Prediction Models for the Annual Seed Crop of Norway Spruce and Scots Pine in Finland

被引:24
|
作者
Pukkala, Timo [1 ]
Hokkanen, Tatu [2 ]
Nikkanen, Teijo [3 ]
机构
[1] Univ Eastern Finland, Sch Forest Sci, FI-80101 Joensuu, Finland
[2] Finnish Forest Res Inst, FI-01301 Vantaa, Finland
[3] Finnish Forest Res Inst, FI-58450 Punkaharju, Finland
关键词
flowering; cone crops; seed years; mixed model; CONE PRODUCTION;
D O I
10.14214/sf.131
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Many studies indicate that the flowering abundance of boreal trees strongly correlates with the weather conditions of the previous summer. This study developed prediction models for the seed crops of Norway spruce and Scots pine using weather variables one and two years prior to flowering year as predictors. Weather data, systematically recorded at many weather stations, were obtained from the Finnish Meteorological Institute. Seed crop monitoring data came from 22 spruce stands and 44 pine stands. In every stand, seed crop has been monitored for many years, the longest continuous period being 45 years. Monthly mean temperatures, monthly rainfalls, and periodical temperature sums were used as predictors in the seed crop models. Generally, both tree species flowered abundantly one year after a warm summer and two years after a cool summer. While the models only explained about 45% of the variation in the annual seed crop, they accurately predicted good and bad seed years: when the models predicted good seed crops the likelihood to have at least a medium seed crop was very high and when the models predicted small seed crops, the likelihood to obtain medium or good seed crop was very low. Therefore, the models reliably predict if a particular year will be a good seed year or a poor seed year. These predictions can be used in forestry practice for proper timing of natural regeneration activities, and when activities in seed orchards are planned.
引用
收藏
页码:629 / 642
页数:14
相关论文
共 50 条
  • [21] Seasonal variation in the frost hardiness of Scots pine and Norway spruce in old provenance experiments in Finland
    Beuker, E
    Valtonen, E
    Repo, T
    FOREST ECOLOGY AND MANAGEMENT, 1998, 107 (1-3) : 87 - 98
  • [22] Site index changes of Scots pine, Norway spruce and larch stands in southern and central Finland
    Makinen, Harri
    Yue, Chaofang
    Kohnle, Ulrich
    AGRICULTURAL AND FOREST METEOROLOGY, 2017, 237 : 95 - 104
  • [23] Stem Profile and Volume Models for Scots Pine and Norway Spruce Trees in Lithuania
    Memgaudas, Romas
    Petrauskas, Edmundas
    Bartkevicius, Edmundas
    Rupsys, Petras
    RURAL DEVELOPMENT IN GLOBAL CHANGES, VOL 5, BOOK 2, 2011, 5 (02): : 91 - 97
  • [24] Effect of half-systematic and systematic thinning on the increment of Scots pine and Norway spruce in Finland
    Mäkinen, H
    Isomäki, A
    Hongisto, T
    FORESTRY, 2006, 79 (01): : 103 - 121
  • [25] Are N and S deposition altering the mineral composition of Norway spruce and Scots pine needles in Finland?
    Luyssaert, S
    Sulkava, M
    Raitio, H
    Hollmén, J
    ENVIRONMENTAL POLLUTION, 2005, 138 (01) : 5 - 17
  • [26] Scots pine and Norway spruce foliage biomass in Finland and Sweden - testing traditional models vs. the pipe model theory
    Lehtonen, Aleksi
    Heikidnen, Julia
    Petersson, Hans
    Tupek, Boris
    Liski, Eero
    Makela, Annikki
    CANADIAN JOURNAL OF FOREST RESEARCH, 2020, 50 (02) : 146 - 154
  • [27] Studies of crystallinity of Scots pine and Norway spruce cellulose
    Andersson, S
    Wikberg, H
    Pesonen, E
    Maunu, SL
    Serimaa, R
    TREES-STRUCTURE AND FUNCTION, 2004, 18 (03): : 346 - 353
  • [28] FERTILIZATION OF SCOTS PINE AND NORWAY SPRUCE IN FOREST NURSERIES
    LEDINSKY, J
    PRACE VULHM-REPORTS OF THE FORESTRY AND GAME MANAGEMENT RESEARCH INSTITUTE, 1977, (51): : 81 - 106
  • [29] Studies of crystallinity of Scots pine and Norway spruce cellulose
    Seppo Andersson
    Hanne Wikberg
    Erkki Pesonen
    Sirkka Liisa Maunu
    Ritva Serimaa
    Trees, 2004, 18 : 346 - 353
  • [30] AIRBORNE RADIOCESIUM IN SCOTS PINE AND NORWAY SPRUCE NEEDLES
    RAITIO, H
    RANTAVAARA, A
    SCIENCE OF THE TOTAL ENVIRONMENT, 1994, 157 (1-3) : 171 - 180