Category :
Article
article id 5506,
category
Article
Risto Heikkilä,
Sauli Härkönen.
(1993).
Moose (Alces alces L.) browsing in young Scots pine stands in relation to the characteristics of their winter habitats.
Silva Fennica
vol.
27
no.
2
article id 5506.
https://doi.org/10.14214/sf.a15667
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Moose (Alces alces L.) browsing was studied in young Scots pine (Pinus sylvestris L.) stands mixed with deciduous trees in high-density winter ranges. The proportional use of twig biomass decreased as the availability increased. The total as well as proportional biomass consumption were higher on the moist than on the dry type of forest. The per tree consumption of pine was higher on the moist type, where the availability of pine was lower. Deciduous trees were more consumed on the moist type, where their availability was relatively high. The consumption of pine saplings increased as the availability of birch increased. Pine stem breakages were most numerous when birch occurred as overgrowth above pine and at high birch densities. The availability of other deciduous tree species did not correlate with browsing intensity of Scots pine. Moose browsing had seriously inhibited the development of Scots pines in 6% of the stands, over 60% of available biomass having been removed. Rowan and aspen were commonly over-browsed and their height growth was inhibited, which occurred rarely by birch. There was no difference in the proportion of young stands in forest areas with high and low moose density. A high proportion of peatland forests was found to indicate relatively good feeding habitats in the high-density areas.
The PDF includes an abstract in Finnish.
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Heikkilä,
E-mail:
rh@mm.unknown
-
Härkönen,
E-mail:
sh@mm.unknown
article id 5492,
category
Article
Ismo Nousiainen,
Timo Pukkala.
(1992).
Use of computer graphics for predicting the amenity of forest trails.
Silva Fennica
vol.
26
no.
4
article id 5492.
https://doi.org/10.14214/sf.a15653
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Ten trails, one kilometre each, were evaluated by 15 persons for scenic beauty, recreational value and variety. All trails passed through commercially managed forests dominated by conifers. The trails were first evaluated by viewing computer simulations based on a series of graphical illustrations of forest landscapes, then from a slide show, and finally in the field. In the computer simulation and slide show, landscape pictures along the trail at an interval of 35–40 m were presented for 3–4 seconds. The ranks between slide show and field were slightly more similar than those between simulation and field. The mean correlation of 12 persons between the field ranking and assessment of either computer simulations or slide shows or graphics than scenic beauty or recreational value. Spearman’s rank correlations computed from median scores of a group of 12 peers were clearly better than the average of individual persons varying from 0.6 to 0.9.
The PDF includes an abstract in Finnish
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Nousiainen,
E-mail:
in@mm.unknown
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Pukkala,
E-mail:
tp@mm.unknown
article id 5346,
category
Article
Timo Pukkala.
(1988).
Methods to incorporate the amenity of landscape into forest management planning.
Silva Fennica
vol.
22
no.
2
article id 5346.
https://doi.org/10.14214/sf.a15503
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The study presents methods that incorporate the amenity of a forest area into the management planning. The management plan is based on treatment schedules simulated for each compartment over the 20-year planning period. The best combination of treatment schedules is selected by multi-objective optimization. The amenity is divided into two parts: (1) within-stand amenity and (2) the amenity of landscape when viewed afar (distant scene). The within-stand amenity is expressed in terms of adjective sum which is estimated from stand characteristics. The adjective sum of the whole area in a selected year can be taken as an objective or constraining variable of optimization. The assessment of the distant scene is based on computer illustrations which show the predicted temporal change of landscape according to a particular management plan.
The PDF includes a summary in Finnish.
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Pukkala,
E-mail:
tp@mm.unknown
article id 5335,
category
Article
English title:
The architecture of the forest.
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The paper presents aspects of town and forest architecture. A feature of the Finnish building tradition is that the forest is allowed to grow next to buildings. After the Second World War a new type of town was created in Finland, ”the forest town”. The most prominent feature of the history of Finnish architecture, from national romanticism to functionalism and up to the present day, is the modification of international ideals to a certain ”forest culture” style.
The paper is based on a lecture given in the seminar ‘The forest as a Finnish cultural entity’, held in Helsinki in 1986. The PDF includes a summary in English.
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Pallasmaa,
E-mail:
jp@mm.unknown
article id 5334,
category
Article
Aimo Reitala.
(1987).
Metsä suomalaisessa kuvataiteessa.
Silva Fennica
vol.
21
no.
4
article id 5334.
https://doi.org/10.14214/sf.a15491
English title:
Forests in Finnish art.
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The Finnish forest was elevated into an appreciated artistic motif by Werner Holmberg with his picture ”The Finnish conifer forest” in 1858. The second significant period was during national romanticism in the 1980’s, when the decorative beauty of the winter forests was discovered. At the turn of the century, the forest obtained a central national symbolic significance, and many leading artists regarded increased cuttings as a rape of the forests. Since that period, individual artists have succeeded in bringing new features in the art history of our forests.
The paper is based on a lecture given in the seminar ‘The forest as a Finnish cultural entity’, held in Helsinki in 1986. The PDF includes a summary in English.
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Reitala,
E-mail:
ar@mm.unknown
article id 5329,
category
Article
Bo Lönnqvist.
(1987).
Kultivoitunut metsä - herraskartanon puisto.
Silva Fennica
vol.
21
no.
4
article id 5329.
https://doi.org/10.14214/sf.a15486
English title:
Cultivated forests – the case of manor parks.
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The earliest manor parks, which are a special form of cultivated forests, were created at the end of the 18th century. The surrounding of the main buildings was divided into two parts, an aesthetic park and yard serving household and economic purposes. Early in the 19th century, large parks were created which represented dominant aesthetic ideals but, on the other hand, formed a ”wild” counterpart to the structured inner world of the main building. A good example is Ratula Manor and its park, which represent the diversity of the cultivated forest of the 19th century manors.
The paper is based on a lecture given in the seminar ‘The forest as a Finnish cultural entity’, held in Helsinki in 1986. The PDF includes a summary in English.
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Lönnqvist,
E-mail:
bl@mm.unknown
article id 5328,
category
Article
Max Guignard.
(1987).
The tree in the Paris and Helsinki areas.
Silva Fennica
vol.
21
no.
4
article id 5328.
https://doi.org/10.14214/sf.a15485
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The paper describes some examples from Paris and Helsinki areas, where trees are essential landscape elements. It is typical in France to plant trees around town squares, market places and along streets and roads. In Finland trees are almost always kept close to the house, together with other vegetation protecting the entrance and windows. These traditional uses of trees should be studied to serve landscape management.
The paper is based on a lecture given in the seminar ‘The forest as a Finnish cultural entity’, held in Helsinki in 1986. The PDF includes a summary in Finnish.
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Guignard,
E-mail:
mg@mm.unknown
article id 5326,
category
Article
English title:
The forest as a cultural landscape.
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The main features of the Finnish landscape are a result of preglacial erosion processes and the structural lines of the bedrock. The microstructure of the landscape was created by the Ice Age and its melting processes. Upon this base, human activities have created a palimpsest of cultural landscapes. The article describes the effects of slash-and-burn cultivation, tar production, cattle ranging and some other forest uses to the forest landscape.
The paper is based on a lecture given in the seminar ‘The forest as a Finnish cultural entity’, held in Helsinki in 1986. The PDF includes a summary in English.
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Linkola,
E-mail:
ml@mm.unknown
article id 5321,
category
Article
English title:
The forest as a Finnish cultural entity.
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This publication consists of 16 papers on importance of forests to Finns, mainly from the viewpoint of various social and humanistic sciences. The articles are based on lectures given to a seminar organized in Helsinki, December 18-19, 1986.
This paper includes preface and list of the speeches in English.
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Reunala,
E-mail:
–
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Virtanen,
E-mail:
–
article id 5093,
category
Article
Ismo Karhu,
Seppo Kellomäki.
(1980).
Väestön mielipiteet metsänhoidon vaikutuksesta maisemakuvaan Puolangan kunnassa.
Silva Fennica
vol.
14
no.
4
article id 5093.
https://doi.org/10.14214/sf.a15034
English title:
Effects of silvicultural practises on the forest landscape. A study on attitudes among inhabitants of Puolanka, north-eastern Finland.
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The landscape preferences and attitudes of inhabitants of Puolanka, north-eastern Finland, to the effects of silvicultural practice on the forest landscape were studied by a postal inquiry. The effect of silvicultural practice on the forest landscape was mainly negative. Birch (Betula sp.) stands and mixed coniferous and deciduous tree species were the most preferred by the Puolanka inhabitants. The landscape preferences were related to socio-economic background of the inhabitants. The quality of the living environment also influenced the preferences, since uncommon features in the living environment were favoured most.
The PDF includes a summary in English.
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Karhu,
E-mail:
ik@mm.unknown
-
Kellomäki,
E-mail:
sk@mm.unknown
article id 5031,
category
Article
Tom Simons.
(1979).
Arkkitehdit ja metsänhoitajat Suomen metsäisen maiseman muotoilijoina.
Silva Fennica
vol.
13
no.
2
article id 5031.
https://doi.org/10.14214/sf.a14888
English title:
The role of architects and foresters in shaping the forest landscape of Finland.
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The article describes the two approaches which are evident in planning and management of nature and landscape. One is based on traditional architectural thinking, emphasizing the significance of subjective intuition and practical creative work. The other has evolved from the study of the economic utilization of natural resources, emphasizing the significance of rational thinking and scientific analysis.
This paper was presented in the ‘Man and the Biosphere’ programme project 2 seminar held on August 24–25 1978 in Hyytiälä research station of University of Helsinki.
The PDF includes a summary in English.
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Simons,
E-mail:
ts@mm.unknown
article id 5030,
category
Article
Camilla Rosengren.
(1979).
Luonnonkasvillisuus asuntoalueilla.
Silva Fennica
vol.
13
no.
2
article id 5030.
https://doi.org/10.14214/sf.a14886
English title:
Natural vegetation within housing areas.
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The article describes the results of the studies made in 24 Finnish housing areas. They show that the building density is not as important as the way of building and the site planning, in the view of preserving natural vegetation in the site. Building on slopes was difficult with modern building techniques because of the extensive earthwork required.
This paper was presented in the ‘Man and the Biosphere’ programme Project 2 seminar held on August 24–25 1978 in Hyytiälä research station of University of Helsinki.
The PDF includes a summary in English.
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Rosengren,
E-mail:
cr@mm.unknown
article id 4906,
category
Article
Lasse Lovén.
(1974).
Maisemanhoitomallien käyttö metsätalouden maan aluevaraussuunnittelussa.
Silva Fennica
vol.
8
no.
3
article id 4906.
https://doi.org/10.14214/sf.a14750
English title:
Regional landscape planning of forest areas.
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The study deals with economic significance of forest landscape planning models used in regional planning in Finland. The »judge»-method is used among professional foresters working on private forestry boards in Southern Finland to define their view of what would be moderate level of costs of landscape management for private forest owners. A sample of 154 forest professionals working in district forestry boards in Southern Finland was sent a sociological questionnaire.
It was possible to form three hierarchical moderation classes by statistical grouping of judgement distributions. Prolongations in rotation ages and restrictions concerning ditching of forested bogs, forest read building and clear-cutting were considered the most immoderate models. Rather or wholly insignificant were evaluated such management models, which mean restrictions in »old fashioned» methods or which are already used in practice.
The PDF includes a summary in English.
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Lovén,
E-mail:
ll@mm.unknown
article id 4875,
category
Article
Lasse Lovén.
(1973).
Metsäammattimiesten maisemanhoidolliset arvostukset.
Silva Fennica
vol.
7
no.
1
article id 4875.
https://doi.org/10.14214/sf.a14705
English title:
Landscape preferences of professional foresters.
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This paper deals with the problem of optimal multiple use of forests. The concept of attractive visual environment is analysed following the framework of conditional reflexes and conditionalization of needs. Uniformity of landscape preferences among a group of persons, forest professionals working in district forestry boards in Southern Finland, who have similar education and working environment is studied in empirical part of this paper. The sample of 154 persons were sent a sociological questionnaire.
The preference distribution of forest officers and forest technicians were found very similar. Only poor condition for wood production as a landscape feature was considered clearly negative. The answers show the demand for rational and active working environment as a factor directing the landscape preferences.
The PDF includes a summary in English.
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Lovén,
E-mail:
ll@mm.unknown
article id 4556,
category
Article
English title:
Forestry and tourism.
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Silva Fennica issue 52 includes presentations held in professional development courses, arranged for foresters working in public administration in 1938. The presentations focus on practical issues in forest management and administration, especially in regional level. The education was arranged by Forest Service.
This presentation describes nature turism and recreation in Finland, how timber harvesting and nature conservation affect tourism and ways to adjust fellings to tourism.
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Heikinheimo,
E-mail:
oh@mm.unknown
Category :
Article
article id 7617,
category
Article
English title:
Scenic value of forest landscape.
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Two approaches were applied in measuring the scenic value of forest landscapes. In the field, the scenic value of forest lands representing clear cut areas, as well as young closed stands and mature stands with varying tree species composition, were assessed. In the laboratory, the scenic value of the same stands was measured with the help of photographs of the same stand. The same persons representing forest students (36 persons) and city dwellers (25 persons) made the evaluation.
Stands of moderate density containing individual tall trees and a coniferous undergrowth had the greatest scenic value, independently of the tree species composition. However, birch was preferred to Scots pine and Norway spruce. Measurements made in the field by means of interviews, and in the laboratory based on photographs, gave very similar results. Photographs seem to represent a reliable tool for estimating the scenic value of forest landscapes.
The PDF includes a summary in English.
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Savolainen,
E-mail:
rs@mm.unknown
-
Kellomäki,
E-mail:
sk@mm.unknown
article id 7580,
category
Article
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The environmental preferences of recreationists were studied at the forest stand level in this study. The hypothesis which has been drawn up on the basis of the literature has been studied by attempting to elucidate the environmental preferences of groups using two recreation areas owned by the City of Helsinki using interviews and questionnaires. The material consisted of 1,323 interviews supplemented by questionnaires.
The replies to the questionnaires showed that recreationists consider birch and Scots pine to be more beautiful than Norway spruce, and stands made up of several tree species to be more beautiful than stands of single tree species. They also consider mature stands to be more beautiful than young stands.
During the interviews, the attention of the recreationists was directed at the view formed by the interview stand. The scenic preferences for the stands were measured using adjectives which the interviewee was asked to use in describing his or her impression of the view which was pointed out. First of all, the results clearly indicated that from the point of view of the scenic value of the stand, the way in which the stand is organised to form a scenic aspect or a stand view is more important than its ecological structure. However, it is obvious that stands containing large sized trees in particular are in many ways more preferred than stands which are younger in their development stage. This should therefore be the case when changes in the stand view resulting from management measures are insignificant or difficult to see. The main tree species in the stand does not seem to have from the point of view of scenic preference as much significance as would have been expected judging by the questionnaire material.
The PDF includes a summary in Finnish.
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Kellomäki,
E-mail:
sk@mm.unknown
Category :
Research article
article id 10051,
category
Research article
Anna-Kaisa Kosenius,
Artti Juutinen,
Liisa Tyrväinen.
(2020).
The role of state-owned commercial forests and firm features in nature-based tourism business performance.
Silva Fennica
vol.
54
no.
1
article id 10051.
https://doi.org/10.14214/sf.10051
Highlights:
State-owned commercial forests provide an important part of nature-based tourism enterprises’ service scope; Increase in turnover during five years vary depending on provided services; Entrepreneurial attitude associates with willingness to participate in a landscape and recreational value trading scheme; Increasing international demand for nature-based tourism promotes business possibilities, needs attention to forest environments and smooth co-operation between actors.
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Nature-based tourism (NBT) is a growing industry within regions rich in natural amenities worldwide. An important feature of NBT business is the dependence on the quality of surrounding environment. This paper addresses the role of the management of commercial forests owned by the state in Finnish Lapland. The paper explores the NBT entrepreneurs’ willingness to participate in a proposed new landscape and recreational value trading (LRVT) and elaborates the effect of entrepreneur and enterprise characteristics, such as entrepreneurial attitude, venture size, and a variety of services offered to customers, on the experienced and expected growth of NBT enterprise. The survey data on NBT enterprises were analyzed with ordered and binary logit models. The willingness of enterprises to participate in LRVT depended on the venture size, entrepreneurial attitude, and type of activities offered to customers. The results show that relatively young and small-sized enterprises have faced difficulties in developing their business. Entrepreneurial experience, risk-taking and intention to develop new business associate positively with expected increase in turnover.
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Kosenius,
University of Helsinki, Department of Economics and Management, P.O. Box 27, FI-00014 University of Helsinki, Finland
https://orcid.org/0000-0002-1528-8145
E-mail:
anna-kaisa.kosenius@helsinki.fi
-
Juutinen,
Natural Resources Institute Finland (Luke), Bioeconomy and environment, Paavo Havaksentie 3, FI-90570 Oulu, Finland
https://orcid.org/0000-0003-4300-5365
E-mail:
artti.juutinen@luke.fi
-
Tyrväinen,
Natural Resources Institute Finland (Luke), Bioeconomy and environment, Latokartanonkaari 9, FI-00790 Helsinki, Finland
https://orcid.org/0000-0001-9941-8228
E-mail:
liisa.tyrvainen@luke.fi
article id 1207,
category
Research article
Olli-Pekka Tikkanen,
Irina A. Chernyakova.
(2014).
Past human population history affects current forest landscape structure of Vodlozero National Park, Northwest Russia.
Silva Fennica
vol.
48
no.
4
article id 1207.
https://doi.org/10.14214/sf.1207
Highlights:
In large scale (0–20 km), the proportion of spruce in forest stands was positively affected by distance from old villages. This relationship was non-linear with a threshold distance of 15 km; In small scale (0–5 km), old villages affected tree species composition and age structure of forests. Effect on age structure was the strongest on stands growing on mineral soils.
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The information about location and size of past human settlements can give new insights into the analysis of landscape structures. Vodlozero National Park (NP) is one the largest strictly protected areas in Northwestern Europe. We mapped the location of historic villages, which were abandoned in 1958, and studied the effect of past human activity in the forest landscape in two different scales using forest survey data. We assessed the possible change in age, volume and tree species composition from the edge of open fields up to the distance of 5 km from villages. We made a larger landscape analysis using a grid of forest stands covering the whole northern part of the NP. The past human activity was clearly visible in the present forest landscape. Distance from villages affected age, volume and tree species composition of the forest stands. This effect was the strongest within the first two kilometers from the villages. At the level of whole northern NP, the proportion of spruce markedly increased after approximately 15 km from the nearest old village. The changes in the forests surrounding the villages were most likely the result of the intensive use of wood for different commodities needed in households and farming, in addition to short rotation slash and burn agriculture. If the occurrence of forest fires was more frequent closer to villages than in more remote areas, it can well explain the observed pattern in the abundance of spruce in the larger landscape that is less tolerant to fire than pine.
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Tikkanen,
Department of Biology, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland (Current: School of Forest Sciences, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland) & Interdisciplinary Research and Educational Center of Cross-border Communication CARELICA, Institute of History, Political and Social Sciences, Petrozavodsk State University, 33 Lenin Prospectus, 185910 Petrozavodsk, Republic of Karelia, Russia
E-mail:
Olli-Pekka.Tikkanen@uef.fi
-
Chernyakova,
Interdisciplinary Research and Educational Center of Cross-border Communication CARELICA, Institute of History, Political and Social Sciences, Petrozavodsk State University, 33 Lenin Prospectus, 185910 Petrozavodsk, Republic of Karelia, Russia
E-mail:
irina.chernyakova@onego.ru
article id 151,
category
Research article
Janne Miettinen,
Pekka Helle,
Ari Nikula,
Pekka Niemelä.
(2010).
Capercaillie (Tetrao urogallus) habitat characteristics in north-boreal Finland.
Silva Fennica
vol.
44
no.
2
article id 151.
https://doi.org/10.14214/sf.151
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This study aimed to identify tools for taking capercaillie habitats into consideration in forest management. This would provide new alternatives for ecologically more sustainable forest management. Capercaillie summer and winter locations, from wildlife monitoring counts (1998–2004) in northern Finland, and reference, non-capercaillie locations were combined with forest planning data, and the area proportions of different landscape classes in an 800-m radius circle surrounding capercaillie and reference locations were compared. Thinning stands (in summer and winter) and spruce mires (in summer) were more abundant in capercaillie habitats than in reference landscapes, whereas e.g. seedling stands, mature stands and waste land areas were less abundant. The relative habitat use was highest in mean tree diameter (DBH) classes from 10.5 to 14.5 cm in summer habitats of adult capercaillie in heath forests, whereas in peatland forests, in brood habitats and in winter habitats it peaked in diameter classes 14.5 to 18.5 cm. The tree layer density was positively associated with the relative habitat use. A trend of lower habitat use was detected in the largest diameters (17–40 cm) in comparison to middle-sized diameters (10–16 cm) in heath forests, but not in peatland forests. Relatively young managed forests (age 30–40 years or more) can form suitable capercaillie habitats in north-boreal forests. However, this suitability is not necessarily permanent. Understorey management, longer rotations and multicohort forest management are suitable tools for capercaillie habitat management, because they can increase the available cover close to the ground, canopy cover, overall forest cover at the landscape scale and bilberry cover.
-
Miettinen,
Finnish Game and Fisheries Research Institute, Finland
E-mail:
janne.miettinen@rktl.fi
-
Helle,
Finnish Game and Fisheries Research Institute, Finland
E-mail:
ph@nn.fi
-
Nikula,
Finnish Forest Research Institute, Finland
E-mail:
an@nn.fi
-
Niemelä,
University of Turku, Dept of Biology
E-mail:
pn@nn.fi
article id 182,
category
Research article
Janne Miettinen,
Pekka Helle,
Ari Nikula,
Pekka Niemelä.
(2009).
Changes in landscape-scale habitat selection of capercaillie (Tetrao urogallus) in managed north-boreal forest.
Silva Fennica
vol.
43
no.
4
article id 182.
https://doi.org/10.14214/sf.182
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We studied changes in habitat selection of capercaillie in northern Finnish boreal forests at two spatial scales during two time periods, 1989–1992 and 2000–2003. We studied capercaillie densities and their changes between the study periods in relation to the landscape class proportions within 3-km buffer zones around the wildlife triangle center points. Furthermore, we compared the landscape class proportions in 800-meter buffer zones around capercaillie wildlife triangle count observations and around the counted wildlife triangle transects using t-tests and compositional analysis. At the local population scale (3 km) the change in adult density between the study periods was associated positively with the proportion of young thinning stands in 2003 and reversely with the mature stand (1992 and 2003) and clear-cut (1992) proportions. Capercaillie juvenile and pooled densities during 2000–2003 were positively associated with the advanced thinning stand proportion in 2003. At the capercaillie home range scale (800 m) habitats were rich in mature stands during 1989–1992 in relation to available habitats, but not during 2000–2003 when young thinning stands were more abundant in relation to available habitats. Relatively young managed forests can be suitable for capercaillie, but mature managed forests as capercaillie habitats may have deteriorated between the study periods. Spatial planning may help to form suitable areas that are large enough for the species, but the highest potential may lay in the forest stand scale, where increased cover on the ground could promote the habitat quality.
-
Miettinen,
Kankurinhaka 14, FI-90450 Kempele, Finland
E-mail:
janne.miettinen@rktl.fi
-
Helle,
Finnish Game and Fisheries Research Institute, Tutkijantie 2 E, FI-90570 Oulu, Finland
E-mail:
ph@nn.fi
-
Nikula,
Finnish Forest Research Institute, Rovaniemi Research Unit, Eteläranta 55, FI-99600 Rovaniemi, Finland
E-mail:
an@nn.fi
-
Niemelä,
University of Turku, Department of Biology, FI-20014 University of Turku, Finland
E-mail:
pn@nn.fi
article id 241,
category
Research article
Hailemariam Temesgen,
Tara M. Barrett,
Greg Latta.
(2008).
Estimating cavity tree abundance using Nearest Neighbor Imputation methods for western Oregon and Washington forests.
Silva Fennica
vol.
42
no.
3
article id 241.
https://doi.org/10.14214/sf.241
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Cavity trees contribute to diverse forest structure and wildlife habitat. For a given stand, the size and density of cavity trees indicate its diversity, complexity, and suitability for wildlife habitat. Size and density of cavity trees vary with stand age, density, and structure. Using Forest Inventory and Analysis (FIA) data collected in western Oregon and western Washington, we applied correlation analysis and graphical approaches to examine relationships between cavity tree abundance and stand characteristics. Cavity tree abundance was negatively correlated with site index and percent composition of conifers, but positively correlated with stand density, quadratic mean diameter, and percent composition of hardwoods. Using FIA data, we examined the performance of Most Similar Neighbor (MSN), k nearest neighbor, and weighted MSN imputation with three variable transformations (regular, square root, and logarithmic) and Classification and Regression Tree with MSN imputation to estimate cavity tree abundance from stand attributes. There was a large reduction in mean root mean square error from 20% to 50% reference sets, but very little reduction in using the 80% reference sets, corresponding to the decreases in mean distances. The MSN imputation using square root transformation provided better estimates of cavity tree abundance for western Oregon and western Washington forests. We found that cavity trees were only 0.25 percent of live trees and 13.8 percent of dead trees in the forests of western Oregon and western Washington, thus rarer and more difficult to predict than many other forest attributes. Potential applications of MSN imputation include selecting and modeling wildlife habitat to support forest planning efforts, regional inventories, and evaluation of different management scenarios.
-
Temesgen,
Department of Forest Resources, Oregon State University, Corvallis, OR, USA
E-mail:
hailemariam.temesgen@oregonstate.edu
-
Barrett,
Pacific Northwest Research Station, Anchorage, AK, USA
E-mail:
tmb@nn.us
-
Latta,
Department of Forest Resources, Oregon State University, Corvallis, OR, USA
E-mail:
gl@nn.us
article id 474,
category
Research article
Tero Heinonen,
Mikko Kurttila,
Timo Pukkala.
(2007).
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article id 474.
https://doi.org/10.14214/sf.474