6
Indirect determination of tractor tractive efficiency G. WANG and G.C. ZOERB Agricultural Engineering Department, University of Saskatchewan, Saskatoon, SK, Canada S7N 0W0. Received 7 March 1989; accepted 12 March 1990. Wang, G. and Zoerb, G.C. 1990. Indirect determination of tractor tractive efficiency. Can. Agric. Eng. 32:243-248. Increasing the trac tive efficiency of farm tractors can lead to an increase in tractor productivity and fiiel savings. To optimize tractive efficiency, the value of this efficiency should be monitored as the soil strength and travel reduction vaiy. This paper presents an indirect method of deter mination of the tractor tractive efficiency from the measured drawbar pull and travel reduction. The method was based on the traction ratio equation developed by Wismer and Luth (1973). A tractor traction index was defined. This index was used as a substitute for the soil cone index and advantages of this traction index are described. Field tests were carried out to evaluate the feasibility and accuracy of the method. Results showed agreement between the direct-determined and the indirect-determined tractive efficiency. INTRODUCTION Efficient operation of farm tractors includes: (1) maximizing the fuel efficiency of the engine; (2) maximizing the tractive efficiency of the traction elements; and (3) matching the trac tor with the implement or selecting an optimum travel speed fora given tractor-implement system. Many studies have been conducted in the area of pneumatic tire traction performance. Some of the contributors include Bekker (1960), Freitag (1966), Turnage (1972), Wismer and Luth (1973), Taylor (1973), Dywer et al. (1974), Gee-Clough et al. (1978), Domier and Willans (1978) and Mckyes (1985). Tractive efficiency is a measure of the percentage of tractor axle power that is transformed into drawbar power. Three factors affect the trac tive efficiency, namely net traction ratio, motion resistance ratio and travel reduction. The net traction ratio and the motion resistance ratio are influenced by soil strength, tire size and inflation pressure, dynamic wheel load and travel reduction. Tractive efficiency can be monitored to indicate the efficient use of engine power and therefore, assist the tractor operator in the selection of tractor ballast to improve tractive efficiency. Traditionally, tractor tractive efficiency, e, is calculated from the measured axle power and drawbar power. e- Drawbar Power Power into Driving Axles (1) Measuring the driving axle power requires complicated and expensive equipment, such as a telemetry system (Musonda et al. 1983) or slip rings (Parkhill and MacMillan 1986). The power delivered to a tractor axle is transformed partially into drawbar power, and the remaining power is lost due to the motion resistance of the wheels (including driving wheels and steering wheels) and the travelreduction. Equation 1 is rewritten as: CANADIAN AGRICULTURAL ENGINEERING e = HDJP. HDJ*. + MJi. (i-rj?.) (2) where HD.P. represents horizontal drawbar pull, MJi. repre sents motion resistance, and TJR. represents travel reduction. Usually the drawbar pull and travel reduction can be measured easily; thus, the only unknown is the motion resistance. The objective of this study was to derive and test a method of estimating the tractor motion resistance and to develop an algorithm for the determination of tractor tractive efficiency. THEORY AND METHODS Basic equations Several empirical equations for traction prediction have been developed by researchers. Through literature review and ex perimentation, Wismer and Luth (1973) developed a traction prediction equation for a single powered wheel. The equation is an exponential function of travel reduction and is rewritten as: Tr = PIW = 0.75 [1 - exp(-0.3CS;7 - (12/Cn + 0.04) (3) where: Tr = net traction ratio P = net wheel pull W = dynamic wheel load Cn = wheel numeric, Cn = CdblW C = soil cone index d = unloaded tire diameter b = unloaded tire width S = travel reduction (fraction) Wismer and Luth also derived an equation for predicting the motion resistance ratio, which is the last expression in Eq. 3: Rr= 1.2/C + 0.04 (4) where, Rr is the motion resistance ratio, which is the ratio of the wheel motion resistance to the dynamic wheel load. In the Wismer and Luth equation, the travel reduction is defined as one minus travel ratio. The travel ratio is the ratio of distance travelled per revolution of the traction device, when producing output power, to the rolling circumference under the specified zero condition (ASAE S296.3 1987). The zero condition, as defined by Wismer and Luth, is that of zero 243

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Indirect determination of tractor tractiveefficiency

G. WANG and G.C. ZOERB

Agricultural Engineering Department, University ofSaskatchewan, Saskatoon, SK, Canada S7N 0W0. Received 7 March 1989;accepted 12 March 1990.

Wang, G. and Zoerb, G.C. 1990. Indirect determination of tractortractive efficiency. Can. Agric. Eng. 32:243-248. Increasing the tractive efficiency of farm tractors can lead to an increase in tractorproductivity and fiiel savings. To optimize tractive efficiency, thevalue of this efficiency should be monitored as the soil strength andtravel reduction vaiy. This paper presents an indirect method of determinationof the tractor tractive efficiency from the measured drawbarpull and travel reduction. The method was based on the traction ratioequation developed by Wismer and Luth (1973). A tractor tractionindex was defined. This index was used as a substitute for the soil cone

index and advantages of this traction index are described. Field testswerecarried out to evaluate the feasibility and accuracy of the method.Results showed agreement between the direct-determined and theindirect-determined tractive efficiency.

INTRODUCTION

Efficient operation of farm tractors includes: (1) maximizingthe fuel efficiency of the engine; (2) maximizing the tractiveefficiency of the traction elements; and (3) matching the tractor with the implement or selecting an optimum travel speedfor a given tractor-implement system. Many studies have beenconducted in the area of pneumatic tire traction performance.Some of the contributors include Bekker (1960), Freitag(1966), Turnage (1972), Wismer and Luth (1973), Taylor(1973), Dywer et al. (1974), Gee-Clough et al. (1978), Domierand Willans (1978) and Mckyes (1985). Tractive efficiency isa measure of the percentage of tractor axle power that istransformed into drawbar power. Three factors affect the tractive efficiency, namely net traction ratio, motion resistanceratio and travel reduction. The net traction ratio and the motion

resistance ratio are influenced by soil strength, tire size andinflation pressure, dynamic wheel load and travel reduction.Tractive efficiency can be monitored to indicate the efficientuse of engine power and therefore, assist the tractor operatorin the selection of tractor ballast to improve tractive efficiency.Traditionally, tractor tractive efficiency, e, is calculated fromthe measured axle power and drawbar power.

e-Drawbar Power

Power into Driving Axles (1)

Measuring the driving axle power requires complicated andexpensive equipment, such as a telemetry system (Musonda etal. 1983) or slip rings (Parkhill and MacMillan 1986). Thepower delivered to a tractor axle is transformed partially intodrawbar power, and the remaining power is lost due to the motionresistance of the wheels (including driving wheels and steeringwheels)and the travelreduction.Equation 1 is rewritten as:

CANADIAN AGRICULTURAL ENGINEERING

e =HDJP.

HDJ*. + MJi.(i-rj?.) (2)

where HD.P. represents horizontal drawbar pull, MJi. represents motion resistance, and TJR. represents travel reduction.Usually the drawbar pull and travel reduction can be measuredeasily; thus, the only unknown is the motion resistance. Theobjective of this study was to derive and test a method ofestimating the tractor motion resistance and to develop analgorithm for the determination of tractor tractive efficiency.

THEORY AND METHODS

Basic equations

Several empirical equations for traction prediction have beendeveloped by researchers. Through literature review and experimentation, Wismer and Luth (1973) developed a tractionprediction equation for a single powered wheel. The equationis an exponential function of travel reduction and is rewrittenas:

Tr = PIW = 0.75 [1 - exp(-0.3CS;7 - (12/Cn + 0.04) (3)

where:

Tr = net traction ratioP = net wheel pullW = dynamic wheel loadCn = wheel numeric, Cn = CdblWC = soil cone index

d = unloaded tire diameter

b = unloaded tire width

S = travel reduction (fraction)

Wismer and Luth also derived an equation for predicting themotion resistance ratio, which is the last expression in Eq. 3:

Rr= 1.2/C + 0.04 (4)

where, Rr is the motion resistance ratio, which is the ratio ofthe wheel motion resistance to the dynamic wheel load.

In the Wismer and Luth equation, the travel reduction isdefined as one minus travel ratio. The travel ratio is the ratio

of distance travelled per revolution of the traction device,when producing output power, to the rolling circumferenceunder the specified zero condition (ASAE S296.3 1987). Thezero condition, as defined by Wismer and Luth, is that of zero

243

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input torque for the drive wheel. Equations 3 and 4 weredeveloped for pneumatic tires which had a ratio of b/d « 0.3and a ratio of tire deflection/section height 8/h « 0.2. Restriction on S/h was associated with a ratio of rollingradius/diameter r/d « 0.475. The equations were restrictedalso to cohesive-frictional soils of moderate compactibility.

The traction equation given by Gee-Clough et al. (1978)takes a similar form as that developed by Wismer and Luth(1973). The equation is shown as:

Tr = To[l - exp (-KS)l (5)

where Toand K are functions of the mobility number, which isexpressed as:

Af =

(6)

Cdb

W—L_l1+ b/2d\

The mobility number includes the wheel numeric used byWismer and Luth. For a given tire and tire load, there are twoparameters (soil cone index, C and tire deflection, 8) to begiven in order to calculate the mobility number.

Brixius (1987) presented traction predictionequationsforsinglebias ply tires. His equations were revisions ofequations developedby Wismer andLuth (1973). The equations are rewritten as:

WW = 0.88[1 - txp(-0.1Bn)][l - expr-7.55;7 + 0.04 (7)

/?r= -J- + 0.04 +Bn

0.55

Bi0.5 (8)

where, H is gross traction andBn is called mobility number,which is defined by Brixius as:

Fig 1. A diagram showing the forces acting on a tractor.

244

Cdb (1 + 5 8/h)n W(1+3 b/d) (9)

Brixius considered the effect of travel reduction on themotion resistance ratio. Although the mobility number wasused to provide a wider application range, for regular agricultural tires no improvement in prediction was evident usingmobility number (Self and Summers 1988). Because of itssimplicity, the equations from Wismer and Luth (1973) wereapplied in this study. The same definition of travel reductionis used here as used by Wismer and Luth.

From Equation 3, if Tr and S are known, Cn can be determined. Then, according to the definition of wheel numeric,Cn-CdblW^ the soil cone index can be calculated. In theexpression, d and b are given, W is the dynamic wheel load.The dynamic wheel load on a single wheel equals one half ofthe total dynamic wheel load on the front or rear axle. The totalfront and rear wheel dynamic loads can be calculated from thefollowing equations (see Fig. 1):

Wf= Wsf-DylB-Dx(tim Q)/B

Wr = Wsr + DylB + (x/B + iJDftan 0)

where:

Wf = total front wheel dynamic load (reaction)Wr = total rear wheel dynamic load (reaction)Wsf= total front wheel static loadWsr = total rear wheel static loadD = horizontal drawbar pullB = tractor wheelbasey = height of drawbarx = distance of drawbar pin behind the rear axle0 = drawbar pull angle

(10)

(11)

WANG and ZOERB

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For dual wheels, the tire section width is taken to be twicethatofa singlewheel. Thenet traction ratioof a driving wheelequals the ratio of the net traction to the dynamic wheel load.For a two wheel drive tractor, the net traction of the drivingwheels is equal to the horizontal drawbar pull plus the motionresistance of the front wheels. Thus, the net traction ratio of atwo wheel drive tractor is:

Tr = (D + Rf)IWr (12)

where/?/is the motion resistance of the front wheels. For a fourwheel drive tractor, the horizontal drawbar pull is distributedbetween the front and the rear wheels. It is difficult to determine quantitatively the fraction of pull on each wheel. Thus,the net traction ratio of a four wheel drive tractor was considered as the ratio of the horizontal drawbar pull to the totaltractor weight, that is:

Tr = DIWt (13)

where Wt is the total tractor weight. If the size of front tires isdifferent from that of rear tires, the average wheel numeric, Cais estimated by the following equation:

Ca = 2C(dfbf+drbr)/Wt

where:

(14)

df, bf= unloaded tire diameter and section width of frontwheels

dr, br = unloaded tire diameter and section width of rearwheels

For a four wheel drive tractor, if the horizontal drawbar pulland the travel reduction are measured, the wheel numeric canbe determined from Eqs. 3 and 13. The soil cone index can becomputed by Eq. 14. For a two wheel drive tractor, the motionresistance of front wheels is involved in the computation of thetraction ratio (see Eq. 12). The motion resistance of the frontwheels is equal to RrjWf, where Rrfis the motion resistanceratio of the front wheels and is determined by Eq. 4. Thus, fora two wheel drive tractor, the cone index should be computedfrom Eqs. 3,4 and 12. Once the soil cone index is obtained, thewheel numeric can be calculated, therefore, the motion resistance of the tractor can be estimated from Eq. 4. The tractortractive efficiency then can be computed by Eq. 2.

Test equipment

Field tests were conducted to verify this indirect method ofdetermining tractor tractive efficiency. A Steiger Bearcat4WD tractor was used to perform the tests. The tractor had thesame size of tires on both front and rear wheels. It was loadedwith a field cultivator of 10 metres width. The horizontal

drawbar pull was measured with a strain gauge drawbar dynamometer. Vertical load on the drawbar hitch was not

measured, but was estimated from the horizontal pull and thepull angle. The pull angle was approximately seven degreesfor the tractor-implement system. The tractor drive shaft speedwas measured by a magnetic pickup sensor. See Fig. 2 for theinstallation of the drive shaft speed sensor. A magnetic pickupmounted on a fifth wheel was used to measure ground speed.

CANADIAN AGRICULTURAL ENGINEERING

LEAD WIRE TO RECEIVER

-ANTENNA

9V BATTERY

STRAIN GAUGES

DRIVE SHAFT

Fig 2. A schematic diagram showing the installation ofshaft speed sensor and transmitter on the drive shaft.

This wheel was located to run in a tractor tire track.

The front and rear drive shaft torques were measured bystrain gauges. Axle torques were obtained using the gear ratiobetween the drive shafts and the axles, with assumed mechanical efficiency of 95 percent. A telemetry system, produced byPhysical Measurement Devices, Inc., was used to collect thetorque signals from each shaft. The telemetry system consistedof two transmitters and two receivers. The transmitters, onemounted on each drive shaft, were powered by nine voltbatteries. These transmitters transformed the d.c. output voltage signal of the strain gauge bridge into a FM radio signal.The receivers picked up the radio signal and converted thissignal back to a d.c. voltage signal. Fig. 2 shows the drive shaftand the transmitter on the shaft. All transducer signals plus thevoltage from the receivers were collected by a Campbell Scientific 2IX micrologger and recorded with a cassette recorder.

RESULTS AND DISCUSSION

It was found from the field tests that the motion resistance ratio

of powered pneumatic tires varied with travel reduction..Testsby Steinkampf and Jahns (1985) and Wang et al. (1989) alsoshowed the motion resistance ratio is a function of travel

reduction. Brixius (1987) presented an expression whichshowed the linear relationship between travel reduction andmotion resistance ratio. Fig. 3 shows the relationship betweenthe motion resistance of the Steiger tractor and travel reduction. The motion resistance was obtained by subtracting thehorizontal drawbar pull from the gross traction. The grosstraction is the axle torque divided by the rolling radius. Therolling radius was measured using the method given by Brixius(1987). Equation 4 was modified to include the effect of travelreduction on the motion resistance ratio. The motion resistance

ratio for the Steiger Bearcat tractor can be approximated as:

Tr = 1.2/Cn + 0.04 + 0.5 (S - 0.08) (15)

Throughout the calculations the motion resistance ratio wascomputed from Eq. 15 instead of Eq. 4.

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Table I. Soil conditions for 1987 Steiger tractor tests

Soil

Surface

Soil

TypeSoil cone index

kPa

Moisture

content %

Firm

Summer fallow

Tilled

Clay loamLoam

Loam

890

730

430

14

17

16

The tractive efficiency was plotted versus travel reductionin Figs. 4, 5 and 6. The soil conditions for the tests are listedin Table I. As shown, the efficiency obtained from this indirectmethod is close to the efficiency obtained by measuring theaxle power. The accuracy of the indirect method depended onthe estimated motion resistance as given by Eq. 15. Thisestimated motion resistance was affected by the net tractionratio predicted and the selected traction model, Eq. 3. For a4WD tractor, the net traction ratio of the front wheels wasconsidered to equal that of the rear wheels. But, in an actualsituation, they are not equal. There are a few factors whichinfluence the net traction ratio, including dynamic wheel load,soil strength and tire sizes. In this case, the traction performance of a 4WD tractor is not equivalent to that of a singledrive wheel. Thus, the traction ratio from Eq. 13 is only an

X

£.sJ i

SOIL: FIRM STUBBLE

o 20-1—<a:

iiio 15-7<\- oCrt

Ld10-

oo oP

ozo

5-diSbsP0^ o

o

o o2

0-o

1— —1

5 10 15

TRAVEL REDUCTION, %

20

Fig3. Motion resistanceratio of the Steiger Bearcat tractorvs travel reduction.

100

* 80-

o

I 60

DIRECT DETERMINEDINDIRECT DETERMINED

o

D D

--

_opo-crere ~- - ---qF!1^*8^..

-• 7

-- O

aSOIL: FIRM STUBBLE

H 1 1

£ 20-

0 5 10 15

TRAVEL REDUCTION, %

Fig 4. Comparison of tractive efficiency obtained fromtwo different methods on firm soil.

246

20

iuu-

DIRECT DETERMINED• -D INDIRECT DETERMINED

X 80-

TRACTIVEEFFICIENCY, N>-O)OOO

^a^*^^^^

SOIL: SUMMER FALLOW

0- _l | ,

0 5 10 15 20

TRAVEL REDUCTION, %

Fig 5. Comparison of tractive efficiency obtained fromtwo different methods on summer fallow soil.

100

* 80 +

6"y 60oL_Ll.Ld

Ld>

OH

40--

20

o—

•— -

—o DIRECT DETERMINED

--• INDIRECT DETERMINED

SOIL: TILLED

1

10

TRAVEL REDUCTION, %15 20

Fig 6. Comparison of tractive efficiency obtained fromtwo different methods on tilled soil.

approximation. This unequal net traction ratio possibly contributed somewhat to the error in estimating the tractiveefficiency. As mentioned earlier, the vertical load on the drawbarhitchwascalculated from themeasured horizontal pullandtheestimated pullangle of seven degrees. Fora tractor pullinga semimounted implement, the error caused by disregardingthe effect of the vertical load was small. Figure 7 shows theplots of motion resistance ratiowith and without consideringthe vertical load on the tractor hitch. As can be seen, thedifference between the two plots is very small.

Asshown inFigs. 4,5 and6, theestimation erroris large if thetravelreduction is small.Usually, low travel reductionresultsinmore scatter in data (Upadhyaya et al. 1988). A satisfactoryprediction was obtained when the travel reduction was within therange from 8 to 15 percent.

In this study, the soil cone index was estimated from themeasured horizontal drawbar pull and the travel reduction.Although it has the same dimension as the index measuredwitha conepenetrometer (ASAES313.2 1987),themagnitudeof the estimated index may differ from the measured coneindex (Wang and Zoerb 1987). To distinguish the measuredsoil cone index from the estimated, the latter was called traction index, //. From literature and this study, the net tractionratio can be generalizedby the followingequation:

WANG and ZOERB

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25

20

15

10 +

oz

Ld

zoI-o

o WITHOUT CONSIDERING VERTICAL DRAWBAR LOAD

D CONSIDERING VERTICAL DRAWBAR LOAD

I ,b a

e ~ gD Q

SOIL: SUMMER FALLOW

-+- -+-

5 10 15

TRAVEL REDUCTION, %20

Fig 7. Comparison of motion resistance ratio computedwith and without considering the vertical load onthe tractor hitch.

Tr = Coll - txp(ciCnS)] + (C2/Cn + C3) + C4(S - C5) (16)

For a drive wheel in different soils, the net traction ratioequation may take the same form but with different constants.If the constants in Eq. 16 were determined for each combination of tractor and soil, the equation could be used for a similartractor-soil condition with good accuracy. But it is not practical to conduct field tests for every tractor-soil condition,because soil conditions may vary from season to season andfrom place to place although the tractor is the same. Nonetheless, it is possible to partially compensate for the error causedby soil condition change by the following method:

With the use of the traction index, //, the wheel numeric iscalled modified wheel numeric, Cm, which is:

Cm=hbdlW (17)

Substituting Cnby Cm, Eq. 16 becomes:

Tr= c0[l - txp(-ciltbdS/W)] + (ciWIhbd + C3) +C4(S - cs) (18)

If all the coefficients (c0, ci, ... ,cs) are considered to beconstant, the traction index, /*, will be able to compensate forthe errors caused by the variation of soil strength, tire size andshape, and tire inflation pressure, provided it is obtained usingthe method described earlier. Since it is obtained for a specifictractor-soil condition, the traction index can not be used forother tractor and other soil conditions. But it can be used for

the same tractor with similar soil conditions. For a specifiedfarmstead, a certain tractor will be used for years and the soilconditions will not change very much for a given season in aspecified field. Thus, the concept of traction index shows ausefulness for individual farms. The traction index can be

obtained by making a single test run or more test runs for betteraccuracy. The index can be determined at any time for thepurpose of monitoring tractor tractive efficiency.

CONCLUSIONS

1. Tractor tractive efficiency can be determined indirectly

CANADIAN AGRICULTURAL ENGINEERING

from travel reduction and horizontal drawbar pull. Themethod was based on the traction equation developed byWismer and Luth (1973). Field test results showed themethod provided reasonable accuracy within the travelreduction range from 8 to 15 percent. The predictionerror became smaller with the increase of the tractive

efficiency. This indirect method can be applied for thefield performance monitoring of farm tractors.

2. The concept of tractor traction index was introduced. Thetraction index was used just as the soil cone index, but itwas obtained from the measurement of drawbar pull andtravel reduction. Traction index represents tractor traction ability not just soil strength. It partially compensatesfor the errors caused by the variation of soil strength, tiresize and shape, and tire inflation pressure. The index canbe determined at any time during the field operation.

REFERENCES

ASAE S296.3. 1987. Uniform terminology for traction ofagricultural tractors, self-propelled implements, and othertraction and transport devices. ASAE Standards. Am. Soc.Agr. Engrs., St. Joseph, MI.

ASAE S313.2. 1987. Soil cone penetrometer. ASAE Standards. Am. Soc. Agr. Engrs., St. Joseph, MI.

BEKKER, M.G. 1960. Off the road locomotion. Univ. ofMichigan Press. Ann Arbor, MI.

BRIXIUS, W.W. 1987. Traction prediction equations forbias ply tires. Paper No. 87-1622. Am. Soc. Agr. Engrs.,St. Joseph, MI.

DOMIER, K.W. and A.E. WILLANS. 1978. Tractive efficiency — Maximum or optimum? Trans. Am. Soc. Agr.Engrs. 21(2):650-653.

DYWER, M.J., D.R. COMELY and D.W. EVERNDEN. 1974.The field performance of some tractor tires related to soilmechanical properties. J. Agric. Eng. Res. 19(l):35-50.

FREITAG, D.R. 1966. A dimensional analysis of the performance of pneumatic tires on clay. J. Terramech. 3(3):51-68.GEE-CLOUGH, D., M. MCALLISTER, G. PEARSON andD.W. EVERNDEN. 1978. The empirical prediction of tractor-implement field performance. J. Terramech. 15(2):81-94.

MCKYES,E. 1985. Soil cutting and tillage. Elsevier SciencePublishing Co., Inc., New York, USA.

MUSONDA, N.G., F. W. BIGSBY and G.C. ZOERB. 1983.Four wheel drive tractor instrumentation for traction studies.Paper No. 83-1546. Am. Soc. Agr. Engrs., St. Joseph, MI.

PARKHILL, G.J. and R.H. MACMILLAN. 1986. A measurement system for tractor drawbar performance. Conf. on Agric.Eng., Adelaide, Australia.

SELF, K.P. and J.D. SUMMERS. 1988. Dynamic-load andwheel-speed ratio effects on four-wheel drive tractive performance. Paper No. 88-1516. Am. Soc. Agr. Engrs., St Joseph, MI.

STEINKAMPF, H. and G. JAHNS, 1985. Betriebseigenschaften von Ackerschlepperreifen bei UnterschiedlichenEinsatzbedingungen, by Steinkampf; NumerischeBeschreibung der Betriebseigenschaften vonAckerschlepperreifen, by Jahns. Institut fur Betriebstechnik derFAL. Bundesallee 50,3300 Braunschweig, West Germany.

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TAYLOR, J.H. 1973. Lug angle effect on traction performance of pneumatic tires. Trans. Am. Soc. Agr. Engrs.17(2):195-197.

TURNAGE, G.W. 1972. Tire selection and performance prediction for off-road wheeled-vehicle operations. Proc. 4thInter. Conf., Inter. Soc. for Terrain-Vehicle System and Swedish Soc. for Collaboration on Terrain-Vehicle Res.,Stockholm, Sweden.

UPADHYAYA, S.K., W J. CHANCELLOR, D. WULFSOHNand J.L. GLANCEY. 1988. Sources of variability in traction

248

data. J. Terramech. 25(4):249-272.

WANG, G., R.L. KUSHWAHA. and G.C. ZOERB. 1989.Traction performance of a model 4WD tractor. Can. Agric.Eng. 31(2): 125-129.

WANG, G. and G.C. ZOERB. 1987. Indirect determination ofsoil cone index. Paper No. NCR87-602. Am. Soc. Agr. Engrs.,St. Joseph, MI.

WISMER, R.D. and H.J. LUTH. 1973. Off-road traction prediction for wheeled vehicles. J. Terramech. 10(2):49-61.

WANG and ZOERB