15 results on '"Steep terrain"'
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2. Tensile forces and deflections on skylines of cable yarders: comparison of measurements with close-to-catenary predictions.
- Author
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Bont, Leo Gallus, Ramstein, Laura, Frutig, Fritz, and Schweier, Janine
- Subjects
STANDARD deviations ,LOGGING ,ROAD construction ,PARTIAL discharges ,CABLES - Abstract
Cable-based technologies are the backbone of timber harvesting on steep slopes. To simplify the cable road design process, the QGIS plugin Seilaplan was recently developed. Seilaplan is tailored for Central European cable yarder technology, with standing skylines. To analyze and predict the load path and occurring forces, the close-to-catenary Zweifel approach is implemented in Seilaplan. The aim of this study was to validate the catenary analyses (deflection and skyline tensile force) under realistic, heavy load conditions for multi-span cable roads. The main finding is that sufficient accuracy, for practical applications under real loading configurations and cable road settings, can be achieved by applying the Zweifel approach. This holds for both the predicted static skyline tensile force, for which a deviation of −3.5 % to +12.7 % was measured (root mean square error [RMSE] = 7 kN), and for the deflection, which deviated from measured values by −0.73 m to +0.9 m (RMSE = 0.5 m). A slight limitation of the implemented Zweifel approach is the missing aspect of the mainline loading, in particular for steep spans. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
3. CLASSYFING OPERATIONAL EVENTS IN CABLE YARDING BY A MACHINE LEARNING APPLICATION TO GNSS-COLLECTED DATA: A CASE STUDY ON GRAVITY-ASSISTED DOWNHILL YARDING.
- Author
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BORZ, Stelian A., CHEŢA, Marius, BÎRDA, Marcian, and PROTO, Andrea R.
- Subjects
- *
MACHINE learning , *LOGGING , *GLOBAL Positioning System , *SCIENCE , *DATA - Abstract
Cable yarding remains an important option in steep terrain timber harvesting, a reason for which new or improved operational efficiency models are required to support science and practice. Developed traditionally, these models are known to require many resources, a reason for which new approaches to the problem were researched lately, mainly by the use of Global Navigation Satellite System (GNSS) data, spatial and statistical inference systems. This study evaluates the possibility of using GNSS data and machine learning techniques to classify important cable yarding events in the time domain. Three classes were assumed by the study as being relevant for cable yarding operational setup, namely carriage moving in the uphill (MU) and downhill (MD) directions, as well as carriage stopped (S). Data collected by a consumer-grade GNSS unit was processed to extract some differential parameters which were coupled with GNSS motorial and geometric features to feed a Multi-Layer Perceptron Neural Network with Back propagation (MLPNNB) in a pre-evaluation phase which aimed at mining the data structure as a strategy to develop the best MLPNNB configuration for training and testing. Leg distance, difference in elevation, speed of the carriage, and difference in heading were used together and interchangeably in this phase, based on logical assumptions. As a result of pre-evaluation, a MLPNNB using all these datasets was found to be the best scenario. Based on this outcome, the data was split into a training (70%) and a testing (30%) subset, then the MLPNNB was used to learn and generalize on these subsets. The main results indicate that the MLPNNB had an excellent performance, with a classification accuracy of 98.7, 98.4, and 98.8% in the pre-evaluation, training, and testing phases, respectively. Log-loss errors were also found to be very low (5, 5.9 and 4.1%, respectively), indicating a high generalization capability of the MLPNNB model. Based on the results, the main conclusion of the study is that original and derived GNSS data coupled with machine learning techniques could prove to be an important tool for operational monitoring and cable yarding efficiency model development, mainly due to the possibility of working with large amounts of data. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
4. Energy efficiency of a hybrid cable yarding system: A case study in the North-Eastern Italian Alps under real working conditions.
- Author
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Cadei, Alberto, Mologni, Omar, Marchi, Luca, Sforza, Francesco, Röser, Dominik, Cavalli, Raffaele, and Grigolato, Stefano
- Subjects
- *
LOGGING , *ENERGY consumption , *BATTERY storage plants , *CABLES , *ELECTRIC propulsion - Abstract
In order to reduce greenhouse gas emissions, low emission or zero-emission technologies have been applied to light and heavyduty vehicles by adopting electric propulsion systems and battery energy storage. Hybrid cable yarders and electrical slack-pulling carriages could represent an opportunity to increase the energy efficiency of forestry operations leading to lower impact timber harvesting and economic savings thanks to reduced fuel consumption. However, given the limited experience with hybrid-electric systems applied to cable yarding operations, these assumptions remain uncertain. This study assessed an uphill cable yarding operation using a hybrid cable yarder and an active slack-pulling electric power carriage over thirty working days. A total of 915 work cycles on four different cable lines were analysed. Longterm monitoring using Can-BUS data and direct field observations were used to evaluate the total energy efficiency, total energy efficiency (%), and fuel consumption per unit of timber extracted (L/m3). The use of the electric-hybrid system with a 700 V supercapacitor to store the recovered energy made it possible to reduce the running time of the engine by about 38% of the total working time. However, only 35% to 41% of the Diesel-based mechanical energy was consumed by the mainline and haulback winches. Indeed, the remaining energy was consumed by the other winches of the cable line system (skyline, strawline winches and carriage recharging or breaking during outhaul) or dissipated by the system (e.g., by the haulback blocks). With reference to all work cycles, the highest net energy consumption occurred during the inhaulunload work element with a maximum of 1.15 kWh, consuming 70% of total net energy consumption to complete a work cycle. In contrast, lower energy consumption was recorded for lateral skid and outhaul, recording a maximum of 23% and 32% of the total net energy consumption, respectively. The estimated recovered energy, on average between the four cable lines, was 2.56 kWh. Therefore, the reduced fuel need was assessed to be approximately 730 L of fuel in the 212.5 PMH15 of observation, for a total emissions reduction of 1907 kg CO2 eq, 2.08 kg CO2 eq for each work cycle. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
5. Mechanical response of natural anchors in cable logging.
- Author
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Marchi, Luca, Trutalli, Davide, Mologni, Omar, Gallo, Raimondo, Roeser, Dominik, Cavalli, Raffaele, and Grigolato, Stefano
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LOGGING ,FOREST management ,VEGETATION mapping - Abstract
Cable logging is a common harvesting technique for steep slope conditions, despite the safety hazard for the operators, which is mainly related to failure of cables or anchor trees. The multiple factors that determine whether a tree should be considered as an anchor make it difficult to estimate the actual suitability of the anchor tree from a safety perspective during logging. To address this critical question, the mechanical response of natural anchors was monitored in nine cable logging sites using a standing skyline system. Different anchoring methods were observed, namely, tieback anchors, multiple in-line anchors and single tree anchors. Based on previous experience regarding tree stability assessment, an innovative continuous monitoring technique was applied at each research site. The mechanical response of the anchors was analyzed in terms of force-rotation curves, which summarize the effects of loads transmitted by the skyline. An elastic response was observed in nearly all anchors, but the magnitude of the rotation varied depending on the anchoring method and the applied force observed during the survey. Effects due to cyclic loading were analyzed in four of the case studies, and an apparent relaxation phenomenon at the root-plate system was observed. Finally, the research provides an estimation of the anchor's stability with respect to their maximum theoretical resistance, evaluated from trees showing similar characteristics that have previously been tested. Results from these field measurements provide information that can improve guidance regarding the holding strength of anchors to current empirical methods and help ensure safety anchoring methods. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
6. A Robust Productivity Model for Grapple Yarding in Fast-Growing Tree Plantations.
- Author
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Engelbrecht, Riaan, McEwan, Andrew, and Spinelli, Raffaele
- Subjects
BIOLOGICAL productivity ,FOREST productivity ,LOGGING ,SKYLINE logging ,MANGIUM - Abstract
New techniques have recently appeared that can extend the advantages of grapple yarding to fast-growing plantations. The most promising technique consists of an excavator-base un-guyed yarder equipped with new radio-controlled grapple carriages, fed by another excavator stationed on the cut-over. This system is very productive, avoids in-stand traffic, and removes operators from positions of high risk. This paper presents the results of a long-term study conducted on 12 different teams equipped with the new technology, operating in the fast-growing black wattle (Acacia mangium Willd) plantations of Sarawak, Malaysia. Data were collected continuously for almost 8 months and represented 555 shifts, or over 55,000 cycles—each recorded individually. Production, utilization, and machine availability were estimated, respectively at: 63 m
3 per productive machine hour (excluding all delays), 63% and 93%. Regression analysis of experimental data yielded a strong productivity forecast model that was highly significant, accounted for 50% of the total variability in the dataset and was validated with a non-significant error estimated at less than 1%. The figures reported in this study are especially robust, because they were obtained from a long-term study that covered multiple teams and accumulated an exceptionally large number of observations. [ABSTRACT FROM AUTHOR]- Published
- 2017
- Full Text
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7. PERFORMANCES OF TWO PROTOTYPES OF LOG EXTRACTION TECHNIQUES USING THE SKYLINE SYSTEM.
- Author
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Endom, Wesman and Astana, Satria
- Subjects
EXTRACTION techniques ,SPARK ignition engines ,PROTOTYPES ,ENGINEERING design ,LOGGING ,DIESEL motors - Abstract
Copyright of Indonesian Journal of Forestry Research is the property of Indonesian Journal of Forestry Research and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2017
- Full Text
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8. Skyline tensile force monitoring of mobile tower yarders operating in the Italian Alps
- Author
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Stefano Grigolato, Omar Mologni, Andrea Rosario Proto, C. Kevin Lyons, Giuseppe Zimbalatti, Giulio Zambon, and Raffaele Cavalli
- Subjects
Skyline ,Endurance limit ,business.industry ,Payload ,Logging ,Work (physics) ,Dynamic amplification ,Forestry ,Plant Science ,Structural engineering ,Peak tensile force ,Fatigue limit ,Steep terrain ,Steep terrain, Cable logging, Peak tensile force, Dynamic amplification, Safe working load, Endurance limit ,Skid (automobile) ,Ultimate tensile strength ,Environmental science ,business ,Safe working load ,Tower ,Cable logging - Abstract
This study analysed the skyline tensile forces in 502 complete work cycles during ordinary cable logging operations on 12 different cable lines in the Italian Alps. The objectives of the research were to quantify the frequency of exceeding the recommended safe working limits and to determine the skyline peak tensile forces and dynamic amplifications, as well as their explanatory variables. Data collection was based on skyline tensile force monitoring synchronized with the video recording of the logging operations and the monitoring of the carriage positions. The load volumes were measured at the landing, and the total loads were estimated for each cycle. The results showed 55% of the work cycles exceeding the safe working load. The highest peak tensile forces were often recorded while starting the load moving during lateral skid. High-peak tensile forces were also recorded during inhaul, where the tensile forces were amplified by the cyclic load behaviour. It appears that some operators underestimate the effects of pretension, payload, and cable line geometry on the magnitude of the skyline tensile force. The complexity in identifying reliable theoretical models inclusive of dynamic amplifications and the inefficacy of the load limiters installed on the machines highlighted the need to improve the best practices within the operators, and to adopt technical solutions for the continuous skyline tensile force monitoring during ordinary cable logging operations.
- Published
- 2019
- Full Text
- View/download PDF
9. Concurrent optimization of harvesting and road network layouts under steep terrain.
- Author
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Bont, Leo, Heinimann, Hans, and Church, Richard
- Subjects
- *
LOGGING , *TRANSPORTATION management , *TRUCK routes , *TRUCK loading & unloading , *COST effectiveness , *SURFACE dynamics - Abstract
Timber extraction is based on two transportation modes-off-road and on-road-that are connected by a set of landing nodes. Forest operations planning that is oriented toward harvesting consists of concurrently locating a truck road network, designating landing/loading sites along that network, and allocating stands to specific harvest technologies (e.g., cable roads). In central Europe, this problem has, until recently, been solved primarily with rules of thumb. By contrast, only a few attempts, designed for plantation systems, have been made to find the mathematical optima. Here, we present a modeling approach to identify a minimal-cost solution for this problem of laying out truck roads and cable roads when the terrain is steep. This technique is based on a Mixed Integer Linear Programming formulation. Our approach is as good as or better than state-of-the-art methods. Here, the overall costs of harvesting and roading were decreased by about 7 % compared with techniques that called for a heuristic solution only. Depending upon parameter choices, we also determined that a computing time ranging from 4 min to 8 hrs was required when assessing a logging area of 4.3 km. [ABSTRACT FROM AUTHOR]
- Published
- 2015
- Full Text
- View/download PDF
10. Mechanical response of natural anchors in cable logging
- Author
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Davide Trutalli, Raffaele Cavalli, Luca Marchi, Raimondo Gallo, Omar Mologni, Stefano Grigolato, and Dominik Roeser
- Subjects
040101 forestry ,Logging ,precision forestry ,Astrophysics::Cosmology and Extragalactic Astrophysics ,04 agricultural and veterinary sciences ,Tree stability ,Hazard ,Natural (archaeology) ,steep terrain ,tree stability ,Mining engineering ,Safety assessment, precision forestry, cable logging, tree stability, steep terrain ,Safety assessment ,040103 agronomy & agriculture ,Materials Chemistry ,0401 agriculture, forestry, and fisheries ,Steep slope ,Environmental science ,cable logging ,Physics::Atmospheric and Oceanic Physics - Abstract
Cable logging is a common harvesting technique for steep slope conditions, despite the safety hazard for the operators, which is mainly related to failure of cables or anchor trees. The multiple fa...
- Published
- 2020
11. Using Conjoint Analyses to Improve Cable Yarder Design Characteristics: An Austrian Yarder Case Study to Advance Cost-Effective Extraction
- Author
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Hunter Harrill, Rien Visser, Mark Brown, Karl Stampfer, Martin Kühmaier, Manfred Hofer, and Mohammad Reza Ghaffariyan
- Subjects
0106 biological sciences ,Decision support system ,decision support ,Computer science ,Terrain ,conjoint ,01 natural sciences ,Bottleneck ,marketing research ,Transport engineering ,Marketing research ,040101 forestry ,Logging ,cable yarding ,Forestry ,lcsh:QK900-989 ,04 agricultural and veterinary sciences ,Conjoint analysis ,steep terrain ,Sustainability ,lcsh:Plant ecology ,mechanical engineering ,0401 agriculture, forestry, and fisheries ,Profitability index ,timber harvesting ,010606 plant biology & botany - Abstract
Steep country harvesting has been identified as the main bottleneck to achieving greater profitability in the forestry sector of New Zealand and Australia. An improvement of efficiency, work safety and environmental sustainability should be realized by developing an advanced steep terrain timber harvesting system based on innovative Austrian technology. To identify the best suitable configuration of a cable yarder for steep terrain harvesting, user preferences based on an online survey (conjoint analysis) have been evaluated to answer the following questions: (1) What attributes of a new yarder design are most important to consumers? (2) Which criteria do stakeholders consider when selecting a cable yarder? (3) What are the weights representing the relative importance of criteria? Using eight specific design scenarios a fourth question, being which cable yarder concept is the best, was also answered. This case study shows that conjoint analyses is an effective tool to assess, rate and subsequently integrate design characteristics. Based on the results of the analysis, a cable yarder prototype will be manufactured in Austria and transferred to New Zealand for testing and demonstration.
- Published
- 2019
- Full Text
- View/download PDF
12. Evaluation of Salvage Logging Productivity and Costs in the Sensitive Forests of Bulgaria.
- Author
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Stoilov, Stanimir, Proto, Andrea R., Angelov, Georgi, Papandrea, Salvatore F., Borz, Stelian Alexandru, and Zimbalatti, Giuseppe
- Subjects
SALVAGE logging ,VARIABLE costs ,OVERHEAD costs ,LOGGING ,COST ,LABOR costs - Abstract
Steep terrain harvesting can only be implemented by a limited set of operational alternatives; therefore, it is important to be efficient in such conditions, in order to avoid incurring high costs. Harvesting abiotically-disturbed forests (salvage harvests caused by wet snow), which is becoming common these days, can significantly impact the operational efficiency of extraction operations. This study was implemented in order to evaluate the performance of truck-mounted uphill cable yarding operations in salvage logging deployed in coniferous stands. A time study was used to estimate the productivity and yarding costs, and predictive models were developed in order to relate the time consumption and productivity to the relevant operational factors, including the degree of wood damage. The average operational conditions were characterized by an extraction distance of 101 m and a lateral yarding distance of 18 m, resulting in a productivity rate of 20.1 m
3 h−1 . In response to different kind of delays, the productivity rate decreased to 12.8 m3 h−1 . Under the prevailing conditions, lateral yarding accounted for 32% of the gross work cycle time, and for 50% of the delay-free work cycle time of the machine. Decreasing the lateral yarding distance and increasing the payload volume to the maximum capacity of the machine would eventually lead to a yarding productivity of close to 30 m3 per SMH (scheduled machine hour). The calculation of the gross costs of uphill yarding showed that the labor costs (35.7%) were slightly higher than the fixed costs (32.9%), and twice as high compared to the variable costs (17.7%). The remote control of the carriage, mechanical slack-pulling mechanisms, and radio-controlled chokers are just some of the improvements that would have led to increments in operational efficiency. [ABSTRACT FROM AUTHOR]- Published
- 2021
- Full Text
- View/download PDF
13. A Robust Productivity Model for Grapple Yarding in Fast-Growing Tree Plantations
- Author
-
Riaan Engelbrecht, Raffaele Spinelli, and Andrew McEwan
- Subjects
productivity ,020209 energy ,02 engineering and technology ,logging ,Acacia mangium ,Statistics ,0202 electrical engineering, electronic engineering, information engineering ,steep terrain ,cable logging ,Productivity model ,Productivity ,Mathematics ,040101 forestry ,biology ,Ecology ,Logging ,Forestry ,Regression analysis ,04 agricultural and veterinary sciences ,lcsh:QK900-989 ,biology.organism_classification ,Total variability ,Tree (data structure) ,Excavator ,lcsh:Plant ecology ,0401 agriculture, forestry, and fisheries - Abstract
New techniques have recently appeared that can extend the advantages of grapple yarding to fast-growing plantations. The most promising technique consists of an excavator-base un-guyed yarder equipped with new radio-controlled grapple carriages, fed by another excavator stationed on the cut-over. This system is very productive, avoids in-stand traffic, and removes operators from positions of high risk. This paper presents the results of a long-term study conducted on 12 different teams equipped with the new technology, operating in the fast-growing black wattle (Acacia mangium Willd) plantations of Sarawak, Malaysia. Data were collected continuously for almost 8 months and represented 555 shifts, or over 55,000 cycles—each recorded individually. Production, utilization, and machine availability were estimated, respectively at: 63 m3 per productive machine hour (excluding all delays), 63% and 93%. Regression analysis of experimental data yielded a strong productivity forecast model that was highly significant, accounted for 50% of the total variability in the dataset and was validated with a non-significant error estimated at less than 1%. The figures reported in this study are especially robust, because they were obtained from a long-term study that covered multiple teams and accumulated an exceptionally large number of observations.
- Published
- 2017
- Full Text
- View/download PDF
14. A Spatially Explicit Method to Assess the Economic Suitability of a Forest Road Network for Timber Harvest in Steep Terrain.
- Author
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Bont, Leo Gallus, Fraefel, Marielle, and Fischer, Christoph
- Subjects
LOGGING ,FORESTS & forestry ,FOREST road design & construction ,LOG transportation ,TIMBER - Abstract
Despite relatively high road density in the forests of Switzerland, a large percentage of that road network does not fulfill best practice requirements. Before upgrading or rebuilding the road network, harvesting planners must first determine which areas have insufficient access. Traditional assessment methods tend to only report specific values such as road density. However, those values do not identify the exact parcels or areas that are inaccessible. Here, we present a model that assesses the economic suitability of each timbered parcel for wood-harvesting operations, including tree-felling and processing, and off- and on-road transport (hauling), based on the existing road network. The entire wood supply chain from forest (standing trees) to a virtual pile at the border of the planning unit was captured. This method was particularly designed for steep terrain and was tested in the Canton of Grisons in Switzerland. Compared with classical approaches, such as the road density concept, which only deliver average values, this new method enables planners to assess the development of a road network in a spatially explicit manner and to easily identify the reason and the location of shortcomings in the road network. Moreover, while other related spatially explicit approaches focus only on harvesting operations, the assessment method proposed here also includes limitations (road standards) of the road network. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
15. Dağlık arazideki ladin meşcerelerinde farklı bölmeden çıkarma yöntemlerinin çevresel açıdan irdelenmesi üzerine bir araştırma
- Author
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Öztürk, Ufuk Özcan, Eroğlu, Habip, Öztürk, Ufuk Özcan, and Orman Mühendisliği Ana Bilim Dalı
- Subjects
Spruce Stand ,Transport of compartment ,Physical Damages ,Forestry and Forest Engineering ,Artvin Regions ,Logging ,Dağlık Arazi ,Ormancılık ve Orman Mühendisliği ,Spruce ,Artvin Yöresi ,Steep Terrain ,Fiziksel Zararlar ,Mountain land ,Ladin Meşceresi ,Bölmeden Çıkarma ,Artvin - Abstract
Ormancılıkta odun hammaddesi üretimi, piyasanın odun hammaddesi talebinin karşılanması ve orman işletmelerince gelir elde edilmesi amacıyla kesim çağına ulaşan dikili ağaçların kesilerek depolara kadar taşınması sürecinde uygulanan faaliyetlerin bütününü kapsamaktadır. Ülkemizde odun hammaddesi üretimi faaliyetlerinin bölmeden çıkarma aşaması, insan, hayvan ve makine gücüne dayalı tekniklerin kullanılmasıyla gerçekleştirilmektedir. Bu süreçte üretilen ürün, orman toprağı, dikili ağaçlar ve fidanlar ile yaban hayatı ve su kaynakları üzerinde çeşitli şekil ve düzeylerde zararlar ortaya çıkmaktadır.Bu araştırmada insan gücü, traktör ve hava hatlarıyla yapılan bölmeden çıkarma çalışmalarının zarar üzerine olumsuz etkilerinin tespiti ve birbiriyle karşılaştırılması amaçlanmıştır. Bu amaçla değişik bölmeden çıkarma çalışmalarının uygulandığı farklı üretim bölmelerinden alınan 15 deneme alanında; fidanlar, dikili ağaçlar ve taşınan ürünler üzerinde meydana gelen fiziksel zararlar tespit edilmiştir.Sonuç olarak, 3 değişik bölmeden çıkarma tekniğinin dikili ağaçlar, fidanlar ve taşınan ürünlerde çeşitli fiziksel zararlar oluşturduğu ve bölmeden çıkarma tekniklerinden kaynaklanan zararların kullanılan tekniklere göre önemli derecede birbirinden farklı olduğu tespit edilmiştir. İnsan gücü ile bölmeden çıkarma her üç unsur üzerinde de en yüksek derecede zarara neden olmuş, bunu traktörle bölmeden çıkarma ve hava hatları ile bölmeden çıkarma izlemiştir. Bu sonuca dayalı olarak uygun bölmeden çıkarma tekniğinin kullanılması ile dikili ağaçlarda, fidanlarda ve taşınan ürünlerde oluşan zararların en aza indirilebileceği kanaatine varılmıştır.Anahtar Kelimeler: Dağlık arazi, bölmeden çıkarma, fiziksel zararlar, Ladin meşceresi, Artvin yöresi Timber harvesting is the most intervention factor in forest operations and management practices on the environment. Harvesting includes felling, extraction, topping and branching, debarking, landing, cross cutting, loading and transportation. Man power, animal power and machine power (tractors, skylines) are the main techniques for timber harvesting in Turkey. Timber harvesting with insufficient planning, improper operational techniques and lack of control of operation can result in severe damage to forest soil, residual forest trees and seedlings, wildlife, and wood products.In this study, the efficiency and negative effects of logging with man power, machine and skyline were studied and effects of different logging techniques on ecosystems were compared. For this purpose, effects of different logging techniques on residues seedlings and trees, and wood products in the study areas will be researched on 15 sites.The results showed that timber harvesting techniques resulted in damages to residual trees, seedlings, and timber products, but the degree of damages caused by the harvesting techniques was significantly different. The highest level of damage was caused by manpower, followed by skidder and skyline harvesting technique. These results suggested that the damages caused by logging can be minimized by using proper timber harvesting techniques.Key words: Steep terrain, logging, physical damages, Spruce stand, Artvin regions 114
- Published
- 2009
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