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Transferability and calibration of airborne laser scanning based mixed-effects models to estimate the attributes of sawlog-sized Scots pines 基于机载激光扫描的混合效应模型的可转移性和校准,以估计锯木大小的苏格兰松的属性
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/SF.10179
L. Korhonen, J. Repola, Tomi Karjalainen, P. Packalen, M. Maltamo
Airborne laser scanning (ALS) data is nowadays often available for forest inventory purposes, but adequate field data for constructing new forest attribute models for each area may be lacking. Thus there is a need to study the transferability of existing ALS-based models among different inventory areas. The objective of our study was to apply ALS-based mixed models to estimate the diameter, height and crown base height of individual sawlog sized Scots pines ( L.) at three different inventory sites in eastern Finland. Different ALS sensors and acquisition parameters were used at each site. Multivariate mixed-effects models were fitted at one site and the models were validated at two independent test sites. Validation was carried out by applying the fixed parts of the mixed models as such, and by calibrating them using 1–3 sample trees per plot. The results showed that the relative RMSEs of the predictions were 1.2–6.5 percent points larger at the test sites compared to the training site. Systematic errors of 2.4–6.2 percent points also emerged at the test sites. However, both the RMSEs and the systematic errors decreased with calibration. The results showed that mixed-effects models of individual tree attributes can be successfully transferred and calibrated to other ALS inventory areas in a level of accuracy that appears suitable for practical applications.Pinus sylvestris
目前,机载激光扫描(ALS)数据通常可用于森林清查,但可能缺乏足够的野外数据来为每个地区构建新的森林属性模型。因此,有必要研究现有的基于als的模型在不同库存区域之间的可转移性。本研究的目的是应用基于als的混合模型来估计芬兰东部三个不同调查地点的单个锯木大小的苏格兰松(L.)的直径、高度和冠底高度。每个位点使用不同的ALS传感器和采集参数。在一个地点拟合多元混合效应模型,并在两个独立的试验点验证模型。通过应用混合模型的固定部分来进行验证,并通过使用每个地块1 3棵样本树来校准它们。结果表明,与训练站点相比,测试站点预测的相对均方根误差(rmse)高出1.2 ~ 6.5个百分点。在测试现场也出现了2.4 ~ 6.2%的系统误差。然而,均方根误差和系统误差都随着标定而减小。结果表明,单个树属性的混合效应模型可以成功地转移和校准到其他ALS库存区域,其精度似乎适合实际应用。抗旱性
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引用次数: 8
Legacy effects of precommercial thinning on the natural regeneration of next rotation balsam fir stands in eastern Canada 加拿大东部商业前间伐对下一次轮作香脂冷杉林分自然更新的影响
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/sf.10209
Claudie-Maude Canuel, N. Thiffault, Michael K. Hoepting, James C. G. Farrell
The Green River precommercial thinning (PCT) trial was established between 1959–1961 in New Brunswick (Canada) within natural balsam fir ( (L.) Mill.)-dominated stands. Three silviculture scenarios differing only by the increasing nominal spacings of PCT treatments (1.2 m, 1.8 m, 2.4 m) were compared to an unthinned control within randomized replicates that were clearcut harvested in 2008 and treated with herbicide in 2011. During the fourth post-harvest growing season, we assessed regeneration, competing vegetation and coarse woody debris (CWD; differentiated between large woody debris and slash) to assess the legacy effects of PCT on regeneration of next rotation stands. Our results confirmed that silviculture scenarios including PCT significantly increased conifer stocking in treated plots compared to control conditions, but only in the 1.8 m nominal spacing. Considering that treated and untreated stands were fully stocked, we conclude that PCT using the spacing gradient tested has no legacy effect on the regeneration of next rotation natural balsam fir stands. Given the known sensitivity of balsam fir to future climate conditions in this region, we suggest that future treatments should promote tree species diversity to support ecosystem resilience to climate change by favouring more warm-adapted species, such as some hardwoods.Abies balsamea
绿河商业前间伐(PCT)试验于1959 - ~ 1961年在加拿大新不伦瑞克省的天然香脂冷杉(L.)中建立。机控制站。将三种仅因PCT处理的标称间距(1.2 m, 1.8 m, 2.4 m)增加而不同的造林方案与2008年采伐后使用除草剂的随机重复中未稀释的对照进行了比较。在收获后的第四个生长季节,我们评估了更新、竞争植被和粗木屑(CWD;以评估PCT对下一个轮作林分再生的遗留影响。我们的研究结果证实,与对照相比,包括PCT在内的造林方案显著增加了处理样地的针叶树蓄积量,但仅在名义间距1.8 m范围内。考虑到处理过的林分和未处理过的林分均有充足的库存,我们得出结论,采用所测试的间距梯度的PCT对下一次轮作天然香脂冷杉林分的更新没有遗留效应。鉴于该地区香脂冷杉对未来气候条件的敏感性,我们建议未来的处理应促进树种多样性,以支持生态系统对气候变化的适应能力,如一些硬木。冷杉属balsamea
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引用次数: 2
Classifying soil stoniness based on the excavator boom vibration data in mounding operations 基于挖掘机臂架振动数据的土石质分类
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/sf.10068
Lari Melander, R. Ritala, Markus Strandström
The stoniness index of forest soil describes the stone content in the upper soil layer at depths of 20–30 centimeters. This index is not available in any existing map databases, and traditional measurements for the stoniness of the soil have always necessitated laborious soil-penetration methods. Knowledge of the stone content of a forest site could be of use in a variety of forestry operations. This paper presents a novel approach to obtaining automatic measurements of soil stoniness during an excavator-based mounding operation. The excavator was equipped with only a low-cost inertial measurement unit and a satellite navigation receiver. Using the data from these sensors and manually conducted soil stoniness measurements, supervised machine learning methods were utilized to build a model that is capable of predicting the stoniness class of a given mounding location. This study compares different classifiers and feature selection methods to find the most promising solution for this learning problem. The discussion includes a proposition for a meaningful measurement resolution of the soil’s stoniness, and a practical method for evaluating the variability of the stone content of the soil. The results indicate that it is possible to predict the soil stoniness class with 70% accuracy using only the inertial and location measurements.
森林土壤的石质指数描述了深度为20 ~ 30 cm的上层土壤的石质含量。该指数在任何现有的地图数据库中都无法获得,而传统的土壤石质测量总是需要费力的土壤渗透方法。了解森林遗址的石头含量可以在各种林业作业中使用。本文提出了一种新的方法,以获得自动测量的土壤石质在挖掘机为基础的造粒作业。挖掘机装备只有一个低成本的惯性测量单元和一个卫星导航接收器。利用来自这些传感器的数据和人工进行的土壤石质测量,利用监督机器学习方法建立一个能够预测给定堆积位置石质等级的模型。本研究比较了不同的分类器和特征选择方法,为这个学习问题找到最有希望的解决方案。本文提出了一种有意义的土壤石质测量方法,并提出了一种评估土壤石质含量变异性的实用方法。结果表明,仅用惯性测量和定位测量就能以70%的精度预测土壤石质等级。
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引用次数: 1
Do tree cavity density and characteristics vary across topographical habitats in the tropics? A case study from Xishuangbanna, southwest China 热带地区不同地形生境的树洞密度和特征不同吗?以西双版纳为例
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/SF.10019
Jun-yan Liu, Junfeng Tang, Si‐Chong Chen, Wenbao Ma, Zheng Zheng, T. Dong
Despite the influence of cavities on the survival and distribution of cavity-dependent fauna, the variation in the density and characteristics of tree cavities across different habitat types in tropical forests is unknown. In this study, we surveyed 26 312 living trees from 376 species and compared cavity density and characteristics (height, size, type, and orientation) across five habitat types (valley, low-slope, high-slope, high-gully, and high-plateau) in a 20-hectare tropical rainforest in southwest China. From a total of 2047 cavities, we found that cavity density was mainly driven by habitat rather than tree species richness or diameter at breast height (DBH), and the characteristics of cavities were not uniformly distributed across habitats. Cavities were significantly more abundant in high- and low-slope than high-plateau habitats. Compared with other habitats, more “butt hollow” cavity types were found in high-slope habitat and they occurred at a lower tree height, whereas more “crack” cavities were found in low-slope habitat and they had a narrower entrance diameter. Although the mean orientation of cavities faced towards the northeast, cavity orientation varied significantly across habitat types. Our results indicate that certain types of cavities are concentrated in specific habitat types, which can provide avenues for forest management and biodiversity conservation. We highlight the importance of habitat heterogeneity in providing resources for cavity nesters.
尽管洞穴对依赖洞穴的动物的生存和分布有影响,但热带森林不同生境类型的树洞密度和特征的变化尚不清楚。本研究在中国西南20公顷的热带雨林中调查了376个物种的26 ? ? 312棵活树,比较了5种生境类型(山谷、低坡、高坡、高沟和高原)的空腔密度和特征(高度、大小、类型和朝向)。在2047个洞洞中,我们发现洞洞密度主要受生境的影响,而不是由树种丰富度或胸径(DBH)驱动,并且洞洞特征在不同生境中分布不均匀。高坡和低坡生境的空腔明显多于高原生境。与其他生境相比,高坡生境中存在较多的’butt hollow’洞型,且出现在树高较低的位置;而低坡生境中存在较多的’crack’洞型,且洞口直径较窄。虽然洞体的平均朝向东北,但不同生境类型的洞体朝向差异显著。研究结果表明,某些类型的洞穴集中在特定的生境类型中,这为森林管理和生物多样性保护提供了途径。我们强调了生境异质性在为洞巢提供资源方面的重要性。
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引用次数: 2
Birch sap exudation: influence of tree position in a forest stand on birch sap production, trunk wood anatomy and radial bending strength 桦树汁液渗出:林分中树木位置对桦树汁液生产、树干解剖和径向弯曲强度的影响
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/sf.10048
U. Zajączkowska, K. Kaczmarczyk, Janusz Liana
It is commonly accepted that the period of early-spring xylem sap exudation marks a stage during which a positive pressure builds inside the tree trunks. This state changes when leaves appear, initiating water transport within the trunk. It is unknown, however, how the wood anatomical structure and its mechanical resistance influences the sap. We present the results of research on the relationship between exudation of sap from Roth trees from the interior of a forest stand and from its edge, and the anatomical structure of the trunk wood and its bending strength. During the period between March 21 and April 18, we performed five sets of measurements of sap exudation from trees at the edge of the stand and from the forest interior. The resulting radial wood samples were tested for bending strength using a fractometer. We tested the sap for electrolytic conductivity and sugars content. For the anatomical analysis of the wood, we determined the number of vessels per 1 mm, average vessel lumen area and potential conductivity index. We found that the trees along the edge of the stand exude more sap, but it is less concentrated than the sap from the trees from the interior. Bending strength perpendicular to wood fibres is higher in the trees from the stand edge and in the western side of the trunk, where the number of vessels per 1 mm2 and conductivity index are smaller. Seemingly, this is the result of western winds, which are dominant in Poland.Betula pendula2
人们普遍认为,早春木质部汁液渗出的时期标志着树干内部正压力形成的阶段。当叶子出现时,这种状态发生了变化,开始了树干内的水分运输。然而,木材解剖结构及其机械阻力如何影响汁液尚不清楚。我们提出了罗斯树从林分内部和边缘渗出汁液与树干木材解剖结构及其弯曲强度之间关系的研究结果。在3月21日至4月18日期间,我们对林分边缘和林内树木的树液渗出量进行了5组测量。用断裂计测试了径向木材样品的弯曲强度。我们测试了树液的电导率和糖含量。对于木材的解剖分析,我们确定了每1mm血管的数量,平均血管管腔面积和潜在的电导率指数。我们发现沿着林分边缘的树木渗出更多的汁液,但其浓度低于来自林分内部的树木。垂直于木纤维的弯曲强度在林分边缘和树干西侧的树木中较高,其中每1平方毫米的容器数量和导电性指数较小。从表面上看,这是西风的结果,而西风在波兰占主导地位。桦木属pendula2
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引用次数: 6
Comparing forwarder boom-control systems based on an automatically recorded follow-up dataset 基于自动记录的后续数据集比较货代吊杆控制系统
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/SF.10161
Jussi Manner, Anders Mörk, M. Englund
Crane work is the most time-consuming work element in forwarding. Hence, assist systems like boom-tip control are of interest. The first commercially available boom-tip control for forwarders was introduced in 2013. In this study we analysed whether replacing conventional boom control (CBC) with John Deere’s version of boom-tip control (named Intelligent Boom Control, IBC), increases crane-work productivity. We used data automatically gathered from 10 final-felling stands, covering typical logging conditions for southern, central and northern Sweden. Two John Deere 1510E and two John Deere 1910G forwarders were operated by seven experienced operators during the follow-up study, covering 1238 loads in total. A split-plot design was applied to isolate effects of the boom-control system being used (CBC, IBC). We found that using IBC for loading work (crane work and driving included) saved 5.2% of productive machine time compared to using CBC (p ≤ 0.05). The corresponding saving when using IBC for unloading work was 7.9% (p ≤ 0.05). Depending on geophysical factors, this corresponds to approximately 4% savings in productive machine time for forwarding as a whole, including pure transport (with and without load). Moreover, the study introduced in cut-to-length context a novel field-study design to collect a large follow-up dataset in the course of ordinary forwarding operations. We found the study design to be a cost-efficient way to combine the representativeness of conventional follow-up datasets with the ability to establish causal relationships. Establishment of causal relationships has traditionally been possible only through observational time studies or standardized experiments.
起重机作业是货代作业中最耗时的工作要素。因此,像杆尖控制这样的辅助系统是有意义的。2013年推出了第一个商用货代吊杆尖端控制系统。在本研究中,我们分析了用John deere版本的臂尖控制(称为智能臂尖控制,IBC)取代传统的臂尖控制(CBC)是否能提高起重机的工作效率。我们使用了从10个最终采伐林自动收集的数据,涵盖了瑞典南部、中部和北部的典型采伐条件。在后续研究中,由7名经验丰富的操作员操作2台John Deere 1510E和2台John Deere 1910G货代,共处理1238个货物。采用分块设计来隔离所使用的臂架控制系统(CBC, IBC)的影响。我们发现,与使用CBC相比,使用IBC进行装载工作(包括起重机工作和驱动)可节省5.2%的生产机器时间(p ?使用IBC卸载工作时,相应的节省为7.9% (p < · $ 0.05)。根据地球物理因素,这相当于为整个转发节省了大约4%的生产机器时间,包括纯运输(带和不带负载)。此外,该研究在切分长度的背景下引入了一种新颖的实地研究设计,以收集普通转发操作过程中的大型后续数据集。我们发现该研究设计是一种成本有效的方法,将传统随访数据集的代表性与建立因果关系的能力相结合。传统上,只有通过观察时间研究或标准化实验才能建立因果关系。
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引用次数: 13
Stem taper and bark functions for Norway spruce in Norway 挪威云杉的茎尖和树皮功能
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/sf.10187
T. Pukkala, K. Hanssen, K. Andreassen
Based on data from long-term experimental fields with Norway spruce ( (L.) H. Karst.), we developed new stem taper and bark functions for Norway. Data was collected from 477 trees in stands across Norway. Three candidate functions which have shown good performance in previous studies (Kozak 02, Kozak 97 and Bi) were fitted to the data as fixed-effects models. The function with the smallest Akaike Information Criterion (AIC) was then chosen for additional analyses, fitting 1) site index-dependent and 2) age-dependent versions of the model, and 3) fitting a mixed-effects model with tree-specific random parameters. Kozak 97 was found to be the function with the smallest AIC, but all three tested taper functions resulted in fairly similar predictions of stem taper. The site index-dependent function reduced AIC and residual standard error and showed that the effect of site index on stem taper is different in small and large trees. The predictions of the age-independent and age-dependent models were very close to each other. Adding tree-specific random parameters to the model clearly reduced AIC and residual variation. However, the results suggest that the mixed-effects model should be used only when it is possible to calibrate it for each tree, otherwise the fixed-effects Kozak 97 model should be used. A model for double bark thickness was also fitted as fixed-effects Kozak 97 model. The model behaved logically, predicting larger relative but smaller absolute bark thickness for small trees.Picea abies
基于挪威云杉(L.)长期试验田数据H. Karst),我们为挪威开发了新的茎锥度和树皮功能。数据是从挪威各地的477棵树中收集的。在以往的研究中表现良好的三个候选函数(Kozak 02、Kozak 97和Bi)被拟合为固定效应模型。然后选择赤池信息准则(Akaike Information Criterion, AIC)最小的函数进行进一步分析,拟合1)地点指数依赖的模型和2)年龄依赖的模型,以及3)具有特定树木随机参数的混合效应模型。发现Kozak 97是AIC最小的函数,但所有三个测试的锥度函数对茎锥度的预测结果相当相似。立地指数依赖函数降低了AIC和残差标准误差,表明立地指数对树干锥度的影响在小树和大树中是不同的。年龄独立模型和年龄依赖模型的预测结果非常接近。在模型中加入特定于树的随机参数,可以明显降低AIC和残差。然而,结果表明,只有在有可能对每棵树进行校准时,才应使用混合效应模型,否则应使用固定效应Kozak 97模型。双树皮厚度模型也拟合为固定效应Kozak 97模型。该模型表现得合乎逻辑,预测小树的相对树皮厚度较大,但绝对树皮厚度较小。挪威云杉
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引用次数: 8
The efficacy of Chondrostereum purpureum against sprouting of deciduous species after mechanized pre-commercial thinning 紫骨软骨对机械化预商业间伐后落叶树种发芽的影响
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/SF.10195
T. Laine, L. Hamberg, Veli-Matti Saarinen, T. Saksa
The use of a white-rot fungus, (Pers. Ex Fr.) Pouzar, as a biocontrol agent against sprouting has been studied with good results. The aim of the study was to investigate the efficacy of two pre-commercial thinning machines, Tehojätkä and Mense, to spread an inoculum of as a biocontrol agent on freshly cut birch ( Roth and Ehrh.), European aspen ( L.), rowan ( L.), and goat willow ( L.) stumps (the fungal treatment) and compare that to the control (cutting only, done by Tehojätkä). Efficacy was investigated in terms of stump mortality and the number of sprouts per stump. This study was conducted in one stand and sprouting was investigated for three years after treatment. The fungal treatment resulted in higher mortality of stumps (34.0% for Tehojätkä and 41.5% for Mense after three years), compared to the control (13.4%). However, the fungal treatment did not decrease the number of sprouts per stump compared to the control. The low occurrence of basidiomata indicates that the accuracy of the spreading mechanism was not satisfactory, causing low mortality figures for the fungal treatment compared to previous studies. In the future, this mechanized method may provide a promising alternative in sprout control if the spreading mechanisms, the accuracy of the treatment, and consequently the efficacy could be improved.Chondrostereum purpureumC. purpureumBetula pendulaB. pubescensPopulus tremulaSorbus aucupariaSalix caprea
白腐菌的使用。作为一种生物防芽剂,保扎尔的研究取得了良好的效果。本研究的目的是研究Tehojätkä和Mense两种预商用间伐机在新伐的桦木(Roth和Ehrh.)、欧洲白杨(L.)、罗文(L.)和山羊柳(L.)树桩(真菌处理)上接种作为生物防治剂的效果,并将其与对照(仅伐,Tehojätkä)进行比较。从树桩死亡率和每树桩芽数方面考察了效果。本研究在一个林分进行,处理后3年对发芽进行调查。真菌处理3年后树桩死亡率(Tehojätkä为34.0%,Mense为41.5%)高于对照组(13.4%)。然而,与对照相比,真菌处理没有减少每个树桩的芽数。担子瘤的低发生率表明,真菌传播机制的准确性并不令人满意,导致真菌治疗的死亡率低于以往的研究。今后,如果能提高施芽机理、处理精度和防治效果,这种机械化方法将是一种很有前途的防治方法。Chondrostereum purpureumC。purpureumBetula pendulaB。短柔毛,震毛霉,桃毛霉
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引用次数: 6
Soil disturbance by cut-to-length machinery on mid-grained soils 在中粒土壤上切割长度机械对土壤的扰动
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/SF.10134
M. Sirén, J. Ala-Ilomäki, Harri Lindeman, J. Uusitalo, Kalle E.K. Kiilo, A. Salmivaara, Ari Ryynänen
Factors affecting soil disturbance caused by harvester and forwarder were studied on mid-grained soils in Finland. Sample plots were harvested using a one-grip harvester. The harvester operator processed the trees outside the strip roads, and the remaining residues were removed to exclude the covering effect of residues. Thereafter, a loaded forwarder made up to 5 passes over the sample plots. The average rut depth after four machine passes was positively correlated to the volumetric water content at a depth of 0–10 cm in mineral soil, as well as the thickness of the organic layer and the harvester rut depth, and negatively correlated with penetration resistance at depths of both 0–20 cm and 5–40 cm. We present 5 models to predict forwarder rut depth. Four include the cumulative mass driven over a measurement point and combinations of penetration resistance, water content and the depth of organic layer. The fifth model includes harvester rut depth and the cumulative overpassed mass and provided the best fit. Changes in the penetration resistance (PR) were highest at depths of 20–40 cm. Increase in BD and VWC decreased PR, which increased with total overdriven mass. After four to five machine passes PR values started to stabilize.
在芬兰中粒土上研究了收割机和货代机对土壤扰动的影响因素。样本地块采用单柄收割机收割。收割机操作员对条形道路外的树木进行处理,并将剩余残留物去除,以排除残留物的覆盖作用。此后,一个装载货代在样品地块上进行了多达5次的检查。4道平均车辙深度与矿质土0 × 10 cm处的体积含水量、有机层厚度和收割机车辙深度呈正相关,与0 × 20 cm和5 × 40 cm处的穿透阻力呈负相关。我们提出了5种预测前轮车辙深度的模型。四种包括在测量点上驱动的累积质量,以及渗透阻力、含水量和有机层深度的组合。第五种模型包括了收割机车辙深度和累计过车质量,并提供了最佳的拟合。穿透阻力(PR)在深度为20 ~ 40 cm时变化最大。BD和VWC的增加降低了PR, PR随总过驱动质量的增加而增加。经过4到5次机器通过后,PR值开始稳定。
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引用次数: 15
Networks in international opportunity recognition among Finnish wood product industry SMEs 芬兰木制品行业中小企业国际机会识别网络
IF 1.8 3区 农林科学 Q2 FORESTRY Pub Date : 2019-01-01 DOI: 10.14214/sf.10151
J. Hietala, R. Hänninen, M. Kniivilä, A. Toppinen
Bioeconomy development will create new opportunities for firms operating in the international wood products markets, and identifying and exploiting these opportunities is emphasized as a key concept to achieving business success. Our study will attempt to address a gap in the literature on sawmill industry business development from the viewpoint of international opportunity recognition. The aim of our study is to provide a holistic description on how small and medium-sized enterprises (SMEs) in the wood products industry recognize and exploit international business opportunities, and how they utilize network perspectives in this context. The subject was examined through Finnish wood product industry SMEs by interviewing 11 managers and industry representatives. The results suggest that SMEs recognize international opportunities reactively per se. Social networks formed in professional forums were an important information channel for identifying international opportunities. Through vertical business networks, such as sales agents, firms have been able to increase their international market presence and free their own resources for other important activities. Horizontal dyadic business networks were seen to facilitate new international opportunities through cooperation, while excessive reliance on vertical networks raised concerns and seemed not to be effective in international opportunity recognition. Institutional networks formed a systematic way of recognizing international opportunities, but more so at the initial market entry stage.
生物经济发展将为在国际木制品市场上经营的公司创造新的机会,并强调确定和利用这些机会是取得商业成功的一个关键概念。本研究将尝试从国际机会认知的角度,弥补锯木业商业发展的文献空白。我们研究的目的是全面描述木制品行业的中小型企业(sme)如何认识和利用国际商业机会,以及他们如何在此背景下利用网络视角。通过采访11名管理人员和行业代表,芬兰木制品行业中小企业审查了这个问题。结果表明,中小企业本身对国际机会的认识是反应性的。在专业论坛上形成的社会网络是确定国际机会的重要信息渠道。通过纵向业务网络,例如销售代理,公司已经能够增加其国际市场的存在,并释放自己的资源用于其他重要活动。横向的二元商业网络被认为通过合作促进新的国际机会,而过度依赖纵向网络则引起关注,似乎在国际机会识别方面没有效果。机构网络形成了识别国际机会的系统方式,但在最初的市场进入阶段更是如此。
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引用次数: 7
期刊
Silva Fennica
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