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Chapter 5
Program AEZCCS04: LP Matrix Generator

Program AEZCCS04 reads the output from the land productivity assessment (program AEZCCS03) and prepares a data file for input to a linear programming package according to the specifications given in the scenario control input file. Output is generated in standard MPS file format (see Appendix E).

5.1 Program Logic and Overview

The scenario control input file, file CTRL$$$, is read (subroutine CTRLIN). Here, the user specifies the mode of operation, several program control switches and, optionally, a subset of constraints of the linear program which is prepared to subsequently arrive at an optimal land use pattern. Aggregation indices, conversion weights and various technical coefficients at different levels of aggregation are read from a data set as specified on the scenario control file (subroutine LOADT1). Then, the livestock systems definition tables are processed (subroutine L0ADT2), and crop specific input requirements in table function format are read into memory (subroutine LOADTM). Livestock distribution parameters are checked for consistency and feasibility (function LVDCHK).

The main program loop starts with reading the cell information record from the unformatted sequential file created by program AEZCCS03 (subroutine CELLIN). Then, basic accounting of cell extents takes place (subroutine ACCALC), the population density relevant to the current cell is retrieved, and the crop combination records relating to the current cell are screened and copied to a temporary working file (subroutine TBGET).

The temporary file is re-read and each available crop combination record is processed (subroutine CMBIN). Various land area counters are updated (subroutine ACCALC), and production from every admissible crop combination is determined (subroutine QCCALC). The input requirements for production in terms of seeds, fertilizer, power and pesticides are derived from the technology matrix (subroutine INPUTS) and the respective weight in the objective function of the LP is calculated (function OBJFUN). The relevant coefficients of the LP constraint matrix are generated (subroutine CMBMAT) and saved on temporary unformatted sequential working files (subroutine OUTREC).

After having processed all the crop combination records available for the current land inventory cell, the program proceeds with reading the next cell information record continuing this operation cycle until all cells have been read and dealt with.

FIGURE 5.1
Information flow in program AEZCCS04

FIGURE 5.1

Finally, the program turns to the livestock systems feeding and distribution constraints (subroutine LVSMAT). While processing all the crop combination information, the program also calculates and aggregates data on feed supply by livestock zone. This information is used to generate livestock zone and livestock system specific feed balances and livestock system share constraints (subroutine QLCALC).

The program ends with writing out the LP specification - objective function, constraint matrix, right hand sides and activity bounds - in standard SPECS and MPS data file format (subroutine LPGEN). The information flow in program AEZCCS04 is shown in Figure 5.1.

5.2 Input/Output File Sizes and Connections

Unit Nr.File nameFileb) typeRecord length (bytes)Number of recordsa)File size (bytes)I/Oc) mode
5CTRL$ $ $e)FS80V-R
6PRINTERFS132V-W
9OUT$ $ $e)FS132.V≤ 5000W
10LPSPECSd)FS44V≤ 30 MbW
11POPDISTUR118801041235520R
12EXTENTSUR5940104617710R
10COMMDATFS80132≤ 1000R
10LVSDATFS8055≤ 1000R
10TECHMATFS8045636480R
15SCR104d)US≤ 125V≤ 20 MbRW
16SCR204d)US≤125V≤ 5 MbRW
17SCR304d)US≤ 125V≤ 32 KbRW
18SCR404d)US≤125V≤ 1 MbRW
19BIN.$$$e)US≤56V≤ 10 MbR

a) ‘V’ indicates a variable, district or country specific number of records.

b) FS = formatted sequential, UR = unformatted random access, US = unformatted sequential.

c) R = input, W = output.

d) The size of the temporary working files SCR104 to SCR404 and the size of the LP specification file LPSPECS largely depend on the complexity of the land inventory and the number of admissible crop combinations that have to be processed. In the Kenya Case Study LPSPECS files of more than 10 Mb have been observed in rare cases only (e.g. Meru district, 25 Mb), with typical sizes in the range of 1 – 5 Mb.

e) ‘$$$’ in file names BIN.$$$ and OUT.$$$ has to be replaced by the respective three digit district codes.

5.3 Subprogram Description:

Name :AEZCCS04
Type:Main program
Arguments :none
Purpose :LP Matrix Generator program for population supporting capacity
 assessment.
Called by :none
Calls to :CELLIN, CMBIN, CTRLIN, LPGEN, LVSMAT, TBGET
Box Ref. :1.4
  
Name :ACCALC (nflag)
Type:subroutine
Arguments :integer
nflag:routine control flag
Purpose :Set up cell acreage counters.
Called by :CMBIN, TBGET
Calls to :CLR4BR
Box Ref. :4.12*
  
Name :CELLIN (eof, nfeas)
Type:subroutine
Arguments :integer*2, integer*2
 eof : end-of-file indicator
 nfeas : number of feasible crops in current cell
Purpose :Read in land inventory record from unformatted sequential file.
Called by :MAIN
Calls to :none
Box Ref. :4.2
  
Name :CLR2BI (buf, n, val)
Type:subroutine
Arguments :integer*20, integer, integer
 buf : data buffer to be initialized
 n : number of elements to be initialized
 val : value to be assigned to data buffer elements
Purpose :Initialize a specified number of elements of a two byte integer array to a given value.
Called by :CMBIN, CTRLIN, LOADT2, TBGET
Calls to :none
Box Ref. :none
  
Name :CLR4BI (buf, n, val)
Type:subroutine
Arguments :integer*40, integer, integer
 buf : data buffer to be initialized
 n. : number of elements to be initialized
 val : value to be assigned to data buffer elements
Purpose :Initialize a specified number of elements of a four byte integer array to a given value.
Called by :CTRLIN
Calls to :none
Box Ref. :none
  
Name :CLR4BR (buf, n, val)
Type:subroutine
Arguments :real*40, integer, real*4
 buf : data buffer to be initialized
 n. : number of elements to be initialized
 val : value to be assigned to data buffer elements
Purpose :Initialize a specified number of elements of a four byte real array to a given value.
Called by :ACCALC, CTRLIN, INPUTS, L0ADT2, QCCALC, QLCALC
Calls to :none
Box Ref. :none
  
Name :CMBIN
Type:subroutine
Arguments :none
Purpose :Read in and process crop combination records relevant in current cell.
Called by :MAIN
Calls to :ACCALC, CLR2BI, CMBMAT, OUTREC, QCCALC
Box Ref. :4.4
Name :CMBMAT
Type:subroutine
Arguments :none
Purpose :Generate crop combination related LP coefficients and write non-zero elements to scratch file.
Called by :CMBIN
Calls to :OUTREC
Box Ref. :4.16
  
Name :CTRLIN
Type:subroutine
Arguments :none
Purpose :Read scenario control information and open required files for I/O.
Called by :MAIN
Calls to :CLR2BI, CLR4BI, CLR4BR, ERROR, L0ADT1, L0ADT2, LOADTM, LVDCHK
Box Ref. :4.1
  
Name :ERROR (ityp, ifatal)
Type:subroutine
Arguments :integer, integer
 ityp : error code
 ifatal : error level
Purpose :Display an error message.
Called by :CTRLIN, LOADT1, LOADT2
Calls to :none
Box Ref. :4.11
  
Name :INPUTS (icrp, yield, req)
Type:subroutine
Arguments :integer, real*4, real*4()
 icrp : crop code
 yield : crop yield
 req:input requirements
Purpose :Interpolate input requirements from table functions given in technology matrix.
Called by :QCCALC, QLCALC
Callsto:CLR4BR, ISGLYS, TMIDX, TTAB
Box Ref. :4.19
  
Name :ISGLYS (islu)
Type:logical function
Arguments :integer*2
 islu : soil unit code
Purpose :Is soil a Gleysol ?
Calledby:INPUTS
Calls to :none
Box Ref. :4.22
  
Name :ISLITH (iphs)
Type:logical function
Arguments :integer*2
 iphs : soil phase code
Purpose :Is soil phase of type lithic ?
Called by :INPUTS
Calls to :none
Box Ref. :4.18
  
Name :ISRFED (kfirst)
Type:logical function
Arguments :integer
 kfirst : first crop in sequential crop combination
Purpose :Check if land can be used for rainfed production.
Called by :TBGET
Calls to :none
Box Ref. :4.13
  
Name :LOADT1
Type:subroutine
Arguments :none
Purpose :Load crop specific conversion factors and weights.
Called by :CTRLIN
Calls to :ERROR
Box Ref. :4.7
  
Name :LOADT2
Type:subroutine
Arguments :none
Purpose :Load livestock systems parameters.
Called by :CTRLIN
Calls to :CLR2BI, CLR4BR, ERROR
Box Ref. :4.8
  
Name :LOADTM
Type:subroutine
Arguments :none
Purpose :Load technology matrix.
Called by :CTRLIN
Calls to :none
Box Ref. :4.9
  
Name :LPGEN
Type:subroutine
Arguments :none
Purpose :Write out LP specification in standard SPECS and MPS data format.
Called by :MAIN
Calls to :none
Box Ref. :4.6
  
Name :LVDCHK(irhs, share, len)
Type:integer function
Arguments :integer*2()> real*40, integer
 irhs : livestock distribution constraint type
 share : livestock system distribution shares
 len. : number of systems to be checked
Purpose :Perform simple feasibility checks on livestock system distribution constraints
Called by :CTRLIN
Calls to :none
Box Ref. :4.10
  
Name :LVSMAT
Type:subroutine
Arguments :none
Purpose : Generate livestock system related LP coefficients and write non-zero elements to scratch file.
Called by :MAIN
Calls to :OUTREC, QLCALC
Box Ref. :4.5
  
Name :OBJFUN (mode, kfirst, qval, pcost)
Type:real*4 function
Arguments :integer, integer, real*4, real*4
 mode : routine control flag
 kfirst : first crop in sequential crop combination
 qval : production value
 pcost : production cost
Purpose :Return weight of current activity in linear objective function.
Called by :QCCALC, QLCALC
Calls to :none
Box Ref. :4.21*
  
Name :OUTREC (iu, irow, label, val)
Type:subroutine
Arguments :integer, integer, character*8, real*4
 iu : routine control flag
 irow:LP row index
 label : LP column label
 val : LP constraint matrix coefficient
Purpose :Write LP row record to scratch file.
Called by :CMBIN, CMBMAT, LVSMAT
Calls to :none
Box Ref. :4.17*
  
Name :PYLOSS (sloss, ithz, days, islu, iphs)
Type:real*4 function
Arguments :real*4, integer*2, integer*2, integer*2, integer*2
 sloss : annual soil loss
 ithz : thermal zone code
 days : number of days in LGP
 islu : soil unit code
 iphs : soil phase code
Purpose :Convert estimated soil loss to productivity loss.
Called by :TBGET
Calls to :ISLITH
Box Ref. :4.14
  
Name :QCCALC
Type:subroutine
Arguments :none
Purpose :Calculate production, input requirements, and value of objective function for a given sequential crop combination.
Called by :CMBIN
Calls to :CLR4BR, INPUTS, OBJFUN, TLUFCT
Box Ref. :4.15
  
Name :QLCALC
Type:subroutine
Arguments :none
Purpose :Calculate production, feed requirements, and value of objective function for a given livestock system.
Called by :LVSMAT
Calls to :CLR4BR, INPUTS, OBJFUN
Box Ref. :4.25
  
Name :TBGET
Type:subroutine
Arguments :none
Purpose :Set up cell specific yet crop combination independent information.
Called by :MAIN
Calls to :ACCALC, CLR4BR, ISRFED, PYLOSS
Box Ref. :4.3
  
Name :TLUFCT (itech)
Type:real*4 function
Arguments :integer
 itech : input level indicator
Purpose :Return pasture/livestock productivity adjustment factor.
Called by :QCCALC
Calls to :none
Box Ref. :4.20
  
Name :TMIDX(days, isglys, yldfct)
Type:integer function
Arguments :integer*2, logical, real*4
 days : number of days in LGP
 isglys : gleysol indicator
 yldfct : productivity factor
Purpose :Return land class index for look-up in technology matrix.
Called by :INPUTS
Calls to :none
Box Ref. :4.23
  
Name :TTAB (yld, kr, lc, req)
Type:subroutine
Arguments :real*4, integer, integer, real*4()
 yld : crop yield
 kr : index of crop in technology matrix
 lc : land class index
 req : input requirements
Purpose :Look up input requirements in technology matrix.
Called by :INPUTS
Calls to :none
Box Ref. :4.24

TABLE 5.1
Variables read from scenario control input file, file CTRL$$$

Card Nr.Variable name# of Items readFormat specification
01TXTLIN1(A80)
02FNBIN1(A50)
03FNTB11(A50)
04FNTB21(A50)
05FNDBG1(A50)
06FNPRT1(A50)
07FNRND11(A50)
08FNRND21(A50)
09FNSCR11(A50)
10FNSCR21(A50)
11FNSCR31(A50)
12FNSCR41(A50)
13FNAGGR1(A50)
14MODE1(12)
15IDEBUG1(12)
16IPRINT1(12)
17FPLAND1(12)
18FLCPP1(12)
19DEGSH1(F5.2)
20RISK11(F5.2)
21RSK21(F5.2)
22CALREQ1(F5.2)
23PRTREQ1(F5.2)
24UMONO1(F5.2)
25TLUFLW1(F5.2)
26SHNFIX1(F5.2)
27TXTLIN1(A80)
28TP0P11(F10.0)
29TP0P21(F10.0)
30TXTLIN1(A80)
31–32CPPNFAG(/10F8.0)
33TXTLIN1(A80)
34TXTLIN1(A80)
35IRHS()*)MLVS1(16,918)
36LVDSTMLVS1(10F8.0)
37TXTLIN1(A80)
38IRHS()*)MLVS2(I6,9I8)
39LVDST(MLVS1+1)MLVS2(10F8.0)
40TXTLIN1(A80)
41LPNAME1(A30)

*) ‘’ indicates array subscript value calculated from configuration specific parameter constants (see Appendix B).

5.4 Program Control Data, File CTRL$$$

Each AEZ-CCS program is controlled by a short input data file which is usually read from standard input. Table 5.1 provides the list of variables read from the control file used to run LP matrix generator program AEZCCS04 and LP Report Writer program AEZCCS05. In the table only the fixed portion of the control file is explained. In addition, the user can optionally indicate various LP constraints related to target demand, production levels and land use, availability and use of production inputs, investment constraints, and soil conservation. Example 5.1 shows a simple version of the control input data file for Meru district in Kenya at intermediate level of input,

TXTLIN=character*80 variable for reading text lines which have been included to improve readability of scenario control data file.
FNBIN=name of file (including full path) containing cell information and crop combination records from land productivity assessment program AEZCCS03.
FNTB1=name of file (including full path) containing aggregation indices and miscellaneous crop and commodity conversion and weight factors (CF-cards, CQ-cards and AG-cards).
FNTB2=name of file (including full path) containing livestock zone and system definition tables (LZ-cards, LS-cards and LQ-cards).
FNDBG=name of file (including full path) where debug output and error messages are to be printed.
FNRND1=name of unformatted random access file (including full path) containing population distribution parameters by agro-ecological zone, i.e. by location unique in terms of THZ / PTN / LGP code.
FNRND2=name of unformatted random access file (including full path) containing total extents of agro-ecological zones.
FNSCR1=name of unformatted sequential file (including full path) used as temporary work space for holding LP constraint matrix records.
FNSCR2=name of unformatted sequential file (including full path) used as temporary working space for holding LP constraints right-hand-side records.
FNSCR3=name of unformatted sequential file (including full path) used as temporary work space. A RAM disk file should be specified whenever possible for fast access.
FNSCR4=name of unformatted sequential file (including full path) used as temporary working space for holding LP activity bound records.
FNAGGR=name of unformatted random access file (including full path) containing aggregate district results for re-printing and aggregation to national or province totals (only used in AEZCCS05).
MODE=1-digit run mode flag :
1 = maximize net calorie production
2 = maximize net value of production
3 = minimize production cost
4 = maximize gross value of production
IDEBUG=debug level; controlling level of detail to be written out to debug file during program execution.
IPRINT=print level; controlling level of detail to be written out to print file during program execution.
FPLAND=1-digit forest/park land use indicator :
0 = forest and park lands et aside
1 = include forest land in agricultural base
2 = include game park land in agricultural base
3 = include forest land and park land in agricultural base
FLCPP=control flag for constructing district target production levels from per caput demand targets.
DEGSH=share of production loss from soil degradation to be taken into account in calculations ( 0 ≤ DEGSH ≤< 1 ).
RISK1=district level risk parameter ( 0 < RISK1 < 1 ). The yield tables generated in program AEZCCS02 contain minimum, average and maximum yields according to the LGP pattern distribution parameters. The risk constraint requires that production under worst climatic conditions from the calculated optimal land use cannot fall below RISK1 times maximum attainable production under worst conditions. In other words, the constraint ensures that the cropping pattern generated in the LP, based on average climatic conditions, also provides a ‘sufficiently good’ solution in bad years.
RISK2=cell level risk parameter ( 0 ≤ RISK2 ≤ 1 ). This constraint acts as above but at the cell level instead of district level.
CALREQ=minimum calorie food requirement per person per day (Kcal/cap/day).
PRTREQ=minimum protein requirement per person per day (grams protein/cap/day).
UMONO TLUFLW=upper limit on cell use for mono-culture. This value acts as an upper bound on activity levels related to mono-culture. share of fallow land that can be used for grazing, i.e. live stock production (0 ≤ TLUFLW ≤ 1 ).
SHNFIX=share of acreage used for fuelwood production to be allocated to species without nitrogen fixation abilities ( 0 ≤ SHNFIX ≤ 1 ).
TPOP1=disrict/regional population in base year (i.e. 1980 in Kenya Case Study).
TPOP2=disrict/regional population in target year (i.e. 2000 in Kenya Case Study).
CPP=district/regional consumption pattern per caput in terms of aggregate food commodity list (for details on aggregation of agricultural production see section 5.5 below).
LVDST=livestock system distribution parameters in pastoral zone (0 – 119 days length of growing period) and intermediate/high productive zones (LGP ≤ 120 days).
LPNAME=header text of linear program.

In addition to the fixed portion of the scenario control file CTRL$$$ the user can provide data to generate various LP constraints that must be entered in four categories:

  1. net production constraints at aggregate food commodity level, e.g. target production level of pulses

  2. acreage and production constraints by agricultural commodity, e.g. wheat acreage, coffee acreage, maize production level

  3. input use constraints, e.g. fertilizer use availability

  4. miscellaneous constraints: e.g. conservation labor supply, investment limit.

Each of the constraints requires specification of a constraint type indicator and a constraint value. The constraint type indicator determines the kind of constraint that will be generated: 0 = unconstrained, 1 = equality constraint, 2 = lower bound inequality, 3 = upper bound inequality. Example 5.1, showing a simple scenario control file for Meru district in Kenya, illustrates the use of optional acreage constraints.

5.5 Commodity Aggregation Data, File COMMDAT

This text file contains three kinds of record types, CF, CQ, and AG, which refer to three different levels of commodity aggregation, namely, crop list, agricultural production, and aggregate food commodity list, respectively. Each record type contains commodity name information and technical coefficients such as conversion weights and extraction coefficients. The format of each record type is described below.

5.5.1 CF-Card: Conversion from Crop -> Agricultural Production List

The CF cards describe the first aggregation step, i.e. the conversion from individual crops to an agricultural production commodity list. Apart from crop name text labels this card type contains aggregation indices, respective conversion weights and other crop specific information.

Card PositionContents
 1 – 2card label
 3 – 5country code
 6 – 8crop sequence number
 9 – 16crop name, short text label
17 – 19aggregation index from crop list to agricultural commodity list
20 – 24aggregation weight to convert from crop list to agricultural commodity list
25 – 27technology matrix look-up index
28 – 29mono-culture crop group index
30 – 32extraction rate, i.e. share of crop yield available for food
33 – 37consumption calorie content of harvested product (Kcal per kg)
38 – 41protein content of harvested product (gram protein per 100 gram)
42 – 46crop producer price
47 – 50crop residues production (dry matter) per unit of crop yield
51 – 53crop residues uptake and utilization factor, i.e. upper bound on
54 – 56share of crop residues available for livestock feeding crop byproduct production (dry matter) per unit of crop yield
57 – 59crop by-products uptake and utilization factor, i.e. upper bound on share of crop by-products available for livestock feeding

5.5.2 CQ-Card: Conversion from Agricultural Production -> Food List

The CQ cards describe the second aggregation step from the agricultural production commodity list to an aggregate food product list. Each record contains commodity name, aggregation index and conversion weight. Waste factors account for losses incurred during harvesting and marketing.

Card PositionContents
1 – 2card label
3 – 5country code
6 – 8commodity sequence number
9 – 16commodity name, short text label
17 – 40commodity name, long text label
41 – 43aggregation index from agricultural production list to aggregate food list
44 – 48aggregation weight to convert from agricultural production list to aggregate food list
49 – 52waste share, i.e. share of production lost through harvesting and marketing
53 – 57price of agricultural product

5.5.3 AG-Card: Food List Cards

The AG cards describe the third aggregation level, the aggregate food commodity list. Demand constraints specified in the LP control input data file refer to this level of aggregation. There are two ways of specifying this type of constraints:

  1. direct specification of quantities demanded

  2. automatic generation of demand constraint from target per capita consumption levels contained in control file.

If per caput consumption levels are non-zero in file CTRL$$$ and the automatic demand generation flag (FLCCP) is set, then demand constraints will be imposed according to the priority level specified on the AG card. Priority level 01 results in inequality constraints, priority level 02 results in equality constraints. Note also, that direct specification of demand constraints overrides automatic demand constraint generation.

Card PositionContents
1 – 2card label
3 – 5country code
6 – 8food aggregate, sequence number
9 – 16food aggregate, short text label
17 – 40food aggregate, long text label
41 – 43food priority level: used only when automatic constraint generation from specified per caput demand is requested in LP (control parameter FLCPP in file CTRL$$$)

5.6 Livestock System Definition Data, File LVSDAT

This text file contains three kinds of record types, LZ, LS, and LQ, which refer to livestock zone definition records, livestock system definition, and livestock product definition, respectively. The format of each record type is described below.

5.6.1 LZ-Card: Livestock Zone Definition Records

The LZ cards map agro-ecological zones to livestock zones. Each combination of thermal zone and LGP codes is related to a livestock system zone. This relation is important as all the livestock feed balances are imposed at the level of a livestock zone.

Card PositionContents
1 – 2card label
3 – 5country code
6 – 8thermal zone code
  9not used
10 – 24for each LGP (1 to MLGP= 15), the livestock zone corresponding to the corresponding pair of thermal zone and LGP codes is indicated

5.6.2 LS-Cand Livestock System Definition Records

The LS cards describe each livestock system in terms of feed requirements and productivity. The records contain a suitability rating per livestock zone, feed requirements per TLU and relevant production of livestock products per TLU (up to four joint products per livestock system).

Card PositionContents
1 – 2card label
3 – 5country code
6 – 7livestock system sequence number
8 – 15livestock system name
  16not used
  17input level indicator 1 = low level, 2 = intermediate level, 3 = high level of input
  18not used
19 – 34suitability rating by livestock zone*
35 – 38total feed requirements (kg dry weight per herd TLU per day)
39 – 41maximum share of crop residues and by-products in feed diet
42 – 44requirement of primary product (cereals) in feed diet (kg per herd TLU per day)
45 – 47livestock product sequence number
48 – 52output of indicated livestock product (kg per herd TLU per year)
53 – 55livestock product sequence number
56 – 60output of indicated livestock product (kg per herd TLU per year)
61 – 63livestock product sequence number
64 – 68output of indicated livestock product (kg per herd TLU per year)
69 – 71livestock product sequence number
72 – 76output of indicated livestock product (kg per herd TLU per year)

* In the Kenya Case Study MLVZ=16 livestock zones have been distinguished. In the computer program the number of livestock zone codes is defined by parameter constant MLVZ (see Appendix B).

5.6.3 LQ-Card: Livestock Product Definition Record

The LQ cards describe livestock products in terms of name, aggregation index and conversion weight, i.e. their relation to the aggregate food list, and their value in terms of nutritional contents and unit price.

Card PositionContents
1 – 2card label
3 – 5country code
6 – 8livestock product sequence number
9 – 16product name, short text label
17 – 40product name, long text label
41 – 43aggregation index from livestock product list to aggregate food list
44 – 48aggregation weight to convert from livestock product list to aggregate food list
49 – 52waste share, i.e. share of production lost through marketing
53 – 57energy content of livestock product (Kcal per kg)
58 – 62protein content of livestock product (gram protein per 100 gram)
63 – 67livestock product farm price

5.7 Technology Matrix, File TECHMAT

The TECHMAT file is used to describe the input to output relationship of the crop production activities in the study. The technology matrix uses a table function format. Each record refers to a specific crop under specific agro-climatic conditions at a specific level of technology and indicates the required input levels in terms of seeds, fertilizer, power, and pesticides in relation to the respective yield level. Access to this table is achieved using the respective look-up index specified on the LC-cards described in the previous section.

Card PositionContents
1 – 2card label
3 – 5country code
6 – 11crop group, text label
12 – 14land class, text label
15 – 17crop group index
18 – 20land class type
21 – 23table function input level code
24 – 30yield level (kg per ha)
31 – 37traditional seed required (kg per ha)
38 – 44improved seed required (kg per ha)
45 – 51power required (man day equiv. per ha)
52 – 58N fertilizer required (kg N per ha)
59 – 65P fertilizer required (kg P per ha)
66 – 72K fertilizer required (kg K per ha)
73 – 79plant protection (US dollars per ha)

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