Predicting forwarder rut formation on fine-grained mineral soils

References

• Ågren AM, Lidberg W, Strömgren M, Ogilvie J, Arp PA. 2014. Evaluating digital terrain indeces for soil wetness mapping – a Swedish case study. Hydrol Earth Syst Sci. 18:3623–3634. doi: 10.5194/hess-18-3623-2014
   Web of Science ®Google Scholar
• Ala-Ilomäki J, Lamminen S, Sirén M, Väätäinen K, Asikainen A. 2012. Using harvester CAN-bus data for mobility mapping. In: Special issue. Abstracts for international conferences organized by LSFRI Silava in cooperation with SNS and IUFRO. Mezzinatne 25(58):85–87.
   Google Scholar
• Ayers PD, Perumpal JV. 1982. Moisture and density effect on cone index. Trans ASAE. 25:1169–1172. doi: 10.13031/2013.33691
   Google Scholar
• Bergkvist I, Friberg G, Mohtashami S, Sonesson J. 2014. STIG-projektet 2010-2014. [The STIG Project, 2010-2014.] Skogforsk, Arbetsrapport nr. 818 -2014. 18 pp. (in Swedish with English summary). Available from: https://www.skogforsk.se/kunskap/kunskapsbanken/2014/stig-projektet-20102014/.
   Google Scholar
• Beven KJ, Kirby MJ. 1979. A physically based, variable contributing area model of basin hydrology. Hydrol Sci J. 24(1):43–69. doi: 10.1080/02626667909491834
   Google Scholar
• Bygden G, Eliasson L, Wasterlund I. 2004. Rut depth, soil compaction and rolling resistance when using bogie tracks. J Terramech. 40:179–190. doi: 10.1016/j.jterra.2003.12.001
   Web of Science ®Google Scholar
• Cambi M, Certini G, Neri F, Marchi E. 2015. The impact of heavy traffic on forest soils: a review. For Ecol Manag. 338:124–138. doi: 10.1016/j.foreco.2014.11.022
   Web of Science ®Google Scholar
• Dexter AR, Czyz EA, Gate OP. 2007. A method for prediction of soil penetration resistance. Soil Tillage Res. 93:412–419. doi: 10.1016/j.still.2006.05.011
   Web of Science ®Google Scholar
• Elbanna E, Witney B. 1987. Cone penetration resistance equation as a function of the clay ratio, soil moisture content and specific weight. J Terramech. 24:41–56. doi: 10.1016/0022-4898(87)90058-9
   Web of Science ®Google Scholar
• Eliasson L. 2005. Effects of forwarder tyre pressure on rut formation and soil compaction. Silva Fenn. 39:549–557. Available from: http://www.metla.fi/silvafennica/full/sf39/sf394549.pdf. doi: 10.14214/sf.366
   Web of Science ®Google Scholar
• Eliasson L, Wästerlund I. 2007. Effects of slash inforcement of strip roads on rutting and soil compaction on a moist fine-grained soil. For Ecol Manag. 252(1–3):118–123. doi: 10.1016/j.foreco.2007.06.037
   Web of Science ®Google Scholar
• EN ISO 14688-1:2002. Geotechnical investigation and testing – Identification and classification of soil – Part 1: Identification and description (ISO 14688-1:2002). 14 pp. https://www.iso.org/standard/25260.html
   Google Scholar
• EN ISO 14688-2:2004. Geotechnical investigation and testing. Identification and classification of soil. Part 2: Principles for a classification (ISO 14688-2:2004). 15 pp. https://www.iso.org/standard/34082.html
   Google Scholar
• Forest Act 1093/1996. Available from: https://www.finlex.fi/en/laki/kaannokset/1996/en19961093_20140567.pdf
   Google Scholar
• Freitag DR. 1987. A proposed strength classification test for fine-grained soils. J Terramech. 24(1):25–39. doi: 10.1016/0022-4898(87)90057-7
   Web of Science ®Google Scholar
• Friberg G. 2014. En analysmetod för att optimera skotning mot minimerad körsträcka och minimerad påverkan på mark och vatten [A method to optimize forwarding towards minimized driving distance and minimized effect on soil and water.] Examensarbete Nr 138, SLU, Institutionen för skogens produkter, Uppsala. 52 pp. (in Swedish with English abstract). Available from: https://stud.epsilon.slu.se/6956/1/Friberg_G_20140630.pdf
   Google Scholar
• Friberg G, Bergkvist I. 2016. Så påverkar arbetsrutiner och markfuktighetskartor körskador i skogsbruket. [How operational procedures and depth-to-water maps can reduce damage on soil and water and rutting in the Swedish forestry.] Skogforsk, Arbetsrapport nr. 904–2016. 30 pp. (in Swedish with English summary). Available from: https://www.skogforsk.se/contentassets/f70c51e0a98047779c7db9659486d309/sa-paverkar-arbetsrutiner-och-markfuktighetskartor-korskador-i-skogsbruket-arbetsrapport-904-2016.pdf
   Google Scholar
• Gerasimov Y, Katarov V. 2010. Effect of Bogie track and slash reinforcement on sinkage and soil compaction in soft terrains. Croat J For Eng. 31(1):35–45. Available from: http://www.crojfe.com/r/i/04-gerasimov_35-45.pdf
   Web of Science ®Google Scholar
• Han HS, Page-Dumroese DS, Han SK, Tirocke J. 2006. Effect of slash, machine passes, and soil moisture on penetration resistance in a cut-to-length harvesting. Int J For Eng. 17(2):11–24. doi: 10.1080/14942119.2006.10702532
   Google Scholar
• Högnäs T, Kumpare T, Kärhä K. 2011. Turvemaaharvennusten korjuukelpoisuusluokitus. [Trafficability classification for peatland thinnings.] Metsätehon tulossarja 3/2011. 10 pp. (in Finnish). Available from: http://www.metsateho.fi/turvemaaharvennusten-korjuukelpoisuusluokitus/
   Google Scholar
• Hyvän metsänhoidon suositukset. 2006. [Forestry recommendations.] Metsätalouden kehittämiskeskus Tapio. 100 pp. (in Finnish).
   Google Scholar
• Hyvönen E, Pänttäjä M, Sutinen ML, Sutinen R. 2003. Assessing site suitability for Scots pine using airborne and terrestrial gamma-ray measurements in Finnish Lapland. Can J For Res. 33(5):796–806. doi: 10.1139/x03-005
   Web of Science ®Google Scholar
• Ilmatieteen laitoksen sääasemien arkisto [Archive of Finnish Meteorological Institute]. n.d. https://suja.kapsi.fi/fmi-tilastot.php
   Google Scholar
• Jakobsen BF, Greacen EL. 1985. Compaction of sandy forest soils by forwarder operations. Soil Tillage Res. 5(1):55–70. Available from: https://ac.els-cdn.com/S0167198785800167/1-s2.0-S0167198785800167-main.pdf?_tid=0f43d997-e8b0-4b9c-a478-ea05de45a603&acdnat=1522845080_933e5f994cb3741ed23fcf0fd4af44a1 doi: 10.1016/S0167-1987(85)80016-7
   Web of Science ®Google Scholar
• Jansson KJ, Johansson J. 1998. Soil changes after traffic with a tracked and a wheeled forest machine: a case study on a silt loam in Sweden. Forestry 71(1):57–66. doi: 10.1093/forestry/71.1.57
   Web of Science ®Google Scholar
• Jones MF, Arp PA. 2017. Relating cone penetration and rutting resistance to variations in forest soil properties and daily moisture fluctuations. Open J Soil Sci. 7:149–171. doi: 10.4236/ojss.2017.77012
   Google Scholar
• Kärhä K, Poikela A, Keskinen S. 2010. Korpikuusikon korjuu sulan maan aikana. [Harvesting of peatland Norway spruce stand in unfrozen soil.] Metsätehon tuloskalvosarja 5/2010. 46 p. Available from: http://metsate1.asiakkaat.sigmatic.fi/wp-content/uploads/2015/02/Tuloskalvosarja_2010_05_Korpikuusikon_harvennus_kk.pdf
   Google Scholar
• Korjuujälki harvennushakkuussa. 2003. [Harvesting trace in thinnings.] Metsätehon opas. 36 pp. ISBN: 951-673-183-X. (in Finnish). Available from: http://www.metsateho.fi/korjuujalki-harvennushakkuussa/
   Google Scholar
• Labelle ER, Jaeger D, Poltorak BJ. 2015. Assessing the ability of hardwood and softwood brush mats to distribute applied loads. Croat J For Eng. 36(2):227–242. Available from: http://www.crojfe.com/r/i/crojfe_37-1_2016/Labelle.pdf
   Web of Science ®Google Scholar
• Luoma V. 2017 Feb 17. Staattisen maastomallin käyttökelpoisuus maastomittausten valossa. [Feasibility of static terrain model.]. MEOLO/ Asiantuntijaryhmän kokous. University of Helsinki.
   Google Scholar
• Lüscher P, Frutig F, Sciacca S, Spjevak S, Thees O. 2010. Physikalischer Bodenschutz im Wald. [Physical soil protection in forest.] Bodenschutz beim Einsatz von Forstmaschinen. Merkbl. Prax. 45: 2. Aufl. 12 pp. (in German).
   Google Scholar
• Malmberg CA. 1981. Terrängmaskinen. Del 2 [The off-road vehicle. Volume 2.] 461 p. (in Swedish).
   Google Scholar
• Marra E, Cambi M, Fernandez-Lacruz R, Giannetti F, Marchi E, Nordfjell T. 2018. Photogrammetric estimation of wheel rut dimensions and soil compaction after increasing numbers of forwarder passes. Scand J For Res. 33(6):613–620. doi: 10.1080/02827581.2018.1427789
   Web of Science ®Google Scholar
• Marx B, Randel AC, Schilli C, Hoeborn G, Helmus M, Rinklebe J. 2013. Ressourcen-schutzpotenzial bei Baumaßnahmen bezüglich Boden. [Soil protection in harvesting.] Endbericht des Forschungsprogramms „Zukunft Bau“ des Bundesministeriums für Verkehr, Bau und Stadtentwicklung. 130 pp. (in German).
   Google Scholar
• McDonald TP, Seixas F. 1997. Effect of slash on forwarder soil compaction. Int J For Eng. 8(2):15–26. doi: 10.1080/08435243.1997.10702700
   Google Scholar
• McNabb D, Startsev A, Nguyen H. 2001. Soil wetness and traffic level effects on bulk density and air-filled porosity of compacted boreal forest soils. Soil Sci Soc Am J. 65:1238–1247. doi: 10.2136/sssaj2001.6541238x
   Web of Science ®Google Scholar
• Mohtashami S, Eliasson L, Jansson G, Sonesson J. 2017. Influence of soil type, cartographic depth-to-water, road reinforcement and traffic intensity on rut formation in logging operations: a survey study in Sweden. Silva Fenn. 51(5):14. doi: 10.14214/sf.2018
   Web of Science ®Google Scholar
• Murphy PNC, Ogilvie J, Connor K, Arp PA. 2007. Mapping wetlands: a comparison of two different approaches for New Brunswick, Canada. Wetlands 27(4):846–854. doi: 10.1672/0277-5212(2007)27[846:MWACOT]2.0.CO;2
   Web of Science ®Google Scholar
• Närhi P, Middleton M, Gustavsson N, Hyvönen E, Sutinen ML, Sutinen R. 2011. Importance of soil calcium for composition of understory vegetation in boreal forests of Finnish Lapland. Biogeochemistry 102: 239–249. doi: 10.1007/s10533-010-9437-2
   Web of Science ®Google Scholar
• Niemi MT, Vastaranta M, Vauhkonen J, Melkas T, Holopainen M. 2017. Airborne LiDAR-derived elevation data in terrain trafficability mapping. Scand J For Res. 32(8):762–773. doi: 10.1080/02827581.2017.1296181
   Web of Science ®Google Scholar
• Nugent C, Kanali C, Owende PMO, Nieuwenhuis M, Ward S. 2003. Characteristic site disturbance due to harvesting and extraction machinery traffic on sensitive forest sites with peat soils. For Ecol Manag. 180(1–3):85–98. doi: 10.1016/S0378-1127(02)00628-X
   Web of Science ®Google Scholar
• Peuhkurinen J. 2017 Feb 17. Staattinen maastomalli – päivitetyn version ominaisuudet ja implementointi käytäntöön. [Static terrain model – characteristics and implementation.] MEOLO/ Asiantuntijaryhmän kokous. Arbonaut.
   Google Scholar
• Pierzchała M, Talbot B, Astrup R. 2016. Measuring wheel ruts with close-range photogrammetry. Forestry 89(4): 383–391. doi: 10.1093/forestry/cpw009
   Web of Science ®Google Scholar
• Poltorak B.J, Labelle E.R, Jaeger D. 2018. Soil displacement during ground-based mechanized forest operations using mixed-wood brush mats. Soil Tillage Res. 179:96–104. doi: 10.1016/j.still.2018.02.005
   Web of Science ®Google Scholar
• Rubio B.P. 2015. The bearing capacity of Nordic soil. Master of Science Thesis MMK 2015:47 MKN 134 KTH Industrial Engineering and Management Machine Design SE-100 44 STOCKHOLM. 71 p. Available from: http://www.diva-portal.org/smash/get/diva2:864173/FULLTEXT01.pdf
   Google Scholar
• Saarilahti M. 2002. Soil interaction model. Department of Forest Resource Management, University of Helsinki. [Internet]. [cited 2016 Mar 31]. Available from: http://ethesis.helsinki.fi/julkaisut/maa/mvaro/publications/31/soilinte.pdf
   Google Scholar
• Sakai H, Nordfjell T, Suadicani K, Talbot B, Bollehuus E. 2008. Soil compaction on forest soils from different kinds of tires and tracks and possibility of accurate estimate. Croat J For Eng. 29(1):15–27.
   Web of Science ®Google Scholar
• Salmi M, Räsänen T, Hämäläinen J. 2013. Kosteusindeksi puunkorjuun olosuhteiden ennakoinnisssa. Kosteusindeksin laskennan kuvaus ja pilottitutkimuksen tulokset. [The use of topographic wetness index in prediction of harvesting conditions.] Metsätehon raportti 229. 20.12.2013. ISSN1996-2374 (verkkojulkaisu). Metsäteho Oy. 32 pp. (in Finnish). Available from: http://www.metsateho.fi/kosteusindeksi-puunkorjuun-olosuhteiden-ennakoinnissa/
   Google Scholar
• Salmivaara A, Launiainen S, Ala-Ilomäki J, Kulju S, Laurén A, Sirén M, Tuominen S, Finér L, Uusitalo J, Nevalainen P, et al. 2017. Dynamic forest trafficability prediction by fusion of open data, hydrologic forecasts and harvester-measured data. Poster. 1 p.
   Google Scholar
• Salmivaara A, Miettinen M, Finér L, Launiainen S, Korpunen H, Tuominen S, Heikkonen J, Nevalainen P, Sirén M, Ala-Ilomäki J, et al. 2018. Wheel rut measurements by forest machine mounted LiDAR sensor – Accuracy and potential for operational applications. Int J For Eng. 29(1):41–52. doi: 10.1080/14942119.2018.1419677
   Web of Science ®Google Scholar
• Sirén M, Ala-Ilomäki J, Mäkinen H, Lamminen S, Mikkola T. 2013. Harvesting damage caused by thinning of Norway spruce in unfrozen soil. Int J For Eng. 24(1):60–75. doi: 10.1080/19132220.2013.792155
   Google Scholar
• Sirén M, Hytönen J, Ala-Ilomäki J, Neuvonen T, Takalo T, Salo E, Aaltio H, Lehtonen M. 2013. Integroitu aines- ja energiapuun korjuu turvemaalla sulan maan aikana – korjuujälki ja ravinnetalous. [Integrated harvesting of industrial and energy wood on peatlands under unfrozen period.] Working Papers of the Finnish Forest Research Institute 256. 24 pp. Available from: http://www.metla.fi/julkaisut/workingpapers/2013/mwp256.pdf
   Google Scholar
• Susnjar M, Horvat D, Seselj J. 2006. Soil compaction in timber skidding in winter conditions. Croat J For Eng. 27(1):3–15. Available from: https://hrcak.srce.hr/index.php?show=clanak&id_clanak_jezik=6550
   Google Scholar
• Sutinen R. 1992. Glacial deposits, their electrical properties and surveying by image interpretation and ground penetrating radar. Geol Surv Finl Bull. 359:123. Available from: http://tupa.gtk.fi/julkaisu/bulletin/bt_359.pdf
   Google Scholar
• Sutinen R, Teirilä A, Pänttäjä M, Sutinen ML. 2002. Distribution and diversity of tree species with respect to soil electrical characteristics in Finnish Lapland. Can J For Res. 32(7):1158–1170. doi: 10.1139/x02-076
   Web of Science ®Google Scholar
• Tamminen P. 1991. Kangasmaan ravinnetunnusten ilmaiseminen ja viljavuuden alueellinen vaihtelu. [Expression of soil nutrient status and regional variation in soil fertility of forested sites in Southern Finland.] Folia Forestalia 777. 40 p. (In Finnish with English summary). Available from: http://urn.fi/URN:ISBN:951-40-1170-8
   Google Scholar
• Toivio J, Helmisaari HS, Palviainen M, Lindeman H, Ala-Ilomäki J, Sirén M, Uusitalo J. 2017. Impacts of timber forwarding on physical properties of forest soils in southern Finland. For Ecol Manag. 405:22–30. doi: 10.1016/j.foreco.2017.09.022
   Web of Science ®Google Scholar
• Topp GC, Davis JL, Annan AP. 1980. Electromagnetic determination of soil water content: measurements in coaxial transmission lines. Water Resour Res. 16(3):574–582. doi: 10.1029/WR016i003p00574
   Web of Science ®Google Scholar
• Uusitalo J, Ala-Ilomäki J. 2013. The significance of above-ground biomass, moisture content and mechanical properties of peat layer on the bearing capacity of ditched pine bogs. Silva Fenn. 47(3):1–18. doi: 10.14214/sf.993
   Web of Science ®Google Scholar
• Uusitalo J, Ala-Ilomäki J, Lindeman H, Toivio J, Sirén M. 2018. Modeling soil moisture – soil strength relationship of fine-grained mineral soils in Finland (submitted manuscript). 27 pp.
   Google Scholar
• Uusitalo J, Salomäki M, Ala-Ilomäki J. 2015. The effect of wider logging trails on rut formations in the harvesting of peatland forests. Croat J For Eng 36(1):125–130. Available from: http://www.crojfe.com/r/i/crojfe_36-1_2015/uusitalo.pdf
   Web of Science ®Google Scholar
• Väätäinen K, Lamminen S, Ala-Ilomäki J, Sirén M, Asikainen A. 2012. More efficiency with intelligent operator tutoring systems in wood harvesting. In: Special issue. Abstracts for international conferences organized by LSFRI Silava in cooperation with SNS and IUFRO. Mezzinatne 25(58):125–126.
   Google Scholar
• Väätäinen K, Lamminen S, Ala-Ilomäki J, Sirén M, Asikainen A. 2013. Kuljettajaa opastavat järjestelmät koneellisessa puunkorjuussa – kooste hankkeen avaintuloksista. [Operator assistance systems in merchanized harvesting.] Working Papers of the Finnish Forest Research Institute 279. 24 pp. (in Finnish). Available from: http://www.metla.fi/julkaisut/workingpapers/2013/mwp279.htm
   Google Scholar
• Valtioneuvoston asetus metsien kestävästä hoidosta ja käytöstä. 2013. [Government decree on sustainable management and use of forests 1038/2013.] Available from: http://finlex.fi/fi/laki/ajantasa/2013/20131308
   Google Scholar
• Vega-Nieva DJ, Murphy PNC, Castonguay M, Ogilvie J, Arp PA. 2009. A modular terrain model for daily variations in machine-specific forest soil trafficability. Can J Soil Sci. 89:93–109. doi: 10.4141/CJSS06033
   Web of Science ®Google Scholar
• Wästerlund I. 1989. Strength components in the forest floor restricting maximum tolerable machine forces. J Terramech. 26(2):177–182. doi: 10.1016/0022-4898(89)90005-0
   Web of Science ®Google Scholar
• Westman CJ. 1990. Soil physical and physico-chemical properties of Finnish upland forest sites. Silva Fenn. 24(1):41–158. (In Finnish with English summary). doi: 10.14214/sf.a15568
   Google Scholar
• Willén E, Friberg G, Flisberg P, Andersson G. 2017. Bestway – beslutstöd för förslag till huvudbasvägar för skotare – Demonstrationsrapport BillerudKorsnäs-Mellanskog. [Bestway – Decision support tool for proposing main base roads for forwarders. Demonstration report for BillerudKorsnäs and Mellanskog.] Skogforsk. Arbetsrapport 955. 27 pp. (in Swedish with English summary). Available from: https://www.skogforsk.se/contentassets/60d1a46520644987bfce2624db7fabc2/arbetsrapport-955-2017.pdf
   Google Scholar
• Wronski EB, Stodart TM, Humpreys N. 1990. Trafficability assessment as an aid to planning logging operations. Appita 43(1):18–22.
   Web of Science ®Google Scholar
• Zeleke G, Owende PMO, Kanali CL, Ward SM. 2007. Predicting the pressure-sinkage characteristics of two forest sites in Ireland using in situ soil mechanical properties. Biosyst Eng. 97(2):267–281. doi: 10.1016/j.biosystemseng.2007.03.007
   Web of Science ®Google Scholar