleys of big and medium rivers of the East European Plain (on materials of field studies 2008–2016), Russ. J. Biol. Invasions, 2017, vol. 8, no. 4, pp. 327–346. https://doi.org/10.1134/S2075111717040075
Pebesma, E.J., Simple features for R: Standardized support for spatial vector data, The R Journal, 2018, vol. 10, no. 1, pp. 439–446.
Pergl, J., Perglová, I., Pyšek, P., and Dietz, H., Population age structure and reproductive behaviour of the monocarpic perennial Heracleum mantegazzianum (Apiaceae) in its native and invaded distribution ranges, Am. J. Bot., 2006, vol. 93, no. 7, pp. 1018–1028.
Perrins, J., Fitter, A., and Williamson, M., Population biology and rates of invasion of three introduced impatiens species in the British Isles, Journal of Biogeography, 1993, vol. 20, no. 1, p. 33. https://doi.org/10.2307/2845737
Pyšek, P. and Hulme, P.E., Spatio-temporal dynamics of plant invasions: Linking pattern to process, Ecoscience, 2005, vol. 12, no. 3, pp. 302–315. https://doi.org/10.2980/i1195-6860-12-3-302.1
Pyšek, P. and Prach, K., Plant invasions and the role of riparian habitats: A comparison of four species alien to central Europe, Journal of Biogeography, 1993, vol. 20, no. 4, pp. 413–420.
Pyšek, P. and Richardson, D.M., Traits associated with invasiveness in alien plants: Where do we stand?, in Biological Invasions. Ecological Studies (Analysis and Synthesis), Berlin; Heidelberg: Springer, 2008, vol. 193, pp. 87–125. https://doi.org/10.1007/978-3-540-36920-2_7
Pyšek, P., Cock, M.J., Nentwig, W., and Ravn, H.P., Master of all traits: Can we successfully fight giant hogweed, in Ecology and Management of Giant Hogweed (Heracleum mantegazzianum), 2007, pp. 297–312. https://doi.org/10.1079/9781845932060.0297
R Core Team, A Language and Environment for Statistical Computing, Vienna, Austria: R Foundation for Statistical Computing, 2022. https://www.R-project.org/.
Richardson, D.M., Pyšek, P., Rejmánek, M., Barbour, M.G., Panetta, F.D., and West, C.J., Naturalization and invasion of alien plants: Concepts and definitions, Diversity and Distributions, 2000, vol. 6, no. 2, pp. 93–107. https://doi.org/10.1046/j.1472-4642.2000.00083.x
Shadrin, D.M., Dalke, I.V., Zakhozhiy, I.G., Shilnikov, D.S., Kozhin, M.N., and Chadin, I.F., The use of DNA barcoding for the identification of giant hogweeds in the European North-East of Russia, bioRxiv, p. 2023.02.21.529251. (preprint).https://doi.org/10.1101/2023.02.21.529251
Soons, M.B. and Ozinga, W.A., How important is long-distance seed dispersal for the regional survival of plant species?, Diversity and Distributions, 2005, vol. 11, no. 2, pp. 165–172. https://www.jstor.org/stable/3246705.
Tennekes, M., tmap: Thematic Maps in R, Journal of Statistical Software, 2018, vol. 84, no. 6, pp. 1–39. https://doi.org/10.18637/jss.v084.i06
Trottier, N., Groeneveld, E., and Lavoie, C., Giant hogweed at its northern distribution limit in North America: Experiments for a better understanding of its dispersal dynamics along rivers, River Research and Applications, 2017, vol. 33, no. 7, pp. 1098–1106. https://doi.org/10.1002/rra.3149
Weather forecast. https://rp5.ru. Accessed June 22, 2023.
Wojewódzka, A., Baczyński, J., Banasiak, Ł., Downie, S.R., Czarnocka-Cieciura, A., Gierek, M., Frankiewicz, K., and Spalik, K., Evolutionary shifts in fruit dispersal syndromes in Apiaceae tribe Scandiceae, Plant System. Evol., 2019, vol. 305, pp. 401–414. https://doi.org/10.1007/s00606-019-01579-1
Yandex.Maps. https://yandex.ru/maps. Accessed June 22, 2023.
Zakhozhiy, I.G., Dalke, I.V., Chadin, I.F., and Kanev, V.A., Ecogeographical analysis of the Heracleum persicum, H. mantegazzianum, and H. sosnowskyi distribution at the northern limit of their secondary ranges in Europe, Russ. J. Biol. Invasions, 2022, vol. 13, no. 2, pp. 203–214. https://doi.org/10.1134/S2075111722020138
Funding
The study was carried out within the framework of the Russian Foundation for Basic Research project “Modeling potential habitats of invasive species Heracleum sosnowskyi and Heracleum mantegazzianum in Eastern Europe” (20-54-18002 Bolg_a) and the project supported by Ministry of science and higher education of the Russian Federation “Photosynthesis, respiration and bioenergy of plants and phototrophic organisms (physiological and biochemical, molecular genetic and environmental aspects)” (Reg. no. 1021062311434-4-1.6.11).
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Dalke, I.V., Chadin, I.F. Modelling of Heracleum sosnowskyi Manden. and Heracleum mantegazzianum Sommier & Levier Population Area Increase Rate. Russ J Biol Invasions 14, 509–522 (2023). https://doi.org/10.1134/S2075111723040045
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DOI: https://doi.org/10.1134/S2075111723040045