Maíces tardíos vs. tempranos Estrategias de fertilización

Diapositiva 1

Maces tardos vs. tempranos Estrategias de fertilizacinIng. Agr. MSc. Gabriel EspsitoFacultad de Agronoma y Veterinaria

Fecha de siembra idealOptima implantacinBuena captacin de recursos hdricos, lumnicos y nutricionales.Minimizar estrs hdrico en periodo crtico (+/- 15 das alrededor de floracin)Evitar riesgo de enfermedades, plagas, malezas, heladas, etc.Optimas condiciones de cosecha

V13R3R6R1Area foliarN granos m-2Peso granos Evolucin de la biomasa del maz

Anlisis de la radiacinO-FD-ARS incidente (MJ/m2)18501600FI (%)60%65%RS interceptada (MJ/m2)11101040EUR (g/MJ)3.53.7MS (g/m2)38853848IC (%)50%40%Rendimiento (g/m2)19431539Anlisis de lluvias140 mm (45%)97 mm (56%)Precipitaciones decdicas (1974-2011)Octubre - AbrilUSO DE MODELOS

Modelizacin del impacto en la fecha de siembra en mazEl modelo ha sido desarrollado para servir como una herramienta de analtica en el estudio de los efectos del manejo de los sistemas de cultivos en la productividad y el ambiente (Stockle et al., 1996).Soil Water BalanceWeatherTemperatureRadiationWindPotential EvapotranspirationCrop ETPKCWater availableRainfallSuperficial storeDeph of water tablePercolationCrop ETRealKSBiomassRtoRoot dephInfiltrationCapillary riseRunoffWUEHICLIMASUELOCULTIVO13Produccin de biomasaGTR = KBT TVPDGTRT/VPDKBTfint IPAReGIPARGIPAR = e fint IPARDUAL: TRANSPIRACIN - RADIACINB = Min (GTR , GIPAR )Crecimiento potencial limitado por agua y radiacin Validacin del SWB para la produccin de MS

Espsito (2002) Validacin del SWB para lmina total de agua (1,3 m)

Espsito (2002)Evaluacin 2 fechas de siembraen 17 campaas (La Aguada, Ro IV)Primer fecha de siembra01/10Segunda fecha de siembra08/12

Por debajo de los 282 mm de lluvias entre Noviembre y Enero (+/- 100 mm por mes) es ms conveniente la siembra del 08/12 que la del 01/10Rendimiento segn fecha de siembraDatos simulados serie 90/91 06/0701/1008/12Promedio8.77.5Mximo12.79.9Mnimo3.94.5SD3.11.4CV36%19%Rendimiento segn fecha de siembraDatos simulados serie 90/91 06/0701/1008/12Ambientes secos5.26.996/97 00/0101/02 03/04 05/06Ambientes hmedos11.58.197/98 99/0002/03 04/05 06/07Comparacin entre campaasSECASHUMEDASD D EF F MD D EF F M96/97785897/9817311300/01945399/002878101/021176202/031943403/041467204/0522420005/06556306/0719913908/09338010/1159128PROM8374PROM215113Ensayo fecha de siembraPrimer Fecha de siembra: 10/10/2010Segunda Fecha de siembra: 01/12/2010

Se probaron 5 hbridos de maz y 3 dosis de Nitrgeno

Lugar:Campo Experimental UNRCEnsayo fecha de siembraProf.N-NO3-NO3-HM.O.PpHcmPpmPpm%%Ppm0 - 2017,4077,0810,611,8325,606,4320 - 4013,6060,2511,691,0511,706,5840 - 606,6329,3710,560,869,506,80Prof.N-NO3-NO3-HM.O.PpHcmPpmPpm%%Ppm0 - 208.7538.7512.011,8724,906,5720 - 405.1622.8512.101,0312,306,3840 - 603.4514.8210,740,899,306,52Uso de modelos por ambiente para el MSESimuladoObservadoAo 10/11 10/10 (283)7270Ao 10/11 01/12 (335)100109Respuesta a la fertilizacinS. TempranaS. TardaDosis NRto (qq/ha)Dosis NRto (qq/ha)056301044062701048072110109=Densidad y fecha de siembra

Cantarero et al. (2000)APBPSuperficie129.79 ha67.84 haSoja 08/092821 kg/ha2306 kg/haMaz 09/108560 kg/ha5700 kg/haCV Rto soja15.39%23.38%CV Rto maz11.29%25.89%

Espsito et al. (2010)La Herli SA (Vertientes, Crdoba)

Variable Coefficient Std.Error z-value Probability ----------------------------------------------------------------------- CONSTANT 3827.063 158.4873 24.14744 0.0000000 DEN 0.1126246 0.004024734 27.98312 0.0000000 DEN2 -6.035483e-007 2.546884e-008 -23.69752 0.0000000 Z2XH1 -3245.281 292.7835 -11.08424 0.0000000 DXZ2XH1 0.01299912 0.00740122 1.756348 0.0790289 D2XZ2XH1 -1.220356e-007 4.658847e-008 -2.619438 0.0088076 Z1XH2 2542.056 247.1798 10.28424 0.0000000 DXZ1XH2 0.003078203 0.006289905 0.4893879 0.6245671 D2XZ1XH2 -1.915955e-008 3.951783e-008 -0.4848331 0.6277948 Z2XH2 2332.931 280.2106 8.325634 0.0000000 DXZ2XH2 -0.0882152 0.007467748 -11.81283 0.0000000 D2XZ2XH2 5.073708e-007 4.813951e-008 10.53959 0.0000000 LAMBDA 0.7150226 0.02004225 35.67577 0.0000000Number of Observations: 1975Number of Variables : 12Degrees of Freedom : 1963

Mean dependent var : 8615 S.D. dependent var : 2976 R2 : 0.90Lag coeff. (Lambda) : 0.72

LOTE 3LHPrecio de la semilla:150 USD/bolsa 80000Precio del maz:0.125 USD/kgSntesis campaa 2010/11APBPLOTE 5SIEMBRA TEMPRANA7087661665SIEMBRA TARDIA80821LOTE 6SIEMBRA TEMPRANA5886125000SIEMBRA TARDIA72597Espsito et al. (2011)La Herli SA (Vertientes, Crdoba)MacronutrientesC H O N P K

MesonutrientesCa Mg S

MicronutrientesFe Mn B Mo Cu Zn Cl

Manejo del fsforoRespuesta al P7000 kg/ha20 kg P / ha Maz 160 USD/tnFDA 800 USD/tn70%

Efecto de la temperatura del suelo sobre la absorcin de P por plantas de maz

Relacin entre la respuesta a la fertilizacin fosfatada y las lluvias posteriores a la siembra de soja

Efecto de la fertilizacin fosfatada sobre la densidad de races en Bengolea, Crdoba

Fertilizacin con P y races de sojaSin PCon PCon PSin PCon paratillSin paratillCerliani et al. (2012)

Fertilizacin con P en siembras tempranas y tardasPsba: 13,44 ppmPsba: 15,21 ppm

Siembra temprana (03/10/10)Siembra tarda (06/12/10)

Manejo del NitrgenoAPBPSuperficie (ha)115.36ha78.76 haSuperficie (%)59%41%Maz 07/088515 kg/ha7724 kg/haSoja 08/092346 kg/ha1912 kg/haSoja 09/103459 kg/ha2946 kg/ha

DOSIS N Y FECHA DE SIEMBRALimpieza por 1.5 IQRAnlisis cluster MZA (Missouri)

Ap

A2

AC

C1

C2

Ck

Haplustol ntico95 mm/m

Ap

A2

ABBW1

BCBW2

C

Haplustol dico147 mm/m

Zona de ensayosMAIZ

Campaa 2009/10 ~ 2010/11

Fecha de siembra6/10/09 y 13/10/10

Campaa 2009/10 ~ 2010/11Fecha de siembra12/12/09 y 09/12/10

2009/102010/111993/11PP (Sep-Mar)690 mm787 mm723 mmFS-CampaaZMSEFuncin de produccinDOERtoDif. RetornoTemp. 09/10AP**8189 + 37,34 N 0,123 N21051079721 USD ha-1BP**7066 + 44,75 N 0,142 N211610336Tarda 09/10APns8712 + 8,66 N 0,005 N2087120 USD ha-1BPns8152 + 9,40 N 0,013 N208152Temp. 10/11AP**9217 + 31,68 N 0,053 N21891332622 USD ha-1BP**9191 + 27,29 N 0,037 N221113323Tarda 10/11AP8455 + 23,69 N 0,075 N28098685 USD ha-1BP8362 + 22,59 N 0,066 N2829772Funciones de produccin de maz, dosis de N econmicamente ptima (DOE) por zonas de manejo (ZM), obtenidas de ensayos de fertilizacin del Sur de CrdobaAP, alta productividad. BP, baja productividad.?

Fertilizacin de N variable mazFertilizacin con N variable maz

HUMEDOSECO

AO SECOEspsito (Tesis Doctoral)

AO HUMEDOEspsito (Tesis Doctoral)Nutricin y fecha de siembraEspsito et al. (2012)Interaccion N x S

RENDIMIENTO DE MAIZ. INTERACCION N x S.7 ENSAYOS 2004/07Micronutrientes: Zinc

Gral. Arenales (Buenos Aires)San Justo (Santa Fe)Buena Esperanza (San Luis)Gral. Cabrera (Crdoba)Cundo se agrava la carencia de Zinc?

En suelos orgnicos; muy arenosos o calcreos. pH mayor de 6,5 y menor de 5. Suelos con alto nivel de fsforo, ambientes con historia de agregado de P. poca fra y hmeda.

Qu beneficio tiene la aplicacin de Zinc en Maz?

Favorece el desarrollo del cultivo (fras y hmedas). Mejora la fertilidad y desarrollo de las espigas. Asegura una madurez uniforme. Mejora el rendimiento y la precocidad.

CON ZNSIN ZNLA AGUADA 2007/08Deficiencia inducida

CON PAntagonismo ZnCON PAntagonismo ZnSIN PDosificador tapado

SIN PCON PAntagonismo Zn

TESTIGON-P-S-Zn (12-23-17-0)N-P-S-Zn (12-23-17-1,3)Campaa 2010/11Cuatro VientosSntesis de ensayos realizados por UNRC (2001-2011)0.410.330.280.450.330.430.180.901.200.510.800.58Promedio: 500 kg/haDesvo: 200 kg/haCurva de respuesta a la aplicacin de Zn (2008/09 ~ 2009/10)

TOXICO?Determinacin de umbral crticoInteracciones

Burt et al (1998)Sntesis finalEn Crdoba se reconocen al menos dos fechas de siembra de maz Sep/Oct y Dic cuya conveniencia depender del ao y/o la calidad del lote.Si bien en teora deberamos disminuir la densidad de siembra, ello depender de las condiciones climticas y del material gentico.La fertilizacin en siembras tardas puede disminuirse en N, P y Zn, dependiendo de las caractersticas del lote y del ao.El manejo variable de fertilizantes es ms conveniente en siembras tempranas que en siembras tardas.Grfico20.3320.4480.2690.4460.4610.3230.3290.4490.4120.4180.4672.8992.3922.6862.462.52.8992.9842.6772.7812.6212.7928.1436.8577.7597.2027.4816.7679.0197.7316.8096.6768.21811.37611.4711.67911.25910.81411.31811.712.06211.79811.05311.65513.66714.52513.5612.3912.67913.52512.98613.29512.63611.94812.69

Valores simulados (tn MS/ha)Valores observados (tn MS/ha)y = 1.0063x - 0.1494R2 = 0.9922D = 0.9979RSME = 0.3576

Materia secaS343O 343S 364O 364S 393O 393S 424O 424S 450O 450LC CR I3110.51050317290.4460.00416065930.03355119012.64779067042.460.03526533590.15239341857.64451503757.3140.109240190.178493543511.21638679511.2590.00181588520.332482788112.902624130212.390.26278349891.5522066828LC CR II3210.51269060370.4610.00267191850.04014303582.64835238462.50.022008430.1223700327.69998502737.8440.02074031240.026564119111.296602249110.8140.23290493090.886229725312.875383377112.6790.03856643080.9684855275LC SR I3360.5184251070.4180.01008520210.02659892662.66068124772.6210.00157460140.04686593667.58425045016.6760.82491888021.256079553510.918683052111.0530.01804104251.16708470811.721333503711.9480.05137770058.2321163834LC SR II3430.48993605380.4670.00052606260.03370995892.64309525492.7920.02217262310.02217262317.73687362678.6830.89515511421.079258412311.36519336711.6550.08398788450.083987884512.985866546612.690.08753701340.7441364749LR CR I3640.55155032870.4480.01072267060.0511741292.82471799852.3920.18724486620.18724486628.04463577276.8571.41047872861.410478728611.753630638111.470.08044633890.080446338913.714195251514.5250.65740434022.8923643384LR CR II3930.51529222730.2690.06065986120.06065986122.64884686472.6860.00138035550.02667335777.7420673377.7590.00028671510.014416165411.375982284511.6790.09181973590.091819735913.319246292113.560.05796234790.1161080356LR SR I4240.50609463450.4490.00325979730.03303717062.64646649362.6770.0009322950.03052015057.78991603857.7310.00347109960.019576497811.469384193412.0620.35119349420.351193494213.465415000913.2950.02904127250.0492462676LR SR II4500.5426224470.4120.01706222370.03286574272.81960535052.7810.00149037310.01049368397.95042753226.8091.30285681131.302856811311.567276954711.7980.05323312370.098142450313.390396118212.6360.56911350310.5691135031SD CR I3110.4872899950.3320.02411498250.02411498253.0000746252.8980.01041922910.15992637528.30282592778.1430.02554432721.133854256412.035460472111.3760.43488811430.434888114313.920097351113.6670.06405826911.0995564047SD CR II3210.57095712420.2860.08120056270.08120056272.99992942813.30.09004234810.64282352568.33314323438.6840.12310047012.67696468312.098847389212.1280.00084987471.38026638814.033995628415.331.67962733137.9834255459SD SR I3360.55110049250.3230.05202983470.05202983472.82512426382.8980.00531087290.05060592057.93649768836.7671.36772484291.367724842911.577350616511.3180.06726274230.067262742313.439437866213.5250.00732087870.1814230659SD SR II3430.55202496050.3290.0497401330.0497401332.8258147242.9840.02502258160.09712451167.91812467589.0191.21192647952.421524006511.530857086211.70.02860932530.031989857313.353062629712.9860.13473497410.13473497410.530.390.320.522.772.750.401.557.897.697.3012.8911.5211.531.455.0113.2613.273.6424.5239.05%74.00%43.39%71.13%85.16%0.57095712420.2860.0812005627226.02845884752.99992942813.30.090042348191.99247118348.33314323438.6840.12310047011.267748166812.098847389212.1280.000849874769.483017397414.033995628415.331.6796273313181.51622204357.60737456087.94561.9748205869570.287917638699.65%

Materia seca0.4460.4610.4180.4670.4480.2690.4490.4120.3320.2860.3230.329

Indice gral2.462.52.6212.7922.3922.6862.6772.7812.8983.32.8982.984

SD000000000000

000000000000

000000000000

SimuladoObservado10.57102704050.3320.0571339261173.24183976873320.33220.54923552270.4480.0102486311170.77074518274480.44830.50654995440.2690.0564299808176.61383181552690.26940.51050317290.4460.0041606593171.8369791474460.44650.44742077590.4610.0001843953173.09988269664610.46160.55110049250.3230.0520298347174.0041468663230.32370.55202496050.3290.049740133173.82151262393290.32980.50609463450.4490.0032597973171.87390923284490.44990.5426224470.4120.0170622237171.88629027764120.412100.5184251070.4180.0100852021172.36377537234180.418110.52583801750.4670.0034619123170.88569708654670.467123.0000689032.8990.010214923166.685103194828992.899132.82513403892.3920.187605095778.287627757123922.392142.64642190932.6860.001566425376.26077807126862.686152.64779067042.460.035265335980.234530451524602.46162.64835238462.50.0220084379.509522900225002.5172.82512426382.8990.005457624469.572937815328992.899182.8258147242.9840.025022581668.150785665429842.984192.64646649362.6770.00093229576.417268935726772.677202.81960535052.7810.001490373171.648746974927812.781212.66068124772.6210.001574601477.149562871826212.621222.81056833272.7920.00034478371.615519274127922.792238.30282592778.1430.02554432725.667552945681438.143247.97946691516.8571.25993197561.259931975668576.857257.68224620827.7590.00589114461.893603244577597.759267.64451503757.2020.19581955840.610510012172027.202277.69998502737.4810.04795444221.245057376574817.481287.93649768836.7671.36772484291.36772484290.57102704050.57095885280.55110049250.552024960567676.767297.91812467589.0191.21192647958.24816021183.0000689032.99993181232.82512426382.82581472490199.019307.78991603857.7310.00347109962.11921505648.30282592778.33314895637.93649768837.918124675877317.731317.95042753226.8091.30285681131.302856811312.035461425812.098855018611.577350616511.530857086268096.809327.58425045016.6760.82491888020.824918880213.920089721714.033986091613.439437866213.353062629766766.676337.80440807348.2180.17105828173.830805786482188.2183412.035461425811.3760.434889372187.35328236850.54923552270.50654995440.50609463450.5426224471137611.3763511.619196891811.470.022259712581.43317619497.97946691517.68224620827.78991603857.95042753221147011.473611.254839897211.6790.179911792878.653418618711.619196891811.254839897211.469384193411.56727695471167911.6793711.21638679511.2590.001815885270.731853578813.477820396413.071260452313.465415000913.39039611821125911.2593811.296602249110.8140.232904930964.7290824721081410.8143911.577350616511.3180.067262742377.97220210340.51050317290.44742077590.5184251070.52583801751131811.3184011.530857086211.70.028609325384.0099364162.64779067042.64835238462.66068124772.81056833271170011.74111.469384193412.0620.351193494289.60933163487.64451503757.69998502737.58425045017.80440807341206212.0624211.567276954711.7980.053233123786.49210773311.21638679511.296602249110.918683052111.3608303071179811.7984310.918683052111.0530.018041042562.513049270812.902624130212.875383377111.721333503712.63134384161105311.0534411.36083030711.6550.086535808380.1144338491165511.6554513.920089721713.6670.0640544072182.84248505681366713.6674613.477820396414.5251.0965851221194.25827596120.2863.38.68412.12815.331452514.5254713.071260452313.560.2388663455157.90678918670.4482.3926.85711.4714.5251356013.564812.902624130212.390.2627834989126.05586914180.2692.6867.75911.67913.561239012.394912.875383377112.6790.0385664308132.00217025040.4462.467.31411.25912.391267912.6795013.439437866213.5250.0073208787166.39127565680.4612.57.84410.81412.6791352513.5255113.353062629712.9860.1347349741150.64859649860.3232.8986.76711.31813.5251298612.9865213.465415000913.2950.0290412725161.16940720920.3292.9849.01911.712.9861329513.2955313.390396118212.6360.5691135031143.07108248370.4492.6777.73112.06213.2951263612.6365411.721333503711.9480.051377700592.24007884110.4122.7816.80911.79812.6361194811.9485512.631343841612.690.0034405449126.70159281170.4182.6216.67611.05311.9481269012.697.13681037327.032581818210.94491891565241.20082846230.4672.7928.68311.65512.6999.79%0.3576

0000000000000000000000000000000000000000000000000000000

Valores simulados (tn MS/ha)Valores observados (tn MS/ha)y = 1.0063x - 0.1494R2 = 0.9922D = 0.9979RSME = 0.3576

S 10O 10S 30O 30S 50O 50S 70O 70S 90O 90S 110O 110S 130O 130SD CR I3110.22335875930.24016492880.00028244730.00213693770.24109245090.25831134350.00029649030.00029649030.17242509130.17146815770.00000091570.00179275980.11593515430.11828360830.00000551520.00675901680.10676407810.10846997550.00000291010.00660085390.10400193180.10622521290.0000049430.0050387330.10200327630.1020808550.0000000060.00570435253210.25757045150.25280518820.00002270770.00002270770.25589400530.27190667740.00025640570.00078786340.20544336740.18049279760.00062253090.00062253090.1379949450.12450906140.00018186910.00290822880.1069116890.11417892160.00005281270.00568351370.10401209440.11181601360.00006090120.00427494590.10201958570.10745353160.00002952780.00491936413360.20690665540.23280744580.00067085090.00490512680.25929341470.25754253310.00000306560.00029255260.23606388270.22117612060.00022164550.00504181790.21695290510.20526813880.00013653380.01119132130.14738373460.1616762830.00020427690.00020427690.10524926330.11557370360.00010659410.00364673610.10204571490.09503919370.00004909130.00681060453430.25902419690.27958836690.00042288510.00083300650.26714354750.27003519360.00000836160.0014022750.22861209510.17751793930.00261061280.00261061280.21488067510.17413645520.00166009150.00526860080.16350981590.15829978810.00002714440.00064160440.11346745490.14818635610.00120540210.00120540210.10209180410.11131775240.00008511810.00438267033640.2033874720.21244186050.00008198190.00882122550.21319986880.216699670.00001224860.00487654170.21630948780.21748453070.00000138070.00226193220.22809536010.1910272670.00137404350.01054536440.2223589420.15037017450.00518238260.00581397460.20840346810.19738643430.0001213750.01551985850.15365435180.20689230770.00283427990.00655053313930.25184043650.26524147250.00017958780.00017958780.27126732470.28956640390.00033485630.00373344830.22402875130.24028200790.00026416840.00609594230.18045423920.20587544830.00064623790.00488568640.17447018620.20182458890.00074826330.00637044730.18289344010.19757757210.00021562370.00985251460.16983556750.19887798630.00084346210.00793921244240.18147454260.19142995790.00009911030.01872688550.23753595350.2310.00004271870.00097317950.21633958070.18884152650.0007561430.0007561430.21138770130.18881496060.00050952860.00701752340.19181311130.19644422310.00002144720.00842313550.17534665760.19882713940.0005513330.00864204850.16475045680.19944444440.00120367280.00715438644500.15375665130.16983044370.00025836680.03465689220.20089460910.18733892090.00018375670.01243185940.17966771870.14824588480.00098733160.00340129710.17805843060.13303375910.0020272210.0020272210.17252075670.14474462370.00077151360.00077151360.16862118240.14320211230.00064612910.00093710170.16250783210.14437590010.0003287670.0007437858SD CR II3110.27381179330.42299375870.02225525880.03498951330.30079019070.29970789190.00000117140.0101538480.1997967660.17930801130.00041978910.00041978910.12684088950.12781871170.00000095610.00381582960.10583090.10406200.00000312890.00749727030.11349737640.10778097280.00003267730.0035919440.11899027230.11895394740.00000000130.00173614523210.28964055780.44525658810.02421634890.05069091690.30160972480.31548199150.00019243980.0137733550.22014702110.1887452750.00098606970.00098606970.17160324010.13454601230.00137323810.00137323810.10903190.10953900.00000025710.00606978340.11349119250.11345365560.00000000140.00294483460.11894212660.12521468140.00003934490.00125702073360.25145211520.28537585420.00115082010.00115082010.30362273750.30496953870.00000181390.0118506080.24101220070.24889523810.00006214230.01074813140.23389728370.19948726540.00118404940.01367789810.17476780.14840390.00069505340.00071246110.12455572190.11297801470.00013404330.00190771890.1189053580.12058823530.00000283210.001609433430.28688150640.34059100910.00288471070.01385842310.30777022240.27776953970.0009000410.007363010.23210920390.31974976770.00768086840.02743155060.22130507980.19621238940.00062964310.01021827160.18652050.17364330.00016582240.00405565420.14120133220.11789915970.00054299120.00054299120.11938448250.12312130180.00001396380.0013768193640.23738114540.21244186050.00062196790.00359132990.25044338410.216699670.00113863820.00113863820.21612595020.21748453070.00000184570.00224450790.22934272890.1910272670.00146807460.01080310640.22611480.15037020.0057372520.0064008490.22045454380.19738643430.00053213770.01866770220.18749025460.20689230770.00037643970.01317244373930.28157830240.3010476190.00037905430.00531079620.31368643050.32324843830.0000914320.01882468790.23054672030.26286997410.00104479270.01148807780.1928161830.20896886510.00026090910.00728514240.18054800.16269330.00031879020.00218663940.18931029740.15493885230.00118139620.00397378580.18767854570.161756970.00067192810.00487542174240.22466505170.32792592590.01066280810.01066280810.27774769070.28173913040.00001593160.00357066510.22141037880.18641830650.00122444510.00122444510.21945744750.19725213980.00049307570.0100555940.20621860.21985270.00018588850.01679397530.19331116970.18372093020.00009197270.0091816490.18043692410.21387628870.00111819110.01315652984500.18316877190.21412057180.00095801390.01264755930.2316014320.22946138210.00000457980.00149528880.18393464390.19246460180.00007276020.00009672720.18550410870.1557185990.00088717660.00088717660.18266650.16891670.00018905570.00303639760.18142157790.15789823010.00055334790.00337661290.17728854720.1492656250.00078528420.0022036337SD SR I3110.19121127430.18481228670.0000409470.01788295080.19300867620.20710.00019856540.00992476250.13606054710.1376541110.00000253940.01266065710.11074612290.11067069490.00000000570.00902788530.11527591940.11406501280.00000146630.00450761320.11849764730.11721611070.00000164230.00207001520.11999675630.11971865790.00000007730.00159168133210.25089063640.19453924910.00317547890.00413716870.2196883410.2180.00000285050.00384938810.16097246860.14489906420.00025835430.00645816530.11251076680.11649546830.00001587780.00764326480.11526526510.12006843460.00002307040.00373883250.11848589030.12338537970.0000240050.00154762840.11998066310.12601963990.00003646920.00112969883360.19325245020.20189925120.00007476720.01313293310.22208911930.2420.00039644320.00127039920.20845441520.2087602380.00000009350.00095978580.14663656060.17257866180.00067299260.00067299260.11540377140.13066278690.00023283760.00254148410.11846866460.10341721850.0002265460.00351949060.11995695530.10545157070.00021040620.00293794023430.25344675180.23625258190.00029563950.00040205780.2320090830.220.00014421810.00227745570.20052443440.28406079550.00697832360.00967291650.16012289380.151600370.00007263340.00007263340.11712037030.15144771240.00117836640.00117836640.11846636980.12379172230.00002835940.00151734290.119946070.10676705050.00017368660.00279821693640.21448791330.26115384620.00217770930.00217770930.18488769230.1670.00031996950.02185787380.20295377080.16934659650.00112944220.00112944220.21578484770.1546647510.00373566620.00373566620.19806070630.17374758530.00059112780.00567439780.15471507610.17184701490.00029350330.00205670530.12220357360.18068910260.00342055710.00342055713930.26003346440.31463051820.00298083830.00421373280.24891893570.2750.00068022190.00068022190.2161618620.13663936650.00632382730.00632382730.15769436210.12615523470.00099471660.00106161320.15690997240.17745668320.00042216730.00143542190.15699183940.1252217240.00100934020.00100934020.13403135540.13716004810.00000978870.00007089464240.19515562950.22964028780.00118919170.00721731710.21383027730.2790.00424709280.00424709280.20610624550.17205536180.00115946270.00115946270.19709412750.19320071260.00001515870.00545571880.16722019020.16418374560.000009220.00121970270.14812716840.13736760930.00011576810.00011576810.13448004420.15772140220.00054016070.00054016074500.15935822130.16566666670.00003979650.03412362990.17330884930.185250.00014259110.01992979590.16023414580.13359472240.00070965890.00853875340.16022028770.13544070080.00061402790.00061402790.15190969410.14842289720.00001215780.00001484480.14497694370.13887457040.0000372390.0000372390.13373586540.13669210720.00000873940.0000843334SD SR II3110.220.230.00008014360.00369700570.21600679310.24016954470.00058383860.00189707640.14195023480.14175587050.00000003780.01051201910.10367543620.10422610020.00000030320.01177886210.1087577790.10709627330.00000276060.00650049390.11299730090.11121717170.00000316890.00324862450.1149966270.11500984250.00000000020.00246063883210.260.240.00041090350.00041090350.23263821010.25281004710.0004069030.0004069030.17149694260.14921670580.0004964090.00429294840.1082132310.10971168440.00000224540.00970364620.10875093940.11273291930.00001585620.00562437520.11298383770.11707070710.00001670250.00261700110.11497984080.12106299210.00003700470.00189821093360.200.290.00752159780.00752159780.23657265310.28512908780.00235772740.00235772740.21502038090.24771004940.00106861440.00585166660.15726956730.18376534470.00070202620.00070202620.10927289720.1358073860.00070407910.00264189930.11296470460.13970448550.00071501590.00081464510.11495502290.13776849990.00052045470.00072295233430.270.210.00316149250.00316149250.24458216130.22115610510.00054878010.00115555890.2065902650.15738902440.00242076210.00242076210.16953033950.13591400170.00113005820.00113005820.11429073660.11901639340.00002233180.00399077270.11297228930.10604386680.0000480030.00386822080.11494362350.08641359770.00081396240.00612370013640.220.260.00183857540.00183857540.20163831110.1670.00119981260.01718549720.20560403170.16934659650.00131460160.00131460160.21896822010.1546647510.00413493610.00413493610.20762300490.17374758530.00114754410.00720646440.16379405560.17184701490.00006485020.00296261320.12128163870.18068910260.00352924680.00352924683930.270.280.00011465930.00189585170.26085731390.3066117970.00209347270.00458834620.22754877810.20471870260.00052121230.00211905890.17552281170.16561611370.00009814270.0006104320.16141614320.13527027030.00068360670.00068360670.16390267010.12174547980.00177722870.00177722870.1379023790.16310069790.00063495530.00063495534240.200.280.00504218470.00504218470.22996541110.30658064520.00586989410.00586989410.21436747910.20979696770.00002088960.00143870030.21108213810.15770134230.00284950940.00284950940.18979257350.1737262570.00025812650.0044942460.16618548330.19227957970.00068090190.00596816270.13914048670.07777392810.00376585450.00393089894500.160.190.00077578260.02405712230.19103267790.19142290530.00000015230.0137537060.16894921660.17135905280.00000580730.00210919510.17110365630.13852616060.00106129320.00106129320.16685585680.13273356960.00116433050.00116433050.15996988120.13349840260.00070073920.00070073920.14092069860.13659116020.00001874490.00001874490.230.250.090.330.240.250.020.200.200.190.040.150.180.160.030.170.160.150.020.130.140.140.010.130.130.140.020.1271.84%88.90%74.47%82.87%84.48%90.78%80.86%

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Grfico1196.9843234801207.3519194528234.5359391386235.8575336099257.2162628783293.3249487385259.8174546242197.1712845525179.7661461315189.2275222437212.7640203228231.1587883251229.5743946715226.9896631118243.6697950678192.2216662799186.789960587196.6210111442254.4769706328186.0865978341229.5743946715247.6126122746251.07174399199.9512502306169.7403922995199.6945791759214.909633197226.6031889346241.876704887257.0997949071248.2857624075202.7465255399179.0973112846188.5234855628190.1500110844205.5303815308235.1168060473200.7392149434253.4292453823200.1712816919170.3731441936179.3401517827213.2323872353200.3550036598223.7303136757207.2566259053197.2743383785182.9924395458175.8641585359185.1201668799215.824123024176.2331126097223.7303136757212.5981168866210.4268950823167.0920908222166.7829670811196.2152553896199.1791834126197.0054620603200.4606980731192.2520936924176.189469299152.4062617438185.6884497677195.4615260712198.6924237997183.1071804517200.4606980731218.7416465114175.8735613904184.1779687352175.6092490296195.1213878107213.0235549229180.0387956012191.2047790145179.2267692909189.4181934725144.6206921324162.3108494837190.9539405691219.235882837156.5065409114191.2047790145159.435693818209.6456525412167.0920908222202.7536091089

Valores Simulados (mm)Valores Observados (mm)y = 0.8081x + 41.369R2 = 0.6744D = 0.9017RMSE = 17.15

D por labSIEMBRA DIRECTALABRANZA REDUCIDALABRANZA CONVENCIONALS 10O 10S 30O 30S 50O 50CR I31119119738.49024876496027.503309787316217052.67667939686002.289142845915916762.43615517582120.11459209613212082071.1291434112463.647371158179200410.8720132945935.0248520107172196586.0636106911586.063610691133623923521.790688665769.5278312691202215162.9077009436162.9077009436176199540.5881677333540.5881677333343252236251.3043958054491.3341036119216227111.81310009881084.7043579742186197114.6681204497134.4120923736364279257468.21784802284994.146405174225124279.30583320016882.599819415820520023.92005926431163.030218514393273293428.167792691910111.52697854712582570.73569981311100.721796676820019261.6910912406426.40490584554242622606.22267235923218.04836727525524849.48935888588818.907020841818117624.0519048842208.1027913053450222197623.70226186622123.826501586213203112.8087767392112.80877673921521520.63955616334582.7728025556CR II31122123086.401359549226.365536299917317936.00477838263306.6101799351175186106.12842696113.080823135232123624232.9833250177161.26081144111861894.3080099131205.892282003418619592.703080569992.7030805699336270256201.25491030943598.666668629201190127.7722661582327.3817849994189199101.8994112807242.778241008834328027614.69871805688083.567952804321520684.462924715111.3822315079198183231.889800472231.8898004723643002977.544969537417251.56623560432892352866.064231590313012.3963055506215200224.16191907371952.26588700739329328567.160192309212722.39745350462702014842.16381136964842.1638113696206219170.51071050912779.01218606124242882892.836307026812464.2148123942532530.23325590349346.668308824918417658.9989703636150.817546278345024123281.878954900781.8789549007215200228.9794399193228.9794399193157184758.0155220809953.8909628998SR I3111781803.716740014111620.233222971416417041.34904645945682.354008623517117622.3163416684635.771036824632119518928.29606764956662.99058832781801791.19024502812492.6123876134183195135.1297376465135.129737646533620721334.33396295662091.5138164591192213458.4476062948458.4476062948185213785.3173588624785.3173588624343218231164.0166943853252.521231051720420010.634925921432.7896592159193180169.0704573662169.0704573662364242230151.6946917727151.694691772722822415.25676662981736.3274100748209191334.6145827295840.596969625393244227293.1678027762293.1678027762220207164.772551792311.602693648196179280.3432903342280.3432903342424233244116.5495756688124.148269913120119713.2828961977132.3445182984169189423.495101546423.4951015464501931921.27476591076372.7019915287164183355.87726133915.9042854105160145248.67204957444448.6576041487SR II31118218726.1464094629396.399618623917017635.5773219534087.519537109815916213.80574079182580.9336133073211961970.53266214325312.86576715891831853.45918957821707.0872342754170191429.9195998133429.91959981333362092542026.14907825232026.1490782523193216521.8549062733521.85490627331742192079.12504725882079.12504725883432211861240.9081037943364.2171285253204176775.4836739828863.3973345942185157794.5766275728930.7175386395364247230320.2737814714320.27378147142262243.25014945731565.4753309088205191202.3861604371621.346653012939325224819.63039928371173.353792812722221389.6883016154623.46435743641991591593.53798765291593.537987652942424425151.8544550816872.664253972320521024.53549502138.4784763737180210902.9425892781902.942589278145020420017.09987993133765.527295090217116712.00911533295190.8793756574152167233.53664509462788.5481155673234.99232.706,829.43137,889.90208.34204.8511,697.2796,841.98182.23185.8511,807.1635,923.3895.05%87.92%67.13%

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1

1

S 10O 10119119738.4902487649314.800644444922092072.6282202037117.0247824336323823513.18662749414515.30237398264250236210.61944872826515.81252334935276257363.998222167816385.03552999466268293635.183948293324317.2284921202725526023.124428744211950.62286178768216197347.3740791921347.374079192191781803.71674001412294.67928348981019518928.2960676495472.31324447591120721334.3339629566200.542514662212218231164.01669438531936.304330723413242230151.69469177274350.459218177814244227293.16780277624302.605848769715233244116.54957566885046.1927203852161931921.2747659107397.39746069841718218726.1464094621372.0099770494181961970.5326621432168.8708825602192092542026.14907825233414.5273683544202211861240.9081037941240.90810379421247230320.27378147145117.65192617122225224819.63039928378863.96396118732324425151.85445508167998.66680573782420420017.099879931317.09987993132516217052.67667939685370.589181748526179200421.2222943358709.783411143827199215239.4552758933239.455275893328213227191.26111799581147.1390336062292442423.18100343286404.757416993830247257101.94497087949721.09063818273124024870.26281635146836.3155656692322022030.78947576320.81485216923317317936.00477838262842.27531154341861895.578396168950.00246189543519719049.7093655344329.66608710773621020616.98888666793.6114796147372332356.06745021073876.702885847738226201624.2797997037624.2797997037392032532507.14914058632629.621188207540171200866.47043670271197.1963118014116417041.34904645945068.1943974072421801791.19024502812091.775397091843192213458.4476062948458.44760629484420420010.634925921410.63492592144522822415.25676662982103.084591617246220207164.772551792477.09086188384720119713.282896197753.494167064948164183355.87726133409.04743731844917017635.5773219533569.2946312644501831853.45918957821378.39735702351193216521.8549062733521.854906273352204176775.4836739828775.4836739828532262243.25014945731914.607333265422221389.6883016154850.27097810785520521024.535495021108.01944263365617116712.00911533294604.65652733845715916762.43615517586374.894951765458172196586.06361069111390.205388979959176199540.5881677333924.123725881860186197114.6681204497493.0448939026120520023.920059264323.92005926436220019261.6910912406172.8873434046318117624.05190488422325.5547040895641521520.639556163310301.116739874265175186106.128426961974.21896612986618619592.7030805699586.240796747767189199101.8994112807331.855243210968198183231.889800472579.120808215969215200224.1619190737224.161919073770206219170.5107105091357.89450108687118417658.99897036362123.275781257172157184758.01552208094183.9373759837317117622.31634166843482.50321006374183195135.1297376465723.016939646475185213785.3173588624785.317358862476193180169.07045736621051.504972007377209191334.6145827295334.614582729578196179280.3432903342918.709708446979169189423.4951015462232.546235120380160145248.672049574410099.54551648728115916213.80574079187157.350686104982169191464.93450970162039.5770838319831712192295.83059860972295.830598609784181157615.40837974884581.4907777378519919158.3312150906239.016940017386191159967.15961365093084.3184560509871682101706.793181311706.7931813188148167347.28570538238092.556863874120020325876.8360059078263216.19625884590.17%17.15

1

1

1

1

00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000

Valores Simulados (mm)Valores Observados (mm)y = 0.8081x + 41.369R2 = 0.6744D = 0.9017RMSE = 17.15

S 10O 10S 30O 30S 50O 50S 70O 70S 90O 90S 110O 110S 130O 130SD CR I3110.22335875930.24016492880.00028244730.00213693770.24109245090.25831134350.00029649030.00029649030.17242509130.17146815770.00000091570.00179275980.11593515430.11828360830.00000551520.00675901680.10676407810.10846997550.00000291010.00660085390.10400193180.10622521290.0000049430.0050387330.10200327630.1020808550.0000000060.00570435253210.25757045150.25280518820.00002270770.00002270770.25589400530.27190667740.00025640570.00078786340.20544336740.18049279760.00062253090.00062253090.1379949450.12450906140.00018186910.00290822880.1069116890.11417892160.00005281270.00568351370.10401209440.11181601360.00006090120.00427494590.10201958570.10745353160.00002952780.00491936413360.20690665540.23280744580.00067085090.00490512680.25929341470.25754253310.00000306560.00029255260.23606388270.22117612060.00022164550.00504181790.21695290510.20526813880.00013653380.01119132130.14738373460.1616762830.00020427690.00020427690.10524926330.11557370360.00010659410.00364673610.10204571490.09503919370.00004909130.00681060453430.25902419690.27958836690.00042288510.00083300650.26714354750.27003519360.00000836160.0014022750.22861209510.17751793930.00261061280.00261061280.21488067510.17413645520.00166009150.00526860080.16350981590.15829978810.00002714440.00064160440.11346745490.14818635610.00120540210.00120540210.10209180410.11131775240.00008511810.00438267033640.2033874720.21244186050.00008198190.00882122550.21319986880.216699670.00001224860.00487654170.21630948780.21748453070.00000138070.00226193220.22809536010.1910272670.00137404350.01054536440.2223589420.15037017450.00518238260.00581397460.20840346810.19738643430.0001213750.01551985850.15365435180.20689230770.00283427990.00655053313930.25184043650.26524147250.00017958780.00017958780.27126732470.28956640390.00033485630.00373344830.22402875130.24028200790.00026416840.00609594230.18045423920.20587544830.00064623790.00488568640.17447018620.20182458890.00074826330.00637044730.18289344010.19757757210.00021562370.00985251460.16983556750.19887798630.00084346210.00793921244240.18147454260.19142995790.00009911030.01872688550.23753595350.2310.00004271870.00097317950.21633958070.18884152650.0007561430.0007561430.21138770130.18881496060.00050952860.00701752340.19181311130.19644422310.00002144720.00842313550.17534665760.19882713940.0005513330.00864204850.16475045680.19944444440.00120367280.00715438644500.15375665130.16983044370.00025836680.03465689220.20089460910.18733892090.00018375670.01243185940.17966771870.14824588480.00098733160.00340129710.17805843060.13303375910.0020272210.0020272210.17252075670.14474462370.00077151360.00077151360.16862118240.14320211230.00064612910.00093710170.16250783210.14437590010.0003287670.0007437858SD CR II3110.27381179330.42299375870.02225525880.03498951330.30079019070.29970789190.00000117140.0101538480.1997967660.17930801130.00041978910.00041978910.12684088950.12781871170.00000095610.00381582960.10583090.10406200.00000312890.00749727030.11349737640.10778097280.00003267730.0035919440.11899027230.11895394740.00000000130.00173614523210.28964055780.44525658810.02421634890.05069091690.30160972480.31548199150.00019243980.0137733550.22014702110.1887452750.00098606970.00098606970.17160324010.13454601230.00137323810.00137323810.10903190.10953900.00000025710.00606978340.11349119250.11345365560.00000000140.00294483460.11894212660.12521468140.00003934490.00125702073360.25145211520.28537585420.00115082010.00115082010.30362273750.30496953870.00000181390.0118506080.24101220070.24889523810.00006214230.01074813140.23389728370.19948726540.00118404940.01367789810.17476780.14840390.00069505340.00071246110.12455572190.11297801470.00013404330.00190771890.1189053580.12058823530.00000283210.001609433430.28688150640.34059100910.00288471070.01385842310.30777022240.27776953970.0009000410.007363010.23210920390.31974976770.00768086840.02743155060.22130507980.19621238940.00062964310.01021827160.18652050.17364330.00016582240.00405565420.14120133220.11789915970.00054299120.00054299120.11938448250.12312130180.00001396380.0013768193640.23738114540.21244186050.00062196790.00359132990.25044338410.216699670.00113863820.00113863820.21612595020.21748453070.00000184570.00224450790.22934272890.1910272670.00146807460.01080310640.22611480.15037020.0057372520.0064008490.22045454380.19738643430.00053213770.01866770220.18749025460.20689230770.00037643970.01317244373930.28157830240.3010476190.00037905430.00531079620.31368643050.32324843830.0000914320.01882468790.23054672030.26286997410.00104479270.01148807780.1928161830.20896886510.00026090910.00728514240.18054800.16269330.00031879020.00218663940.18931029740.15493885230.00118139620.00397378580.18767854570.161756970.00067192810.00487542174240.22466505170.32792592590.01066280810.01066280810.27774769070.28173913040.00001593160.00357066510.22141037880.18641830650.00122444510.00122444510.21945744750.19725213980.00049307570.0100555940.20621860.21985270.00018588850.01679397530.19331116970.18372093020.00009197270.0091816490.18043692410.21387628870.00111819110.01315652984500.18316877190.21412057180.00095801390.01264755930.2316014320.22946138210.00000457980.00149528880.18393464390.19246460180.00007276020.00009672720.18550410870.1557185990.00088717660.00088717660.18266650.16891670.00018905570.00303639760.18142157790.15789823010.00055334790.00337661290.17728854720.1492656250.00078528420.0022036337SD SR I3110.19121127430.18481228670.0000409470.01788295080.19300867620.20710.00019856540.00992476250.13606054710.1376541110.00000253940.01266065710.11074612290.11067069490.00000000570.00902788530.11527591940.11406501280.00000146630.00450761320.11849764730.11721611070.00000164230.00207001520.11999675630.11971865790.00000007730.00159168133210.25089063640.19453924910.00317547890.00413716870.2196883410.2180.00000285050.00384938810.16097246860.14489906420.00025835430.00645816530.11251076680.11649546830.00001587780.00764326480.11526526510.12006843460.00002307040.00373883250.11848589030.12338537970.0000240050.00154762840.11998066310.12601963990.00003646920.00112969883360.19325245020.20189925120.00007476720.01313293310.22208911930.2420.00039644320.00127039920.20845441520.2087602380.00000009350.00095978580.14663656060.17257866180.00067299260.00067299260.11540377140.13066278690.00023283760.00254148410.11846866460.10341721850.0002265460.00351949060.11995695530.10545157070.00021040620.00293794023430.25344675180.23625258190.00029563950.00040205780.2320090830.220.00014421810.00227745570.20052443440.28406079550.00697832360.00967291650.16012289380.151600370.00007263340.00007263340.11712037030.15144771240.00117836640.00117836640.11846636980.12379172230.00002835940.00151734290.119946070.10676705050.00017368660.00279821693640.21448791330.26115384620.00217770930.00217770930.18488769230.1670.00031996950.02185787380.20295377080.16934659650.00112944220.00112944220.21578484770.1546647510.00373566620.00373566620.19806070630.17374758530.00059112780.00567439780.15471507610.17184701490.00029350330.00205670530.12220357360.18068910260.00342055710.00342055713930.26003346440.31463051820.00298083830.00421373280.24891893570.2750.00068022190.00068022190.2161618620.13663936650.00632382730.00632382730.15769436210.12615523470.00099471660.00106161320.15690997240.17745668320.00042216730.00143542190.15699183940.1252217240.00100934020.00100934020.13403135540.13716004810.00000978870.00007089464240.19515562950.22964028780.00118919170.00721731710.21383027730.2790.00424709280.00424709280.20610624550.17205536180.00115946270.00115946270.19709412750.19320071260.00001515870.00545571880.16722019020.16418374560.000009220.00121970270.14812716840.13736760930.00011576810.00011576810.13448004420.15772140220.00054016070.00054016074500.15935822130.16566666670.00003979650.03412362990.17330884930.185250.00014259110.01992979590.16023414580.13359472240.00070965890.00853875340.16022028770.13544070080.00061402790.00061402790.15190969410.14842289720.00001215780.00001484480.14497694370.13887457040.0000372390.0000372390.13373586540.13669210720.00000873940.0000843334SD SR II3110.220.230.00008014360.00369700570.21600679310.24016954470.00058383860.00189707640.14195023480.14175587050.00000003780.01051201910.10367543620.10422610020.00000030320.01177886210.1087577790.10709627330.00000276060.00650049390.11299730090.11121717170.00000316890.00324862450.1149966270.11500984250.00000000020.00246063883210.260.240.00041090350.00041090350.23263821010.25281004710.0004069030.0004069030.17149694260.14921670580.0004964090.00429294840.1082132310.10971168440.00000224540.00970364620.10875093940.11273291930.00001585620.00562437520.11298383770.11707070710.00001670250.00261700110.11497984080.12106299210.00003700470.00189821093360.200.290.00752159780.00752159780.23657265310.28512908780.00235772740.00235772740.21502038090.24771004940.00106861440.00585166660.15726956730.18376534470.00070202620.00070202620.10927289720.1358073860.00070407910.00264189930.11296470460.13970448550.00071501590.00081464510.11495502290.13776849990.00052045470.00072295233430.270.210.00316149250.00316149250.24458216130.22115610510.00054878010.00115555890.2065902650.15738902440.00242076210.00242076210.16953033950.13591400170.00113005820.00113005820.11429073660.11901639340.00002233180.00399077270.11297228930.10604386680.0000480030.00386822080.11494362350.08641359770.00081396240.00612370013640.220.260.00183857540.00183857540.20163831110.1670.00119981260.01718549720.20560403170.16934659650.00131460160.00131460160.21896822010.1546647510.00413493610.00413493610.20762300490.17374758530.00114754410.00720646440.16379405560.17184701490.00006485020.00296261320.12128163870.18068910260.00352924680.00352924683930.270.280.00011465930.00189585170.26085731390.3066117970.00209347270.00458834620.22754877810.20471870260.00052121230.00211905890.17552281170.16561611370.00009814270.0006104320.16141614320.13527027030.00068360670.00068360670.16390267010.12174547980.00177722870.00177722870.1379023790.16310069790.00063495530.00063495534240.200.280.00504218470.00504218470.22996541110.30658064520.00586989410.00586989410.21436747910.20979696770.00002088960.00143870030.21108213810.15770134230.00284950940.00284950940.18979257350.1737262570.00025812650.0044942460.16618548330.19227957970.00068090190.00596816270.13914048670.07777392810.00376585450.00393089894500.160.190.00077578260.02405712230.19103267790.19142290530.00000015230.0137537060.16894921660.17135905280.00000580730.00210919510.17110365630.13852616060.00106129320.00106129320.16685585680.13273356960.00116433050.00116433050.15996988120.13349840260.00070073920.00070073920.14092069860.13659116020.00001874490.00001874490.230.250.090.330.240.250.020.200.200.190.040.150.180.160.030.170.160.150.020.130.140.140.010.130.130.140.020.1271.84%88.90%74.47%82.87%84.48%90.78%80.86%

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Grfico310.90122985847.404301643411.596451759312.12026596078.68894290927.2648372654.552248001111.82589530945.526945114111.26687622075.17808389663.901427745812.67884635937.790920734410.55933094024.519223213211.3231697083

Lluvias Nov - EneRto (tn/ha)Siembra 01/10

Hoja1Model Output1974-751974-751975-761975-761976-771976-771977-781977-781978-791978-791979-801979-801980-811980-811981-821981-821982-831982-831983-841983-841984-851984-851985-861985-861986-871986-871987-881987-881988-891988-891989-901989-901990-911990-911991-921991-921992-931992-19931993-941993-941994-951994-951995-961995-961996-971996-971997-981997-981998-991998-991999-001999-002000-012000-012001-022001-022002-032002-032003-042003-042004-052004-052005-062005-062006-072006-07planting date263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263263354263354263354263354263354plant emerged279359278359270360270361272360280360273361275360279359275359281362275360277358276361277359275359275359282361275360282360272359277360276359273361278360271360274360275272360274359273361273359272360silking3555635453353583426235657362543525835859357563475336261355543535235259349473514835059362583585635959353583495935549354633545635556355503523465534056349573495034357maturity date391293514539125291284013744111411244112340127291245012137120331154013528105301173612147126421204613438124321313210345159421283913437102343011425117351382911426122total dry matter (t/ha)10.0683593758.77777862554.60556697856.485639095313.04488372810.51897811897.046082019810.466737747213.176481246911.160236358611.04331970219.485164642312.965000152611.10513114939.50425910958.805335998511.06388568889.076216697712.685069084211.05194091813.411756515510.460120201111.67464637768.996705055212.038006782511.115750312811.578927040110.75854873664.21663188935.14082431797.27142763146.871139526412.208805084211.660046577510.257649421711.122565269512.354999542212.11228847512.89044284828.703595161410.6784782418.85327053078.470414161710.59345245367.26322650916.002665042914.56428337111.06060886389.6244611746.555742263812.889405250510.82671165479.00020694736.50068092356.628763675712.76189327246.39002799994.390864849110.598287582410.73628425612.06147289286.94633245479.535096168511.150716781611.2196722031harvestable dry matter (t/ha)4.1213.4480.5133.2687.4115.2133.3634.8927.6065.7025.6833.9817.6005.6304.2383.6696.0383.9336.9165.2287.7574.5237.0673.9806.1025.3956.3495.1980.9121.9352.4212.3256.4575.4474.5975.2867.3955.8207.0272.2975.1533.1753.8534.5532.6841.8528.1935.0883.3982.6117.5035.0653.5442.2942.1938.1171.4212.9614.6355.9845.5402.2914.3205.8295.265precipitation (mm)429.8000488281469.8999633789228.200012207312.8000183105607.299987793451.5000305176417.5597.3999633789687.4000244141552.3999633789461.9999694824479.8999938965690.799987793611.0999755859408.3999938965387.3999938965588.4000244141412.299987793732.3999633789736.5681.700012207429.5999755859442.1999816895364.799987793604.1999511719512.9000244141490.299987793430.6999511719210.5999908447235.700012207309.299987793372.1000061035576.700012207573.5999755859504.6000061035454.3999633789595.299987793560.5584.8000488281360.700012207511.3999633789361.299987793418.5442.5325274714.9899902344773.9899902344425505686.9899902344654371444327627395319495543664332461530.9899902344534Transpiration (mm)253.3831329346224.0793762207121.6829071045169.3058166504300.7344055176257.2490234375170.412689209249.1007537842300.362701416276.7596740723273.6722717285222.7352905273301.2998657227253.8186035156237.0198516846212.3946838379265.7879943848221.0560913086304.990447998254.8446807861320.279296875253.1846160889272.9875183105217.532989502279.2213439941267.7764892578284.1401977539255.7743682861110.6449890137122.1029968262188.8181304932161.0247650146283.8446350098270.2799377441249.5675048828260.8162536621281.6977233887275.8998413086306.5947265625213.2244415283266.903503418218.515045166222.6099243164264.5023498535187.2638702393151.0833740234355.819152832293.9275817871254.1630706787166.8542480469305.9845581055257.962310791237.6011352539167.3186187744177.0743560791311.5027770996169.3866882324113.4444961548259.539855957262.8894348145300.7333984375186.0380554199242.2554626465280.2272644043268.4659118652Evaporation (mm)157.7210540771169.0665283203136.4332427979142.3844299316195.6312713623155.2736663818179.5020294189172.6329650879207.4050750732169.5151367188191.7131500244156.8876037598192.6348876953185.7099456787168.6952362061167.1509399414192.8766479492157.8798522949185.2080993652179.093536377209.0417938232161.1152191162173.6288604736146.6731414795175.7201538086152.276473999175.4276885986159.5585784912142.0522766113145.7059020996157.9792175293158.5066680908178.5760955811186.7520141602179.8344268799149.3022613525199.0624694824169.4950561523192.680770874146.71484375175.0074920654145.3578796387167.8256072998170.0186920166155.4580230713140.1256408691219.4454498291216.552734375165.5808563232148.6304931641166.862487793166.7544403076160.1042480469151.0983886719148.3379364014192.5898590088154.3453216553149.6617279053172.5670471191179.8817749023197.0285797119147.2397155762159.7020721436177.2043762207183.6696777344drainage (mm)2.043105602313.83469104777.3703842163-0.18282467131.651306033149.89309310910.243540048656.877929687563.604091644326.668153762823.627395629916.470674514825.104921340951.194206237810.39091110230.95150059467.401274204329.72494316118.719671249441.290855407723.448335647633.519485473634.52913665772.518339395515.639030456550.438793182415.49004840855.00580930710.6181305647-0.14349851010.45930168030.14248639350.529704213112.75847816474.271749496523.145837783813.11465740215.751588821433.81101989758.255747795110.051582336410.03748893740.11983343218.2007589340.11565266550.05295080695.184209823675.46915435793.1437976360.773070573813.754426956265.984367370610.53792858120.233855724315.24067401898.842496871925.5636425018-0.16122482723.83220791821.40372955824.38118171690.17226178940.1449327767-0.141724243818.8529663086change in stored water (mm)251.0382232666264.5998535156263.1922607422261.8262329102296.6920776367277.4843139648308.624420166364.2095336914364.7035827637279.4512634277260.2571716309330.3561401367340.7196960449357.7509460449260.7653808594283.3132019043286.1483459473261.1476745605287.1324157715367.7318115234323.2651977539257.3083496094277.0307617188249.7924194336296.616973877278.229888916252.3677368164277.6000671387251.9962768555262.8629455566250.1856689453329.4046630859296.9802856445314.8523864746309.4270324707270.7592163086325.3390197754283.0427856445290.4728088379260.2215270996252.883605957253.2024688721258.9480895996261.0403747559248.7470245361252.7390441895320.8100585938452.2062072754250.2818145752340.5910339355316.2503967285394.5419311523252.5821380615340.2500305176255.2512054443276.438079834309.0819091797294.205657959290.1411743164297.0525512695319.0166625977269.5010681152275.674041748250.2925415039284.7790222168runoff (mm)71.0356369019115.249633789110.033555984543.4145278931117.234825134371.068763732961.8247108459131.8684844971133.6030731201134.65213012741.059936523473.1460723877163.5332946777132.478897094745.865314483627.4439125061146.603591918977.0863876343258.3504333496259.7431335449134.354919433663.032985687325.694435119654.1493301392156.1714935303121.237075805782.491447448740.96934509289.7542343148.398135185215.565013885525.9740543365120.4940490723104.516090393169.145370483479.120613098192.6094894409136.054275512799.974548339843.9361114502119.539619445847.54903030472.681747436550.157062530537.276279449533.3992767334121.9225158691131.836700439558.374004364151.998260498201.7193145752144.18533325224.156257629487.906921386749.7766990662149.725250244166.72428131165.297981262275.7939300537106.4968109131154.506332397533.140823364386.4593276978126.8216018677101.7107925415Deficit78.481582641631.7735233307180.864288330128.65812683110.35559028398.89241695471.46495056150.046213720.01712843034.518496036549.8302040122.4667091376.26643514630.089832417781.181953430228.51883316047.232810020437.545318603516.10427665711.22895503040.032649625123.246650695820.004417419444.923004150416.81608581544.40514326130.86829185490.83848071191.429290771580.827323913699.707061767675.426620483432.24982833860.023080922758.17673110967.74138593670.52842593190.067288100726.689544677783.568176269539.059032440272.321044921973.911636352520.683460235684.2709655762128.54777526860.32301375270.0137076564112.868591308668.38404083251.19570803641.598340511382.513748168976.9868164062136.82179260250.655893921964.635498046918.599699020419.291463851940.81415939331.300693512129.319610595742.07866668743.59603881840.0554927513Model Output116133128131128126133119130134124127125121122129139116111120123126127130130132125129139131130120136121109137163129133133139128107124123119116123127142121120119127planting date125135122151134130124132133142129275354275354275354275354275354275354275354275354275354275354275354275275354275354275354275354275354plant emerged287361293362287361285361288360290361286360289362287361291361290361288284361286361287363286360285361silking34952360503584935552353503485235343355573525135650354453523484634148351513504434550maturity date4412553130501225113846128401344010556173481315013943103433911832121451473711737126total dry matter (t/ha)21.112726211518.725257873517.096111297618.341873168919.859989166319.822620391822.493480682417.879289627119.658546447817.891683578515.336746215819.440256118812.608933448814.917241096522.763824462918.474843978916.007741928116.016410827620.960199356118.004301071215.118373870816.89124298112.332555770922.50922393813.892565727210.483699798619.14182853719.034774780319.838825225812.842759132419.335468292221.569068908718.5022716522harvestable dry matter (t/ha)10.9018.1797.4048.24011.5968.95212.1206.9128.6897.6147.2658.7604.5524.05011.8267.9065.5276.33311.2677.6145.1786.4303.90112.6793.4507.7918.51410.5598.3094.5199.73611.3237.911precipitation (mm)592.700012207852.799987793507.6000061035645.8999633789609.299987793800.799987793589.8000488281693.9000244141511.3999633789677.0999755859511.5669330451788.98999023441089.9899902344425753691.9899902344989.9899902344373650331642821391644545858410641602.9899902344829.9899902344Transpiration (mm)453.1936645508403.5555114746368.1305541992384.2612915039425.5398254395421.6194152832495.3639526367385.5026550293421.8090515137397.1336364746339.4703369141433.5231323242263.6657409668322.6597595215510.1845092773451.2867431641371.628326416351.160949707444.2290344238386.9831542969328.7868041992360.1763916016271.723449707489.7215881348296.0666503906223.4680633545405.5726318359407.3270874023446.8044433594283.1096191406426.5684204102458.222442627397.2720336914Evaporation (mm)92.7491531372151.229522705196.657371521153.9523162842111.75340271139.995971679794.2829437256151.35372924881.1787796021150.098739624110.8572387695164.2000274658113.4264297485169.6437072754108.6427307129164.940170288185.8711624146166.638137817494.6231765747146.560317993292.8046875160.616363525481.177124023489.9886627197157.9179992676110.8985214233138.641708374116.1863174438168.945755004995.9148330688173.5983581543114.7705459595173.1572265625drainage (mm)6.194026947222.334121704110.8589324951201.161437988332.5821456909216.372344970752.2807617188484.991943359439.381855011284.52035522464.008534431591.29845428470.754064142764.628746032749.60428619382254.95068359384.8339538574141.9354248047124.560218811346.696258544921.495134353690.749053955141.186614990241.9881553651126.6262207031-0.153695255593.35057067879.235912323547.60260009771.351767182457.73710632320.0502803735290.7709350586change in stored water (mm)302.8417358398427.8042907715328.7297058105321.2878723145361.1969299316391.364654541290.8812255859261.2762451172255.2725982666267.8934020996325.6670227051325.6231384277248.8302612305254.6770019531424.6637878418486.5797729492249.7203369141400.1242370605396.9402770996432.1619873047252.2673034668385.2479553223257.4779968262299.9860839844343.0928039551325.6264648438384.2893676758280.202545166409.4804992676315.1514587402308.1834411621288.3945922852368.7772521973runoff (mm)46.765911102359.588069915817.042713165323.717967987120.716402053830.845092773440.522377014241.689823150658.34407806462.165946960438.466079711938.46607971197.22260427478.121737480252.954986572357.017593383820.645168304472.3037490845122.5244674683126.8393020632.685886144639.567794799825.626605987574.299453735489.741432189934.696300506638.964092254644.376113891665.586875915518.984849929839.001956939744.453819274948.5283088684Deficit24.10903358464.529051303995.893051147512.50443172453.39867997170.06842188549.413003921558.430259704664.183135986346.6193695068108.74827575682.1415934563185.2128753662139.09526062015.65515041350.6114020348161.241836547934.839946746820.495718002312.716629982159.415786743246.7577209473227.480560302713.9497013092120.126098632819.294832229623.091598510768.083312988312.3409481049198.29658508320.870401382430.53397941598.8254814148S-ON-EO-N-DF-M62566753715370566555585667486660655565546449643656450555264536449605490/91361.2429332.8269.110.90122985848.1789941788-2.722235679691/92333.8268.43012517.40430164348.23972606660.835424423292/93288.1423280.3241.511.59645175938.9523630142-2.6440887451453.193664550810.901229858493/94307.5416.6427.7111.512.12026596076.9120225906-5.2082433701403.55551147468.178994178894/95275.2423.1327.9146.78.68894290927.6137590408-1.0751838684368.13055419927.404301643495/96189.5366.5266185.57.2648372658.75998115541.4951438904384.26129150398.239726066696/971722692131264.55224800115.50.9477519989425.539825439511.596451759397/98245532.99439.9922111.82589530947.9064269066-3.9194684029421.61941528328.952363014298/993773603092215.52694511416.831.3030548859495.363952636712.120265960799/00499542.99450.9913511.26687622077.6141476631-3.6527285576385.50265502936.912022590600/014072672492005.17808389666.4303550721.2522711754421.80905151378.688942909201/02515171208633.90142774585.51.5985722542397.13363647467.613759040802/032455235078212.67884635934.5-8.1788463593339.47033691417.26483726503/042143832442107.79092073448.51440048220.7234797478433.52313232428.759981155404/0550945027324410.55933094028.3086595535-2.2506713867263.66574096684.552248001105/062642492032094.51922321329.95.3807767868322.65975952154.050120830506/0726149539724211.32316970837.9110040665-3.4121656418510.184509277311.8258953094451.28674316417.9064269066Promedio8.65288215537.50422587371.6283264165.5269451141Mximo12.67884635939.9351.1609497076.3331251144Mnimo3.90142774584.5444.229034423811.2668762207SD3.08394054431.4019319103386.98315429697.6141476631CV36%19%328.78680419925.1780838966Promedio+SD11.73682269968.9061577803360.17639160166.430355072Promedio-SD5.56894161096.1022939597271.7234497073.9014277458489.721588134812.6788463593296.06665039063.45044612887.7909207344405.57263183598.5144004822407.327087402310.5593309402446.80444335948.3086595535S-O361.2333.8288.1307.5275.2189.5172245377499407515245214509264261283.10961914064.5192232132N-E429268.4423416.6423.1366.5269532.99360542.99267171523383450249495426.56842041029.7362623215O-D332.8301280.3427.7327.9266213439.99309450.99249208507244273203397458.22244262711.3231697083F-M269.1251241.5111.5146.7185.51262212211352006382210244209242397.27203369147.9110040665592.700012207852.799987793507.6000061035645.8999633789609.299987793800.799987793589.8000488281693.9000244141511.3999633789677.0999755859511.5669330451788.98999023441089.9899902344425753691.9899902344989.9899902344373650331642821391644545858410641602.9899902344829.9899902344

Hoja1


Hoja2

Lluvias Feb - MarRto (tn/ha)Siembra 20/12

Hoja3

Lluvias Nov - EneRto (tn/ha)Diferencia 20/12 vs 01/10

Transpiracin entre E-MF (mm)Rto (tn/ha)Rto vx Transpiracin

Grfico48.17899417888.23972606668.95236301426.91202259067.61375904088.75998115545.57.90642690666.837.61414766316.4303550725.54.58.51440048228.30865955359.97.9110040665


Hoja1Model Output1974-751974-751975-761975-761976-771976-771977-781977-781978-791978-791979-801979-801980-811980-811981-821981-821982-831982-831983-841983-841984-851984-851985-861985-861986-871986-871987-881987-881988-891988-891989-901989-901990-911990-911991-921991-921992-931992-19931993-941993-941994-951994-951995-961995-961996-971996-971997-981997-981998-991998-991999-001999-002000-012000-012001-022001-022002-032002-032003-042003-042004-052004-052005-062005-062006-072006-07planting date263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263263354263354263354263354263354plant emerged279359278359270360270361272360280360273361275360279359275359281362275360277358276361277359275359275359282361275360282360272359277360276359273361278360271360274360275272360274359273361273359272360silking3555635453353583426235657362543525835859357563475336261355543535235259349473514835059362583585635959353583495935549354633545635556355503523465534056349573495034357maturity date391293514539125291284013744111411244112340127291245012137120331154013528105301173612147126421204613438124321313210345159421283913437102343011425117351382911426122total dry matter (t/ha)10.0683593758.77777862554.60556697856.485639095313.04488372810.51897811897.046082019810.466737747213.176481246911.160236358611.04331970219.485164642312.965000152611.10513114939.50425910958.805335998511.06388568889.076216697712.685069084211.05194091813.411756515510.460120201111.67464637768.996705055212.038006782511.115750312811.578927040110.75854873664.21663188935.14082431797.27142763146.871139526412.208805084211.660046577510.257649421711.122565269512.354999542212.11228847512.89044284828.703595161410.6784782418.85327053078.470414161710.59345245367.26322650916.002665042914.56428337111.06060886389.6244611746.555742263812.889405250510.82671165479.00020694736.50068092356.628763675712.76189327246.39002799994.390864849110.598287582410.73628425612.06147289286.94633245479.535096168511.150716781611.2196722031harvestable dry matter (t/ha)4.1213.4480.5133.2687.4115.2133.3634.8927.6065.7025.6833.9817.6005.6304.2383.6696.0383.9336.9165.2287.7574.5237.0673.9806.1025.3956.3495.1980.9121.9352.4212.3256.4575.4474.5975.2867.3955.8207.0272.2975.1533.1753.8534.5532.6841.8528.1935.0883.3982.6117.5035.0653.5442.2942.1938.1171.4212.9614.6355.9845.5402.2914.3205.8295.265precipitation (mm)429.8000488281469.8999633789228.200012207312.8000183105607.299987793451.5000305176417.5597.3999633789687.4000244141552.3999633789461.9999694824479.8999938965690.799987793611.0999755859408.3999938965387.3999938965588.4000244141412.299987793732.3999633789736.5681.700012207429.5999755859442.1999816895364.799987793604.1999511719512.9000244141490.299987793430.6999511719210.5999908447235.700012207309.299987793372.1000061035576.700012207573.5999755859504.6000061035454.3999633789595.299987793560.5584.8000488281360.700012207511.3999633789361.299987793418.5442.5325274714.9899902344773.9899902344425505686.9899902344654371444327627395319495543664332461530.9899902344534Transpiration (mm)253.3831329346224.0793762207121.6829071045169.3058166504300.7344055176257.2490234375170.412689209249.1007537842300.362701416276.7596740723273.6722717285222.7352905273301.2998657227253.8186035156237.0198516846212.3946838379265.7879943848221.0560913086304.990447998254.8446807861320.279296875253.1846160889272.9875183105217.532989502279.2213439941267.7764892578284.1401977539255.7743682861110.6449890137122.1029968262188.8181304932161.0247650146283.8446350098270.2799377441249.5675048828260.8162536621281.6977233887275.8998413086306.5947265625213.2244415283266.903503418218.515045166222.6099243164264.5023498535187.2638702393151.0833740234355.819152832293.9275817871254.1630706787166.8542480469305.9845581055257.962310791237.6011352539167.3186187744177.0743560791311.5027770996169.3866882324113.4444961548259.539855957262.8894348145300.7333984375186.0380554199242.2554626465280.2272644043268.4659118652Evaporation (mm)157.7210540771169.0665283203136.4332427979142.3844299316195.6312713623155.2736663818179.5020294189172.6329650879207.4050750732169.5151367188191.7131500244156.8876037598192.6348876953185.7099456787168.6952362061167.1509399414192.8766479492157.8798522949185.2080993652179.093536377209.0417938232161.1152191162173.6288604736146.6731414795175.7201538086152.276473999175.4276885986159.5585784912142.0522766113145.7059020996157.9792175293158.5066680908178.5760955811186.7520141602179.8344268799149.3022613525199.0624694824169.4950561523192.680770874146.71484375175.0074920654145.3578796387167.8256072998170.0186920166155.4580230713140.1256408691219.4454498291216.552734375165.5808563232148.6304931641166.862487793166.7544403076160.1042480469151.0983886719148.3379364014192.5898590088154.3453216553149.6617279053172.5670471191179.8817749023197.0285797119147.2397155762159.7020721436177.2043762207183.6696777344drainage (mm)2.043105602313.83469104777.3703842163-0.18282467131.651306033149.89309310910.243540048656.877929687563.604091644326.668153762823.627395629916.470674514825.104921340951.194206237810.39091110230.95150059467.401274204329.72494316118.719671249441.290855407723.448335647633.519485473634.52913665772.518339395515.639030456550.438793182415.49004840855.00580930710.6181305647-0.14349851010.45930168030.14248639350.529704213112.75847816474.271749496523.145837783813.11465740215.751588821433.81101989758.255747795110.051582336410.03748893740.11983343218.2007589340.11565266550.05295080695.184209823675.46915435793.1437976360.773070573813.754426956265.984367370610.53792858120.233855724315.24067401898.842496871925.5636425018-0.16122482723.83220791821.40372955824.38118171690.17226178940.1449327767-0.141724243818.8529663086change in stored water (mm)251.0382232666264.5998535156263.1922607422261.8262329102296.6920776367277.4843139648308.624420166364.2095336914364.7035827637279.4512634277260.2571716309330.3561401367340.7196960449357.7509460449260.7653808594283.3132019043286.1483459473261.1476745605287.1324157715367.7318115234323.2651977539257.3083496094277.0307617188249.7924194336296.616973877278.229888916252.3677368164277.6000671387251.9962768555262.8629455566250.1856689453329.4046630859296.9802856445314.8523864746309.4270324707270.7592163086325.3390197754283.0427856445290.4728088379260.2215270996252.883605957253.2024688721258.9480895996261.0403747559248.7470245361252.7390441895320.8100585938452.2062072754250.2818145752340.5910339355316.2503967285394.5419311523252.5821380615340.2500305176255.2512054443276.438079834309.0819091797294.205657959290.1411743164297.0525512695319.0166625977269.5010681152275.674041748250.2925415039284.7790222168runoff (mm)71.0356369019115.249633789110.033555984543.4145278931117.234825134371.068763732961.8247108459131.8684844971133.6030731201134.65213012741.059936523473.1460723877163.5332946777132.478897094745.865314483627.4439125061146.603591918977.0863876343258.3504333496259.7431335449134.354919433663.032985687325.694435119654.1493301392156.1714935303121.237075805782.491447448740.96934509289.7542343148.398135185215.565013885525.9740543365120.4940490723104.516090393169.145370483479.120613098192.6094894409136.054275512799.974548339843.9361114502119.539619445847.54903030472.681747436550.157062530537.276279449533.3992767334121.9225158691131.836700439558.374004364151.998260498201.7193145752144.18533325224.156257629487.906921386749.7766990662149.725250244166.72428131165.297981262275.7939300537106.4968109131154.506332397533.140823364386.4593276978126.8216018677101.7107925415Deficit78.481582641631.7735233307180.864288330128.65812683110.35559028398.89241695471.46495056150.046213720.01712843034.518496036549.8302040122.4667091376.26643514630.089832417781.181953430228.51883316047.232810020437.545318603516.10427665711.22895503040.032649625123.246650695820.004417419444.923004150416.81608581544.40514326130.86829185490.83848071191.429290771580.827323913699.707061767675.426620483432.24982833860.023080922758.17673110967.74138593670.52842593190.067288100726.689544677783.568176269539.059032440272.321044921973.911636352520.683460235684.2709655762128.54777526860.32301375270.0137076564112.868591308668.38404083251.19570803641.598340511382.513748168976.9868164062136.82179260250.655893921964.635498046918.599699020419.291463851940.81415939331.300693512129.319610595742.07866668743.59603881840.0554927513Model Output116133128131128126133119130134124127125121122129139116111120123126127130130132125129139131130120136121109137163129133133139128107124123119116123127142121120119127planting date125135122151134130124132133142129275354275354275354275354275354275354275354275354275354275354275354275275354275354275354275354275354plant emerged287361293362287361285361288360290361286360289362287361291361290361288284361286361287363286360285361silking34952360503584935552353503485235343355573525135650354453523484634148351513504434550maturity date4412553130501225113846128401344010556173481315013943103433911832121451473711737126total dry matter (t/ha)21.112726211518.725257873517.096111297618.341873168919.859989166319.822620391822.493480682417.879289627119.658546447817.891683578515.336746215819.440256118812.608933448814.917241096522.763824462918.474843978916.007741928116.016410827620.960199356118.004301071215.118373870816.89124298112.332555770922.50922393813.892565727210.483699798619.14182853719.034774780319.838825225812.842759132419.335468292221.569068908718.5022716522harvestable dry matter (t/ha)10.9018.1797.4048.24011.5968.95212.1206.9128.6897.6147.2658.7604.5524.05011.8267.9065.5276.33311.2677.6145.1786.4303.90112.6793.4507.7918.51410.5598.3094.5199.73611.3237.911precipitation (mm)592.700012207852.799987793507.6000061035645.8999633789609.299987793800.799987793589.8000488281693.9000244141511.3999633789677.0999755859511.5669330451788.98999023441089.9899902344425753691.9899902344989.9899902344373650331642821391644545858410641602.9899902344829.9899902344Transpiration (mm)453.1936645508403.5555114746368.1305541992384.2612915039425.5398254395421.6194152832495.3639526367385.5026550293421.8090515137397.1336364746339.4703369141433.5231323242263.6657409668322.6597595215510.1845092773451.2867431641371.628326416351.160949707444.2290344238386.9831542969328.7868041992360.1763916016271.723449707489.7215881348296.0666503906223.4680633545405.5726318359407.3270874023446.8044433594283.1096191406426.5684204102458.222442627397.2720336914Evaporation (mm)92.7491531372151.229522705196.657371521153.9523162842111.75340271139.995971679794.2829437256151.35372924881.1787796021150.098739624110.8572387695164.2000274658113.4264297485169.6437072754108.6427307129164.940170288185.8711624146166.638137817494.6231765747146.560317993292.8046875160.616363525481.177124023489.9886627197157.9179992676110.8985214233138.641708374116.1863174438168.945755004995.9148330688173.5983581543114.7705459595173.1572265625drainage (mm)6.194026947222.334121704110.8589324951201.161437988332.5821456909216.372344970752.2807617188484.991943359439.381855011284.52035522464.008534431591.29845428470.754064142764.628746032749.60428619382254.95068359384.8339538574141.9354248047124.560218811346.696258544921.495134353690.749053955141.186614990241.9881553651126.6262207031-0.153695255593.35057067879.235912323547.60260009771.351767182457.73710632320.0502803735290.7709350586change in stored water (mm)302.8417358398427.8042907715328.7297058105321.2878723145361.1969299316391.364654541290.8812255859261.2762451172255.2725982666267.8934020996325.6670227051325.6231384277248.8302612305254.6770019531424.6637878418486.5797729492249.7203369141400.1242370605396.9402770996432.1619873047252.2673034668385.2479553223257.4779968262299.9860839844343.0928039551325.6264648438384.2893676758280.202545166409.4804992676315.1514587402308.1834411621288.3945922852368.7772521973runoff (mm)46.765911102359.588069915817.042713165323.717967987120.716402053830.845092773440.522377014241.689823150658.34407806462.165946960438.466079711938.46607971197.22260427478.121737480252.954986572357.017593383820.645168304472.3037490845122.5244674683126.8393020632.685886144639.567794799825.626605987574.299453735489.741432189934.696300506638.964092254644.376113891665.586875915518.984849929839.001956939744.453819274948.5283088684Deficit24.10903358464.529051303995.893051147512.50443172453.39867997170.06842188549.413003921558.430259704664.183135986346.6193695068108.74827575682.1415934563185.2128753662139.09526062015.65515041350.6114020348161.241836547934.839946746820.495718002312.716629982159.415786743246.7577209473227.480560302713.9497013092120.126098632819.294832229623.091598510768.083312988312.3409481049198.29658508320.870401382430.53397941598.8254814148S-ON-EO-N-DF-M62566753715370566555585667486660655565546449643656450555264536449605490/91361.2429332.8269.110.90122985848.1789941788-2.722235679691/92333.8268.43012517.40430164348.23972606660.835424423292/93288.1423280.3241.511.59645175938.9523630142-2.6440887451453.193664550810.901229858493/94307.5416.6427.7111.512.12026596076.9120225906-5.2082433701403.55551147468.178994178894/95275.2423.1327.9146.78.68894290927.6137590408-1.0751838684368.13055419927.404301643495/96189.5366.5266185.57.2648372658.75998115541.4951438904384.26129150398.239726066696/971722692131264.55224800115.50.9477519989425.539825439511.596451759397/98245532.99439.9922111.82589530947.9064269066-3.9194684029421.61941528328.952363014298/993773603092215.52694511416.831.3030548859495.363952636712.120265960799/00499542.99450.9913511.26687622077.6141476631-3.6527285576385.50265502936.912022590600/014072672492005.17808389666.4303550721.2522711754421.80905151378.688942909201/02515171208633.90142774585.51.5985722542397.13363647467.613759040802/032455235078212.67884635934.5-8.1788463593339.47033691417.26483726503/042143832442107.79092073448.51440048220.7234797478433.52313232428.759981155404/0550945027324410.55933094028.3086595535-2.2506713867263.66574096684.552248001105/062642492032094.51922321329.95.3807767868322.65975952154.050120830506/0726149539724211.32316970837.9110040665-3.4121656418510.184509277311.8258953094451.28674316417.9064269066Promedio8.65288215537.50422587371.6283264165.5269451141Mximo12.67884635939.9351.1609497076.3331251144Mnimo3.90142774584.5444.229034423811.2668762207SD3.08394054431.4019319103386.98315429697.6141476631CV36%19%328.78680419925.1780838966Promedio+SD11.73682269968.9061577803360.17639160166.430355072Promedio-SD5.56894161096.1022939597271.7234497073.9014277458489.721588134812.6788463593296.06665039063.45044612887.7909207344405.57263183598.5144004822407.327087402310.5593309402446.80444335948.3086595535S-O361.2333.8288.1307.5275.2189.5172245377499407515245214509264261283.10961914064.5192232132N-E429268.4423416.6423.1366.5269532.99360542.99267171523383450249495426.56842041029.7362623215O-D332.8301280.3427.7327.9266213439.99309450.99249208507244273203397458.22244262711.3231697083F-M269.1251241.5111.5146.7185.51262212211352006382210244209242397.27203369147.9110040665592.700012207852.799987793507.6000061035645.8999633789609.299987793800.799987793589.8000488281693.9000244141511.3999633789677.0999755859511.5669330451788.98999023441089.9899902344425753691.9899902344989.9899902344373650331642821391644545858410641602.9899902344829.9899902344

Hoja100000000000000000


Hoja200000000000000000


Hoja300000000000000000


000000000000000000000000000000000

Transpiracin entre E-MF (mm)Rto (tn/ha)Rto vx Transpiracin

Grfico5-2.72223567960.8354244232-2.6440887451-5.2082433701-1.07518386841.49514389040.9477519989-3.91946840291.3030548859-3.65272855761.25227117541.5985722542-8.17884635930.7234797478-2.25067138675.3807767868-3.4121656418


Hoja1Model Output1974-751974-751975-761975-761976-771976-771977-781977-781978-791978-791979-801979-801980-811980-811981-821981-821982-831982-831983-841983-841984-851984-851985-861985-861986-871986-871987-881987-881988-891988-891989-901989-901990-911990-911991-921991-921992-931992-19931993-941993-941994-951994-951995-961995-961996-971996-971997-981997-981998-991998-991999-001999-002000-012000-012001-022001-022002-032002-032003-042003-042004-052004-052005-062005-062006-072006-07planting date263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263354263263354263354263354263354263354plant emerged279359278359270360270361272360280360273361275360279359275359281362275360277358276361277359275359275359282361275360282360272359277360276359273361278360271360274360275272360274359273361273359272360silking3555635453353583426235657362543525835859357563475336261355543535235259349473514835059362583585635959353583495935549354633545635556355503523465534056349573495034357maturity date391293514539125291284013744111411244112340127291245012137120331154013528105301173612147126421204613438124321313210345159421283913437102343011425117351382911426122total dry matter (t/ha)10.0683593758.77777862554.60556697856.485639095313.04488372810.51897811897.046082019810.466737747213.176481246911.160236358611.04331970219.485164642312.965000152611.10513114939.50425910958.805335998511.06388568889.076216697712.685069084211.05194091813.411756515510.460120201111.67464637768.996705055212.038006782511.115750312811.578927040110.75854873664.21663188935.14082431797.27142763146.871139526412.208805084211.660046577510.257649421711.122565269512.354999542212.11228847512.89044284828.703595161410.6784782418.85327053078.470414161710.59345245367.26322650916.002665042914.56428337111.06060886389.6244611746.555742263812.889405250510.82671165479.00020694736.50068092356.628763675712.76189327246.39002799994.390864849110.598287582410.73628425612.06147289286.94633245479.535096168511.150716781611.2196722031harvestable dry matter (t/ha)4.1213.4480.5133.2687.4115.2133.3634.8927.6065.7025.6833.9817.6005.6304.2383.6696.0383.9336.9165.2287.7574.5237.0673.9806.1025.3956.3495.1980.9121.9352.4212.3256.4575.4474.5975.2867.3955.8207.0272.2975.1533.1753.8534.5532.6841.8528.1935.0883.3982.6117.5035.0653.5442.2942.1938.1171.4212.9614.6355.9845.5402.2914.3205.8295.265precipitation (mm)429.8000488281469.8999633789228.200012207312.8000183105607.299987793451.5000305176417.5597.3999633789687.4000244141552.3999633789461.9999694824479.8999938965690.799987793611.0999755859408.3999938965387.3999938965588.4000244141412.299987793732.3999633789736.5681.700012207429.5999755859442.1999816895364.799987793604.1999511719512.9000244141490.299987793430.6999511719210.5999908447235.700012207309.299987793372.1000061035576.700012207573.5999755859504.6000061035454.3999633789595.299987793560.5584.8000488281360.700012207511.3999633789361.299987793418.5442.5325274714.9899902344773.9899902344425505686.9899902344654371444327627395319495543664332461530.9899902344534Transpiration (mm)253.3831329346224.0793762207121.6829071045169.3058166504300.7344055176257.2490234375170.412689209249.1007537842300.362701416276.7596740723273.6722717285222.7352905273301.2998657227253.8186035156237.0198516846212.3946838379265.7879943848221.0560913086304.990447998254.8446807861320.279296875253.1846160889272.9875183105217.532989502279.2213439941267.7764892578284.1401977539255.7743682861110.6449890137122.1029968262188.8181304932161.0247650146283.8446350098270.2799377441249.5675048828260.8162536621281.6977233887275.8998413086306.5947265625213.2244415283266.903503418218.515045166222.6099243164264.5023498535187.2638702393151.0833740234355.819152832293.9275817871254.1630706787166.8542480469305.9845581055257.962310791237.6011352539167.3186187744177.0743560791311.5027770996169.3866882324113.4444961548259.539855957262.8894348145300.7333984375186.0380554199242.2554626465280.2272644043268.4659118652Evaporation (mm)157.7210540771169.0665283203136.4332427979142.3844299316195.6312713623155.2736663818179.5020294189172.6329650879207.4050750732169.5151367188191.7131500244156.8876037598192.6348876953185.7099456787168.6952362061167.1509399414192.8766479492157.8798522949185.2080993652179.093536377209.0417938232161.1152191162173.6288604736146.6731414795175.7201538086152.276473999175.4276885986159.5585784912142.0522766113145.7059020996157.9792175293158.5066680908178.5760955811186.7520141602179.8344268799149.3022613525199.0624694824169.4950561523192.680770874146.71484375175.0074920654145.3578796387167.8256072998170.0186920166155.4580230713140.1256408691219.4454498291216.552734375165.5808563232148.6304931641166.862487793166.7544403076160.1042480469151.0983886719148.3379364014192.5898590088154.3453216553149.6617279053172.5670471191179.8817749023197.0285797119147.2397155762159.7020721436177.2043762207183.6696777344drainage (mm)2.043105602313.83469104777.3703842163-0.18282467131.651306033149.89309310910.243540048656.877929687563.604091644326.668153762823.627395629916.470674514825.104921340951.194206237810.39091110230.95150059467.401274204329.72494316118.719671249441.290855407723.448335647633.519485473634.52913665772.518339395515.639030456550.438793182415.49004840855.00580930710.6181305647-0.14349851010.45930168030.14248639350.529704213112.75847816474.271749496523.145837783813.11465740215.751588821433.81101989758.255747795110.051582336410.03748893740.11983343218.2007589340.11565266550.05295080695.184209823675.46915435793.1437976360.773070573813.754426956265.984367370610.53792858120.233855724315.24067401898.842496871925.5636425018-0.16122482723.83220791821.40372955824.38118171690.17226178940.1449327767-0.141724243818.8529663086change in stored water (mm)251.0382232666264.5998535156263.1922607422261.8262329102296.6920776367277.4843139648308.624420166364.2095336914364.7035827637279.4512634277260.2571716309330.3561401367340.7196960449357.7509460449260.7653808594283.3132019043286.1483459473261.1476745605287.1324157715367.7318115234323.2651977539257.3083496094277.0307617188249.7924194336296.616973877278.229888916252.3677368164277.6000671387251.9962768555262.8629455566250.1856689453329.4046630859296.9802856445314.8523864746309.4270324707270.7592163086325.3390197754283.0427856445290.4728088379260.2215270996252.883605957253.2024688721258.9480895996261.0403747559248.7470245361252.7390441895320.8100585938452.2062072754250.2818145752340.5910339355316.2503967285394.5419311523252.5821380615340.2500305176255.2512054443276.438079834309.0819091797294.205657959290.1411743164297.0525512695319.0166625977269.5010681152275.674041748250.2925415039284.7790222168runoff (mm)71.0356369019115.249633789110.033555984543.4145278931117.234825134371.068763732961.8247108459131.8684844971133.6030731201134.65213012741.059936523473.1460723877163.5332946777132.478897094745.865314483627.4439125061146.603591918977.0863876343258.3504333496259.7431335449134.354919433663.032985687325.694435119654.1493301392156.1714935303121.237075805782.491447448740.96934509289.7542343148.398135185215.565013885525.9740543365120.4940490723104.516090393169.145370483479.120613098192.6094894409136.054275512799.974548339843.9361114502119.539619445847.54903030472.681747436550.157062530537.276279449533.3992767334121.9225158691131.836700439558.374004364151.998260498201.7193145752144.18533325224.156257629487.906921386749.7766990662149.725250244166.72428131165.297981262275.7939300537106.4968109131154.506332397533.140823364386.4593276978126.8216018677101.7107925415Deficit78.481582641631.7735233307180.864288330128.65812683110.35559028398.89241695471.46495056150.046213720.01712843034.518496036549.8302040122.4667091376.26643514630.089832417781.181953430228.51883316047.232810020437.545318603516.10427665711.22895503040.032649625123.246650695820.004417419444.923004150416.81608581544.40514326130.86829185490.83848071191.429290771580.827323913699.707061767675.426620483432.24982833860.023080922758.17673110967.74138593670.52842593190.067288100726.689544677783.568176269539.059032440272.321044921973.911636352520.683460235684.2709655762128.54777526860.32301375270.0137076564112.868591308668.38404083251.19570803641.598340511382.513748168976.9868164062136.82179260250.655893921964.635498046918.599699020419.291463851940.81415939331.300693512129.319610595742.07866668743.59603881840.0554927513Model Output116133128131128126133119130134124127125121122129139116111120123126127130130132125129139131130120136121109137163129133133139128107124123119116123127142121120119127planting date125135122151134130124132133142129275354275354275354275354275354275354275354275354275354275354275354275275354275354275354275354275354plant emerged287361293362287361285361288360290361286360289362287361291361290361288284361286361287363286360285361silking34952360503584935552353503485235343355573525135650354453523484634148351513504434550maturity date4412553130501225113846128401344010556173481315013943103433911832121451473711737126total dry matter (t/ha)21.112726211518.725257873517.096111297618.341873168919.859989166319.822620391822.493480682417.879289627119.658546447817.891683578515.336746215819.440256118812.608933448814.917241096522.763824462918.474843978916.007741928116.016410827620.960199356118.004301071215.118373870816.89124298112.332555770922.50922393813.892565727210.483699798619.14182853719.034774780319.838825225812.842759132419.335468292221.569068908718.5022716522harvestable dry matter (t/ha)10.9018.1797.4048.24011.5968.95212.1206.9128.6897.6147.2658.7604.5524.05011.8267.9065.5276.33311.2677.6145.1786.4303.90112.6793.4507.7918.51410.5598.3094.5199.73611.3237.911precipitation (mm)592.700012207852.799987793507.6000061035645.8999633789609.299987793800.799987793589.8000488281693.9000244141511.3999633789677.0999755859511.5669330451788.98999023441089.9899902344425753691.9899902344989.9899902344373650331642821391644545858410641602.9899902344829.9899902344Transpiration (mm)453.1936645508403.5555114746368.1305541992384.2612915039425.5398254395421.6194152832495.3639526367385.5026550293421.8090515137397.1336364746339.4703369141433.5231323242263.6657409668322.6597595215510.1845092773451.2867431641371.628326416351.160949707444.2290344238386.9831542969328.7868041992360.1763916016271.723449707489.7215881348296.0666503906223.4680633545405.5726318359407.3270874023446.8044433594283.1096191406426.5684204102458.222442627397.2720336914Evaporation (mm)92.7491531372151.229522705196.657371521153.9523162842111.75340271139.995971679794.2829437256151.35372924881.1787796021150.098739624110.8572387695164.2000274658113.4264297485169.6437072754108.6427307129164.940170288185.8711624146166.638137817494.6231765747146.560317993292.8046875160.616363525481.177124023489.9886627197157.9179992676110.8985214233138.641708374116.1863174438168.945755004995.9148330688173.5983581543114.7705459595173.1572265625drainage (mm)6.194026

Maíces tardíos vs. tempranos Estrategias de fertilización

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