Previous Page Table of Contents Next Page


Annex 8. Calculation example for applying the dual Kc procedure in irrigation scheduling

This annex illustrates in more detail the application of the various equations for calculating Kcb, Ke and ETc using the dual Kc approach of Chapter 7. The example is in the form of a computer spreadsheet and is applied to the dry, edible bean crop that was used in example boxes 15 and 16 of Chapters 6 and 7. The spreadsheet is shown in Figure 8.1, where the irrigation schedule is determined using the daily soil-water balance procedure described in Chapter 8. The timing of irrigations is based on the management allowed depletion (MAD) of the available water that can be stored in the root zone. The irrigation schedule and the corresponding estimated wet soil evaporation are different from the actual values shown in Box 16 of Chapter 7, since Box 16 represents the actual irrigation schedule used at Kimberly during 1974. The actual schedule deviated somewhat from the theoretical schedule of Figure 8.1.

The spreadsheet formulas used for calculations and the references to equations in the text are indicated in Box 8.1. The variable names used for parameters follow the same convention used in Chapters 1 to 9. The variable names are defined in the List of principal symbols and acronymns in the introduction to this paper. A few exceptions are defined in Table 8.1.

The spreadsheet in Figure 8.1 includes columns for variables Tmax, u2 and Tdew. The Tmax and Tdew columns are used to calculate daily RHmin. The u2 and RHmin columns are used to adjust Kcb mid and Kcb end using Equation 70 of Chapter 7 and to calculate Kc max using Equation 72 on a daily basis. The data in the first 7 rows of Figure 8.1 that appear within boxes represent the specific crop and soils information that is entered by the user for a particular crop and soil combination. All other information (outside of boxes) is calculated automatically by the spreadsheet program. The columns having double underlined headings represent the data that are input by the user into the spreadsheet.

The calculations in Figure 8.1 can be used to verify other computer programs or spreadsheet calculations for Ke, Kc and ETc. Small differences may result, depending on the assumptions of timing of irrigations. The spreadsheet of Figure 8.1 presumes that all irrigation and precipitation events occur early in the morning. The scheduling and magnitudes of irrigations are based on the soil water depletion at the end of the previous day. The spreadsheet also presumes that all drainage from the root zone due to excess precipitation occurs on the day of the precipitation event. It is assumed that runoff from precipitation is zero. If necessary, procedures for predicting precipitation runoff can be entered into the spreadsheet using procedures described in most standard hydrology textbooks. It is assumed that the net depth of irrigation that is retained in the crop root zone is exactly equal to the depletion depth of the previous day. This assumption presumes perfect knowledge of soil water depletion by the irrigator or that all irrigations are adequate or excessive. This assumption may not hold for some irrigation conditions and can be changed by the user as needed.

Spreadsheet formulas used to create the spreadsheet of Figure 8.1 are listed in Box 8.1 for the Microsoft Excel language (versions 5 and higher). Formulae for other types of spreadsheets would be similar. Formulae for the Corel Quattro-Pro language (versions 5 and higher) can be downloaded from the FAO internet site.

FIGURE 8.1. Example Spreadsheet for Calculating ETc = (Kcb + Ke) ETo and an Irrigation Schedule(1)

FIGURE 8.1, continued.

FIGURE 8.1, continued.

BOX 8.1. Spreadsheet formulas and corresponding equations for Excel spreadsheet programs.

Formulas for Rows 1 to 15 of Figure 8.1 (for Microsoft Excel, versions 5/95 and later)

Underlined numeric values are input by the user

Equation in text or footnote

Cell

Text, value, or formula









A1:

Example Spreadsheet for Calculating ETc = (Kcb + Ke) ETo and an Irrigation Schedule

P2:

Computed Dates for Stages:

A3:

Crop:

B3:

Dry, Edible Beans

F3:

Table 11:

I3:

Table 12:

J3:

Following Adjustment:

P3:

Jplant

Table 2.5

Q3:

= TRUNC(275*C5/9 - 30 + C6) + IF(C5 > 2,-2,0) + IF(MOD(C14, 4) = 0, + 1,0)


































V3:

fw (irrig.):

X3:

0.5

AE3:

Rootmin

AF3:

0.2

AG3:

m

AH3:

MAD during Initial Stage

AK3:

70

AL3:

%

E4:

Lini

F4:

25

H4:

Kcb ini

I4:

0.15

J4:

= I4

L4:

Kc min

M4:

= J4

P4:

JDev

Q4:

= Q3 + F4

V4:

REW:

X4:

8

Y4:

mm

AE4:

Rootmax

AF4:

0.8

AG4:

m

AH4:

MAD after Initial Stage

AK4:

45

AL4:

%

A5:

Planting:

B5:

Month

C5:

5

E5:

Ldev

F5:

25

H5:

Kcb mid

I5:

1.1

Eq. 70

J5:

= I5+(0.04*($K$8 - 2)-0.004*($K$9 - 45))*($M$5/3)^0.3


















L5:

Max. Ht.:

M5:

0.4

N5:

m

P5:

JMid

Q5:

= Q4 + F5

V5:

TEW:

X5:

22

Y5:

mm

AE5:

Avail. Water

AF5:

160

AG5:

mm/m

B6:

Day

C6:

22

E6:

Lmid

F6:

30

H6:

Kcb end

I6:

0.25

Eq.70

J6:

= IF(16 < 0.45, 16, 16 + (0.04*($K$8 - 2) - 0.004*($K$9 - 45))*($M$5/3)^0.3)













P6:

JLate

Q6:

= Q5 + F6

V6:

initial De:

X6:

18

Y6:

mm

E7:

Llate

F7:

20

P7:

JHarv

Q7:

= Q6 + F7

V7:

Initial fw:

X7:

1

H8:

Midseas. Av. Wind Speed:

(1)

K8:

= (VLOOKUP(Q6, D14: AP183, 38) - VLOOKUP(Q5, D14: AP183, 38))/(Q6 - Q5)





L8:

m/s

M8:

<-----Computed automatically from Lookup on column AO

AH8:

(Irrigation that is needed is presumed applied at beginning of next day)

H9:

Midseas. Av. RHmin:

(1)

K9:

= (VLOOKUP(Q6, D14: AP183, 39) - VLOOKUP(Q5, D14: AP183, 39))/(Q6 - Q5)



L9:

%

M9:

<----Computed automatically from Lookup on column AP

First row of formulas (row 14)

Note: some formulas in row 14 (first day) vary from those in rows 15 onward. See row 15 for example calculations for all subsequent days.




A14:

5

B14:

15

C14:

74

Table 2.5

D14:

= TRUNC(275*A14/9 - 30 + B14) + IF(A14 > 2,-2,0) + IF(MOD(C14, 4)=0, +1,0)





E14:

10

F14:

5.7655

G14:

0

H14:

3.4

Eq. 14

I14:

= 0.6108*EXP((17.27*G14)/(G14 + 237.3))

Eq. 11

J14:

= 0.6108*EXP((17.27*E14)/(E14 + 237.3))

Eq.63

K14:

= I14/J14*100


L14:

0

Eq. 66 (2)

O14:

= IF(D14 < $Q$4,$J$4, IF(D14 < $Q$5,$J$4 + (D14 - $Q$4)/$F$5*($J$5 -$J$4), IF(D14 < $Q$6, $J$5, IF(D14 < $Q$7, $J$5 + (D14 - $Q$6)/$F$7*($J$6 - $J$5), $J$4))))

(3)

P14:

= MAX(014/$J$5*$M$5, P13)

Eq. 72

Q14:

= MAX(1.2 + (0.04*(F14*0.9 - 2) - 0.004*(K14 - 45))*(P14/3)^0.3, O14 + 0.05)

(4)

R14:

0

Eq. 76

S14:

= MAX(((O14 - M$4)/(Q14 - M$4))^(1 + 0.5*P14), 0.01)

(5)

T14:

=IF(R14 > 0, X$3, IF(L14 > 0, 1, X7))

Eq. 75

U14:

= MIN(1 - S14, T14)

(6)

V14:

= X6

Eq. 74

W14:

= MAX(IF(V14 < X$4, 1, (X$5 - V14)/(X$5 - X$4)),0)

Eq. 71

X14:

= MIN(+ W14*(Q14 - 014), U14*Q14)


Y14:

= X14*H14

Eq. 79

Z14:

= MAX(L14 + R14, 0)

Eq. 77 (6)

AA14:

= V14 - L14 - R14 + Y14/U 14 + Z14

(7)

AB14:

= 014 + X14.

Eq. 69 (7)

AC14:

= AB14*H14

Eq. 8.1 (8)

AE14:

= MAX((O14 - $J$4)/($J$5 - $J$4)*($AF$4 - $AF$3) + $AF$3, AE13)

Eq. 82

AF14:

= MAX(IF(D14 < Q$4, AK$3, AK$4)/100*AE14*$AF$5, AF13)

Eq. 85 (9)

AG14:

= $X$6 - L14 + AC14

(10)

AH14:

= IF(D14 >= Q$3, IF(D14 < (Q$6 + Q$7)/2, IF(AG14 > AF14, AG14, 0), 0), 0)

Eq. 88

AI14:

= MAX(+ L14 - AC14 - $X$6, 0)

Eq. 84 (11)

AJ14:

= IF(AG14 > AF14, (AE14*AF$5 - AG14)/(AE14*AF$5 - AF14), 1)

Eq. 80

AK14:

= X14 + 014*AJ14

Eq. 85 (9)

AU 4:

= +$X$6 - L14 + AK14*H 14 + AI14

(12)

AO14:

= F14

(12)

AP14:

= K14

Second row of formulas

All rows below row 15 are similar.




A15:

5

B15:

16

C15:

74

Table 2.5

D15:

= TRUNC(275*A15/9 - 30 + B15) + IF(A15 > 2,-2,0) + IF(MOD(C15, 4)= 0, +1,0)





E15:

13.3

F15:

2.2175

G15:

-5

H15:

4.1

Eq. 14

I15:

= 0.6108*EXP((17.27*G15)/(G15 + 237.3))

Eq. 11

J15:

= 0.6108*EXP((17.27*E15)/(E15 + 237.3))

Eq. 63

K15:

= I15/J15*100


L14:

0

Eq. 66 (2)

015:

= IF(D15 < $Q$4, $J$4, IF(D15 < $Q$5, $J$4 + (D15 - $Q$4)/$F$5*($J$5 - $J$4), IF(D15 < $Q$6, $J$5, IF(D15 < $Q$7, $J$5 + (D15 - $Q$6)/$F$7*($J$6 - $J$5), $J$4))))

(3)

P15:

= MAX(015/$J$5*$M$5, P14)

Eq. 72

Q15:

= MAX(1.2 + (0.04*(F15*0.9 - 2) - 0.004*(K15 - 45))*(P15/3)^0.3, 015 + 0.05)

(4)

R15:

= IF(AH14 > 0, AH14/$X$3, 0)

Eq. 76

S15:

= MAX(((015 - M$4)/(Q15 - M$4))^(1 + 0.5*P15), 0.01)

(5)

T15:

= 1F(R15 > 0, X$3, IF(L15 > 0, 1, T14))

Eq. 75

U15:

= MIN(1 - S15, T15)

(6)

V15:

= MAX(AA14 - L15 - R15,0)

Eq. 74

W15:

= MAX(IF(V15 < X$4, 1, (X$5 - V15)/(X$5 - X$4)), 0)

Eq. 71

X15:

= MIN(+W15*(Q15 - 015),U15*Q15)


Y15:

= X15*H15

Eq. 79

Z15:

= MAX(L15 + R15 - AA14, 0)

Eq. 77 (6)

AA15:

= AA14 - L15 - R15 + Y15/U15 + Z15

(7)

AB15:

= 15 + X15

Eq. 69 (7)

AC15:

= AB15*H15

Eq. 81 (8)

AE15:

= MAX((015 - $J$4)/($J$5 - $J$4)*($AF$4 - $AF$3) + $AF$3, AE14)

Eq. 82

AF15:

= MAX(IF(D15 < Q$4, AK$3, AK$4)/100*AE15*$AF$5, AF14)

Eq. 85 (9)

AG15:

= AK14 - L15 - AH14 + AC15

(10)

AH15:

= IF(D15 >= Q$3, IF(D15 < (Q$6 + Q$7)/2, IF(AG15 > AF15, AG15, 0), 0), 0)

Eq. 88

AI15:

= MAX(+ L15 + AH 14 - AC 15 - AK14, 0)

Eq. 84 (11)

AJ14:

= IF(AG15 > AF15, (AE15*AF$5 - AG15)/(AE15*AF$5 - AF15), 1)

Eq. 80

AK14:

= X15 + 015*AJ15

Eq. 85 (9)

AU 5:

= +AL14 - L15 - AH14 + AK15*H15 + AI15

(12)

AO15:

= AO14 + F15

(12)

AP15:

= AP14 + K15

Footnotes:

(1)

Cells K8 and K9 use the vertical lookup function to automatically calculate the average wind speed and average daily minimum relative humidity during the midseason period. The lookup function uses cumulative totals of wind speed and RHmin that are calculated in columns AO and AP.

(2)

The formula to calculate Kcb for each day uses a series of imbedded IF statements to determine which growing period the day is in. Linear interpolation is applied when the day is within the development and late season growing periods.

(3)

The crop height on any day is calculated as proportional to the value of Kcb on that day to the Kcb mid value, multiplied by the maximum crop height that has been entered by the user in cell M5. The value for crop height is not allowed to decrease with time. Hence, the MAX() function is employed, comparing with the value of the previous day.

(4)

The value for irrigation depth (divided by fw to express the depth over the wetted fraction of the soil, only) is presumed to occur early in the day. This value is based on a decision made at the end of the previous day (column AH), based on whether or not the ending soil water depletion on the previous day has exceeded the readily available water (RAW). The irrigation depth on the first day is presumed to be zero.

(5)

The value for fw is determined according to the last occurrence of precipitation or irrigation, as described in Chapter 7.

(6)

The depletion of the evaporation layer (top soil layer) at the beginning of the day is presumed to equal the depletion at the end of the previous day less any precipitation or irrigation, which is assumed to occur very early in the day. The value for De, i is limited to ³ 0.
The depletion of the evaporation layer at the end of the day is calculated according to Eq. 77, with root extraction of plant transpiration from the evaporation layer assumed to equal zero.

(7)

The value for Kc is calculated as Kc = Kcb + Ke and the value for ETc is calculated as Kc x ETo.

(8)

The depth of the effective root zone on any day is calculated as being proportional to the ratio of the value of the Kcb on that day (above the value of Kc min) to the Kcb mid - Kc min, as described in Eq. 1 of this annex. The rooting depth is not allowed to decrease with time. Therefore, the MAX() function is utilised, where the value for the previous day is compared.

(9)

The "first" estimate for ending depletion of the root zone (Dr, i) is estimated using Eq. 85, with drainage assumed to be zero and with ETc for nonstressed conditions. The value for Dr, i, is then recalculated in Column AK, after any drainage loss is estimated and after any reduction in ETc, to account for low soil water content. The value for Dr, i in column AK represents depletion of the root zone at the end of the day.

(10)

The net depth of irrigation needed is based on the value of soil water depletion at the end of the day. It is assumed that irrigation will be applied at the beginning of the following day. The formula in column AH checks to insure that the specific day is within the growing period. The formula assumes that no irrigation will be desired during the last one-half of the late-season period. This assumption may need to be modified for some other crops. The value for management allowed depletion is allowed to have a different (normally higher) value during the initial period as compared to during the rest of the growing season.

(11)

The stress coefficient Ks represents the Ks under the current conditions of soil water. The value for Ks is reduced below 1.0 using Eq. 84 if the depletion of the root zone (following any irrigation or precipitation earlier in the day) is greater than the readily available water (RAW). It is presumed that the stress point, p, is the same as the value entered for MAD. This presumption can be modified as needed.

(12)

Columns AO and AP contain cumulative sums of daily wind speed and daily minimum relative humidity. These columns are used to calculate mean values for u2 and RHmin during the midseason period (footnote 1).

TABLE 8.1. List of variable names in the spreadsheet that are not included in the List of principal symbols and acronyms in the introduction section of this paper.

Avail. Water

water available to plant (field capacity - wilting point) [mm/m]

JPlant

number of day of the year at time of planting [-]

JDev

number of day of the year at beginning of development period [-]

JMid

number of day of the year at beginning of midseason period [-]

JLate

number of day of the year at beginning of late season period [-]

JHarv

number of day of the year at time of harvest or death [-]

Max. Ht.

mean height of vegetation during the midseason period [m]

MAD during initial stage

management allowed depletion fraction during the initial growing period [-]

MAD after initial stage

management allowed depletion fraction following the initial growing period (during all other periods) [-]

Rootmin

average depth of "effective" root zone during the initial period (also described as Zr min) [m]

Rootmax

maximum depth of "effective" root zone (also described as Zr max) [m]

FIGURE 8.2. Daily values for Kcb from the calculation example of Figure 8.1

The daily values calculated for Kcb and Kc are illustrated in Figure 8.2. The daily soil water depletion at the end of each day calculated in the spreadsheet example is graphed in Figure 8.3. Figure 8.3 illustrates the effect of an increasing root zone on the allowable depletion. The allowable depletion is the same as the readily available water (RAW) when it is assumed that MAD = p, the evapotranspiration depletion factor. The depth of the effective root zone is calculated on each day as:

(8-1)

and

Zr i = Zr max for J ³ Jmid (8-2)

where

Zr i effective depth of the root zone on day i [m]

Zr min initial effective depth of the root zone (at the beginning of the initial period (planting))

Zr max maximum effective depth of the root zone during the midseason period (from Table 22 of Chapter 8)

J Day of year [1 to 366]

Zr min is the same as variable Rootmin that is used in Figure 8.1 and Zr max is the same as Rootmax. Equations 8-1 and 8-2 presume that the development of the root zone increases in proportion to the increase in Kcb. This implies that the maximum effective root depth is reached by the beginning of the midseason. Other approaches to estimate Zr can be used, including interpolations based on time of season, for example:

(8-3)

and

Zr i = Zr min when J < Jstart, and Zr i = Zr max when J > Jmax

where:

Jstart Day of year at beginning of the increase in Zr i beyond Zr min
Jmax Day of year at the attainment of maximum rooting depth

Zr min for annual crops should represent the depth of seed placement plus an additional depth of soil that may contribute water to the seed as it extends its initial roots downward following germination. For many annual crops, Zr min can be estimated as 0.15 to 0.20 m.

The value used for MAD is given a separate and larger value during the initial period to account for the ability of roots for some crops to extract water at relatively dry water contents during germination and during the initial period with little impact by stress. In this example, it is assumed that p = MAD.

The irrigation period for the bean crop is presumed to begin at planting and to terminate half-way through the late season period. Therefore, the last irrigation date is on day 225. The bean crop exhibited only a small amount of stress following day 225, since the Kc was declining. The stress coefficient (Ks) is calculated in column AJ of the spreadsheet.

The fact that irrigations are not applied in the spreadsheet until the the soil water depletion at the end of the previous day is greater than or equal to RAW occasionally causes a small amount of stress on the day prior to irrigation (see Ks in column AJ). The impact of Ks on Kc adj was small before planting and near the end of the growing season because Kcb is small relative to the potential value for Ke during these periods.

This particular example is intended only to demonstrate how to apply the soil evaporation equations during scheduling of irrigations. The procedure used to determine the irrigation schedule and the assumptions used may not always be appropriate. The reader should modify the irrigation scheduling procedure to fit the conditions of the local area.

FIGURE 8.3. Soil water depletion at the end of each day calculated in Figure 8.1


Previous Page Top of Page Next Page