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Data in Brief

journalhomepage:www.elsevier.com/locate/dib

Data Article

Data to estimate costs of producing grass-clover silages

Ola Flaten

, Daniel Muluwork Atsbeha, Tor Lunnan

Norwegian Institute of Bioeconomy Research, P.O. Box 115, Aas NO-1431, Norway

a rt i c l e i n f o

Article history:

Received 30 June 2020 Accepted 2 July 2020 Available online 7 July 2020 Keywords:

Economic analysis Cost of production Grassland Yield Forage quality Cutting system Mountain farming

a b s t r a c t

Thisarticlepresentsinput dataand proceduresused toes- timatecostsofproducinggrass-cloversilagesunderNorwe- gianfarmingconditions.Dataofyield,botanicalcomposition andforagequalityofthegrasscropwerederivedfromafield experimentcomparingathree-cutsystem,harvestedatearly cropmaturitystagesproducinghighlydigestibleforages,and atwo-cutsystemreturninghigherherbageyieldsofmedium digestibility.Secondarydataonpricesofspecificinputswere alsoprovided.Thedatapresentedherecanbeusedbyadvi- sorsandfarmersasadecisionsupporttoolforassessingand comparingcostsofdifferent waysofproducing silage.Cost estimates of home-grown forages are also needed in bio- economicevaluationsofgrasslandproductionandutilization byresearchers.Thedatapresentedisrelatedtotheresearch articleentitled:“Technicalandeconomicperformanceofal- ternativefeedsindairyandpigproduction”[1].

© 2020TheAuthor(s).PublishedbyElsevierInc.

ThisisanopenaccessarticleundertheCCBYlicense.

(http://creativecommons.org/licenses/by/4.0/)

DOI of original article: 10.1016/j.livsci.2020.104123

Corresponding author.

E-mail address: ola.fl[email protected] (O. Flaten).

https://doi.org/10.1016/j.dib.2020.106003

2352-3409/© 2020 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license.

( http://creativecommons.org/licenses/by/4.0/ )

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SpecificationsTable

Subject Agricultural and Biological Sciences (General) Specific subject area Production economics, farming system analysis Type of data Tables

How data were

acquired Experimental data from field plots used for estimating herbage yields and composition of the grass-clover silage and supplemented with data from [2] and industry sources.

Data were processed and cost budgets of the cropping systems were developed in Microsoft Office Excel.

Data format Raw, filtered and analysed Parameters for data

collection

Fields were established in 2003 and 2004, and records were kept for the following four years. Price and cost data were collected from [2] and industry sources.

Description of data

collection The experimental plots were harvested two or three times per season. At all harvests, the crop was cut to a stubble height of 5 cm. Herbage yields, botanical composition and feed quality from each cut were recorded. Near-infrared reflectance spectroscopy (NIRS) was used to determine content of neutral detergent fibre (NDF), indigestible NDF, ash, in vitro true digestibility (IVTD) and N-concentration. Secondary data were collected to represent costs of various operations, used to estimate the total cost of producing silage.

Data source location Institution: Norwegian Institute of Bioeconomy Research

City/Town/Region: Løken Research Station, Øystre Slidre, Innlandet Country: Norway

Latitude and longitude (and GPS coordinates) for collected samples/data:

61 °8 N, 9 °8 E Data accessibility With the article Related research

article D.M. Atsbeha, O. Flaten, H.F. Olsen, N.P. Kjos, A. Kidane, A. Skugor, E. Prestløkken, M.

Øverland, Technical and economic performance of alternative feeds in dairy and pig production. Livest. Sci. 240 (2020), 104123. https://doi.org/10.1016/j.livsci.2020.104123

Valueofthedata

• Dataonherbageyields,pricesandinputsusedintheproductionofgrassareusefultoesti- mateandcomparecostsofdifferentcuttingsystemsofsilagemaking.

• Thesedatacanbenefitresearchers,advisors,policymakersandfarmerswhohaveinterestin costs of producinggrass silageof differentquality withrespectto digestibility andprotein content.

• Forfurtherinsightsthedatamaybeusedinintegratedwhole-farmsystemapproacheswhere the mostefficientwayofusingresources in grassproductionis consideredsimultaneously withhowbesttousetheminlivestockproduction.

1. Datadescription

Thecostofforagevariesenormouslydependingonthegrowingconditions,soilfertilityand type,intensityoffarming practiceandmanagerialability[3].The primarydatapresentedhere werecollectedfromafield experimentatLøken ResearchStation,located inthemountainre- gionofEasternNorway,conductedtoquantifytherelationshipbetweencuttingsystemsandthe associatedherbageyields,persistenceandchemicalcompositionofgrasses.Thedatacomprised filteredandanalysedrawdata.Periodical datarecordedfromthemulti-yearsfield experiment conductedattwodifferentsitesaredescribedforthestudyyears.

Table1showstheharvestingregimesusedintheexperiment.

Thegrass experimentdatabaseis inMicrosoftExcelformat (file:‘field_experiment’inSup- plementarymaterial) andit contains seven sheets.The first sheet(‘Fields’) is an overview of theharvestingregimesanddistributionoffertilizerN.Herbageyields forthedifferentharvest regimesandNfertilization(120or240kgNperhaperseason)bysite,yearandcutarefoundin thesecondsheet(‘DM-yields’).Correspondingquality parameters(content ofneutraldetergent fibre(NDF),indigestibleNDF,drymatterdigestibility,crudeprotein,andash)andbotanicalcom- positionarefoundinsheet3(‘Forage_quality’)andsheet4(‘Bot_comp’),respectively.Thefifth

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Table 1

Harvesting regimes at Løken Research Station.

Regime 1. cut 2. cut 3. cut

1 Onset of stem elongation 500 day-degreesa a August 30

2 One week before early heading 400 day-degrees August 30

3 One week before early heading 500 day-degrees August 30

4 One week before early heading 600 day-degrees August 30

5 Early heading 400 day-degrees August 30

6 Early heading 500 day-degrees August 30

7 Early heading 600 day-degrees August 30

8 Full heading August 30

a Day-degrees were accumulated with base temperature 0 °C.

Table 2

Government farm payments and input prices to produce grass-clover silage.

Item Value (NOK) Item Value (NOK)

Governmental payments Spraying 250/ha

Grassland 4010/ha Mowing 450/ha

Expenses Raking 250/ha

Land rent 2500/ha Custom baling a 180/bale

Machinery, contract charges Other expenses

Ploughing 10 0 0/ha Seed 52/kg

Harrowing 300/ha Herbicide (MCPA) 58/ha

Rolling 250/ha Fertilizer (NPK 18–3–15) 4.14/kg

Dragging 450/ha Lime b 0.65/kg

Seeding 450/ha Silage additive 10/l

Fertilizer spreading 200/ha

a Wrapping and transport of bales included.

bCost of lime includes material, hauling it to the field and application. Limestone is applied at an average annual rate of 690 kg per ha.Source: NILF [2] . Exchange rates in 2014 was NOK 100 = $ 15.87 = 11.97 = £ 9.64.

(‘120_N’)andsixthsheet(‘240_N’)showstheaverage(yield-weighted)yieldsandqualityparam- etersofthetwosites,respectively.Sheet5and6arelimitedtotheharvestingregimes(4,7,and 8) useddirectlyorindirectlyinthecalculationsofproductioncosts. Theseventh sheet(‘Sum- mary_farm_yields’)shows thecalculationsof the herbageyields adjusted to farm-level condi- tions.

Table2presentsdataongovernmentfarmpaymentsandpricesoninputsneededtoproduce grass-cloversilage.Basedontheparameters,unitcostsofthetwograsssilagetypeshavebeen calculated. Yield andcosts of productionare presentedin Table 3.The system forcomparing costs betweendifferentcutting regimesforsilage makingarefound inaMicrosoftExcelsheet (file:‘Cost_silage’inSupplementarymaterial).Thefirsttwosheets(‘Inputprice’and‘Machinery’) containtheinputprices.Sheet 3(‘Sward_est’)quantifiestheper hectarecosts intheestablish- ment year and sheet 4 (‘Ley_years’) calculates the per-hectare costs in the later sward years (averageoftheyears).Totalcostsofthepreservedsilagesarecalculatedinsheet5(‘Total_cost’).

ThestepsinvolvedforthecalculationofthecostsaredescribedinSection2.3.

2. Experimentaldesign,materials,andmethods

2.1. Designoffieldexperimentandestablishmentofthegrass-clovercrop

ThefieldexperimentwasconductedattwodifferentsitesatLøkenResearchStation(61°8N, 9°8E,altitude 530 (Fjøsjordet) and 450m (Eikra) above sea level, 590mm precipitation, 149 growingdays,1961–1990averages)inthemountainregionofEasternNorway.

The crop wassown withan experimental rowdrill ata seeding rateof25kg per ha, one in June 2003 (Site 1 Fjøsjordet) and one in June 2004 (Site 2 Eikra). The seed mixture con-

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Table 3

Yields, composition of silage and total costs (NOK/kg dry matter, DM) of wrapped grass silage.

Cost of preserved silage 2-cut 3-cut

Yield and composition of silage

Yield, farm-level (kg DM/ha) 6243 4785

Crude protein (g/kg DM) 105 143

Neutral detergent fibre (g/kg DM) 581 520

Dry matter digestibility (% of DM) 67.1 72.8

Costs (NOK/ha)

Seed 260 325

Fertiliser 3765 3647

Sprays 12 14

Mowing 810 1125

Raking 450 625

Drilling 90 113

Land preparation 490 613

Fertilising and lime 797 934

Spraying 50 63

Land rent 2500 2500

Area payment −4010 −4010

Land based costs (NOK/ha) 5213 5948

Sub-total (NOK/kg DM) 0.84 1.24

Baling (NOK/kg DM) 0.72 0.72

Preservatives (NOK/kg DM) 0.10 0.10

Total costs (NOK/kg DM) 1.66 2.06

Total costs, adjusted for losses a 1.84 2.29

aA 10% loss of DM and nutrients from silages during storage and feed-out was assumed (cf. Flaten et al. [4] ). Notes : Costs of seed, sprays, land preparation, drilling and spraying are divided by length of rotation (5 years for 2-cut and 4 years for 3-cut). Other land-based costs and yield are weighted by the establishment year and later years in the rotation.

Swards are mown, raked and fertilized three times in the 3-cut system compared to twice for the 2-cut system.

tained(w/w)40%timothy(Phleumpratense,cvsGrindstadandVega),40%meadowfescue(Fes- tucapratensis Huds.,cv.Fure),and20%redclover(TrifoliumpratenseL.,cv.Nordi).Intheestab- lishmentyear,yields were notmeasured. Recordswere kept forthefollowing fouryearswith 2008asthelastyear.

Sixor eightdifferent harvesting regimes were used (Table 1). Five orseven regimeswere withthree cutsandone withtwocuts. Regime3and6with500day-degreesbeforethe sec- ondcutwereonlytestedinSite2.Thefirstcutsweredeterminedbythephenologicalstageof timothy,andthe followingsecond andthird cutswasdetermined afteraccumulatedheatsum (day-degrees)or date.The phenological stage ofdevelopment atharvesting wasexpressed as meanstagebycount(MSC;[5]).Theswardswerenotgrazedlateinseason.

Theharvestingregimeswere combinedwithtwo nitrogenapplicationlevels,N1=120kg N per hectare andN2=240kg N per hectare in each of the established sward years. Fertilizers were distributed betweenspring and regrowths accordingto expected share oftotal herbage yield.NutrientswereappliedasinorganicNPK18-3-15(NPK)compoundfertilizer(Nintheform ofbothammoniumandnitrate;[6]).Atbothsites,theexperimentwaslaidoutinacompletely randomized block design with6–8 harvestingregimes×two fertilizerrates.There were three replicates.

Atallharvests,thecropwasharvestedwithanAgriatwo-wheeltractor(Agria-WerkeGmbH, Mockmuhl,Germany)withthebladesettoastubbleheightof5cm.

2.2.Records

Yieldwasdeterminedbasedon rawweight.The drymatter(DM)contentofthe yieldwas determined bydrying a subsample ofapproximately1kg at60°C for48 h. Dry-matteryields acrossharvestweresummedwithineachyeartogivetheannualDMyieldperplot.

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Botanicalcompositionwasevaluatedvisuallyinallindividualplots,andinadditionwithsort- ingofsamplestakenfromselectedplots.Therewasnosortingin2007.

Thenutritivevalue oftheharvestedherbageswasmeasured foreach cut.Mostoften,sam- ples were analysed from two replicates. Thegrass samples were groundto 1mm (CyclotecTM SampleMill293)andthenscannedusinganear-infraredspectrophometer(NIRS;[7])(NIRsys- tems 6500, Silver SpringMD, USA) atLøken Research Station to determine neutraldetergent fibre (NDF),indigestible NDF,invitro organicDMdigestibility,ashandN-concentration.Crude protein(CP)concentrationwascalculatedbymultiplyingtheNconcentrationby6.25.

Moredetailsonthedesignofthefieldexperiment,herbageyieldandfeedqualityparameters aredescribedin[8].

2.3. Costing

The swardswere establishedin thespringafter ploughingandconventionalcultivation for seedbedpreparationwithouta covercrop.Establishment yearfieldoperationsincluded(num- berofoperationsinparenthesis):ploughing(1),dragging(2),harrowing(1),drilling(1),rolling (1),spraying (1),fertilizing(1),mowing (1),raking(1),baling(1),andhauling forage(1).One herbicidetreatmentwithMCPAwasneededtocontrolannualweedsand80kgNperha(using NPK18– 3-15)wasapplied.

Theestablishmentyearfieldswereharvestedforsilagemaking,butnoyieldorforagequality recordswerekept.Expertguestimateswere usedtoassessherbageyields intheestablishment year.Yieldswereassumedtobe50%oftheannualyieldsintheestablishedswardyearsofthe three-cutandtwo-cutsystem(with120kgN/ha),respectively.Herbageharvestedintheestab- lishmentyearwasassumedtobeofsimilarfeedqualitytothatofthelaterswardyearsinthe respectivecuttingsystem. Theassessedherbage yieldsintheyearofsward establishmentsare reportedintheSupplementarymaterial(file:‘field_experiment’;sheet:‘Summary_farm_yields’).

Substantial standandyield lossesoccurredinthe last yearsofthe three-cut systems,irre- spective offertiliserinput, andweeds, especiallyTaraxacum officinale, invadedtheseplots. For thecostingofthethree-cutsystemweusedtheaverageyieldsfromthefirstthreeswardyears ofthe experimentandinconsequencewe assumedleyduration ofthreeyears (the establish- mentyearexcluded).Forthetwo-cutsystemweusedfour-yearyieldaveragesandleyduration offouryears,thatis,atotallifespanoffiveyears.Swardsusedfortwo-cutandthree-cutsilage systemswerethusreseededevery5and4years,respectively.

In the cost analysis, the established swards annuallyreceived 180kg N per ha (average of 120kgNper haand240kg Nper hausedinthefield experiment).Plantnutrientscamefrom bagged fertilizer.Thenumberoffield operationswithfertilizing,mowing, rakingintheestab- lishedswardyearswereequaltothenumberofcutsoftheharvestingregime.

Foragequalityparametersofbothtypesofsilageusedinthedairycowexperimentdescribed in [1]were closeto the phenologicalstages, digestibility andthe CP content ofthe yields of the two-cutand one ofthe three-cut systems atLøken ResearchStation usedin Flatenet al.

[4].Therefore,we considereditto beappropriateto usethesetwo-andthree-cutsystemstoo estimate thecostsoffeedingdairy cowswithlow crudeproteinsilageandoptimalcrude pro- tein silageinstudy[1],respectively.The two-cutsystemin[4]wererepresentedbyharvesting regime8(Table1),whereasthethree-cutsystemwascomposedofa50:50mixtureofharvest- ingregime4andharvestingregime7.

Ingeneral,itiswellknownthatresponsesunderexperimentalconditionssignificantlyexceed theresponsesachievedundercommercialfarmconditions[9].AsinFlatenetal.[4],weadjusted farmDMyieldsto60%oftheexperimentalyields.Theresultingfarm-levelDMyieldsandenergy andproteinconcentrationofthegrassesharvestedareshowninTable3.

The grass wasconditioned at mowing,wilted and raked beforeharvesting. DM contentof thewiltedsilagewas40%.ThesilagewaspreservedwiththesilageadditiveGrasAATPlus(580g formic acid, 12g propionicacid, and1.5g benzoicacid per kg; Addcon NordicAS, Porsgrunn,

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Norway)appliedat4lpert freshweightofwiltedcrop priortoensiling, anditwaswrapped intoroundbales(625kgperbale)using8layersofstretch-film.

Costsforallfieldoperationsweretakenfromcontractor’scharges.Thepricesofallinputsto producethegrasssilage,whicharereproducedinTable2,weresettoreflect2014-conditions.

Thecostingincludedalandchargeforthelandwhichwasrequiredtoproducethesilage.We assumedthatthefarmerhadaccesstoenoughownorrentedland.Withmorerestrictiveavail- abilityofland, forage willbecome a scarcerresource. The approachtherefore mayignore the opportunitycostoflandneededtoproducefeedsonafarm.Farmersarealsopaida premium perhaoffarmland,whicharedeductedfromthecostofproducingsilage.

Theland-basedcosts(perhectare)werecalculatedfirst.Indeterminingland-basedcosts,cost onlyoccurringintheestablishmentyear(seed, sprays,drilling,landpreparation, andspraying) weredividedbylengthofrotation.Otherland-basedcosts(fertilizer,limeandfertilizing,mow- ing,raking,andlandrent)andareapaymentswereweightedbytheestablishmentyearandlater yearsintherotation.Summingtheseitemsgavethetotalland-basedcostsperhectare(Table3).

Next,theland-basedcostswereconvertedtocostperkgDMyield.Costsassociatedwithbaling andhauling ofthe harvestedforage andthe use ofsilage additivesare constant per unit DM produced,andthesecostitemswereaddeddirectlytotheper-unittotalcosts.Finally,thecosts wereadjustedforlossesincurredduringfermentationandstorageandduringfeeding-out.

Theremaybesignificantcostsavingsforlivestockfarmersfromfeedingconcentratesascom- paredtograsssilageintermsoflabour.Feed-outlabourconsiderationsaredifficulttoquantify andvariesalotbetweenfarms andfeed-out systems,andfeed-out labourcosts offeedswere notconsideredhere.

Basedonthesecalculations,thetotalcostofproducingsilage wereNOK1.84perkgDMfor thetwo-cutsystemandNOK2.29perkgDMforthethree-cutsystem(Table3),andin[1]these estimatesare usedtorepresentthecost oflow crudeproteinsilageandoptimalcrudeprotein silage,respectively.

DeclarationofCompetingInterest

Theauthorsdeclarethattheyhavenoknowncompetingfinancialinterestsorpersonalrela- tionshipswhichhave,orcouldbeperceivedtohave,influencedtheworkreportedinthisarticle.

Acknowledgments

Thepresentstudywasconductedwithfinancialsupportfromthe ResearchCouncilofNor- way (Grant No. 233685/E50; FeedMileage - Efficient use of Feed Resources for a Sustain- able Norwegian Food Production).The field experimentwas conducted within a previous re- searchprojectfundedbytheFoundationforResearchLevyonAgricultural Products(GrantNo.

162757/110;MoreandbetterforageasbasisforNorwegianmeatandmilkproduction),theAgri- culturalAgreementResearchFundandthecompaniesTINEBA,FelleskjøpetTINEBA,Felleskjøpet FôrutviklingBA, Animalia,AddconNordicAS andYaraNorgeAS through signedcontract with theResearchCouncilofNorway.

References

[1] D.M. Atsbeha, O. Flaten, H.F. Olsen, N.P. Kjos, A. Kidane, A. Skugor, E. Prestløkken, M. Øverland, Technical and eco- nomic performance of alternative feeds in dairy and pig production, Livest. Sci. 240 (2020), 104123, doi: 10.1016/j.

livsci.2020.104123 .

[2] NILF, Handbok for Driftsplanlegging 2014/2015 (Handbook for Farm Planning 2014/2015), Norwegian Agricultural Economics Research Institute, Oslo, 2014 .

[3] G. Redman , The John Nix Pocketbook for Farm Management 2019, 49th edition, Agro Business Consultants, Melton Mowbray, 2018 .

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[4] O. Flaten , A.K. Bakken , ˚A.T. Randby , The profitability of harvesting grass silages at early maturity stages: an analysis of dairy farming systems in Norway, Agric. Syst. 136 (2015) 85–95 .

[5] K.J. Moore , L.E. Moser , K.P. Vogel , S.S. Waller , B.E. Johnson , J.F. Pedersen , Describing and quantifying growth stages of perennial forage grasses, Agron. J. 83 (1991) 1073–1077 .

[6] Yara, Gjødselprodukter, YaraMila® FULLGJØDSEL®. https://www.yara.no/gjoedsel/produkter/yaramila/ , 2020 (accessed 27 February 2020).

[7] G. Fystro , T. Lunnan , Analysar av grovfôrkvalitet på NIRS (Analyses of forage quality by NIRS), in: A.Ø. Kristoffersen (Ed.), Proceedings of the Plantemøtet Østlandet 20 06, Bioforsk. FOKUS 1 (3) (20 06) 180–182 ˚As .

[8] A.K. Bakken , T. Lunnan , M. Höglind , O. Harbo , A. Langerud , T.E. Rogne , A.S. Ekker , Mer og bedre grovfôr som basis for norsk kjøtt- og mjølkeproduksjon. Resultater fra flerårige høstetidsforsøk i blandingseng med timotei, engsvingel og rødkløver [More and better forage as basis for Norwegian meat and milk production. Results from perennial field experiments in mixed swards of timothy, meadow fescue red clover], Rapport nr. 38/2009, Bioforsk, ˚As/Stjørdal (2009) .

[9] B.R. Davidson , B.R. Martin , R.G. Mauldon , The application of experimental research to farm production, J. Farm Econ.

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