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Added KPI G1 ammonia emissions (only on test servers)

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- Ammonia emissions from fertilizers not yet fully functional
This commit is contained in:
ttenden 2024-07-04 13:35:33 +02:00
parent da82c232e3
commit 67e5cb6bb4
4 changed files with 94 additions and 37 deletions
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54
FarmmapsKPI/KPIApplication.cs
View File

@ -48,7 +48,8 @@ namespace FarmmapsKPI
//fnKPIinput = Console.ReadLine();
//if (string.IsNullOrEmpty(fnKPIinput))
//{
fnKPIinput = "KPIinput.json";
//fnKPIinput = "KPIinput.json";
fnKPIinput = "C:\\git\\FarmMapsApiClient_KB34_MAST\\FarmmapsKPI\\KPIinput.json";
//}
var fieldsInputJson = File.ReadAllText(fnKPIinput);
@ -93,7 +94,7 @@ namespace FarmmapsKPI
int nrun = 1;
for (int run = 1; run <= nrun; run++) {
for (int i = 0; i < fieldsInputs.Count; i++)
//for (int i = 11; i < 13; i++) // for testing
//for (int i = 2; i < 3; i++) // for testing
{
watch.Restart();
input = fieldsInputs[i];
@ -432,7 +433,7 @@ namespace FarmmapsKPI
int DuplicateCounter;
value = 0;
id = "";
DuplicateCounter = 1;
DuplicateCounter = 1;
for (int i = 0; i < KPIItems.Count; i++)
{
itemi = KPIItems[i];
@ -668,7 +669,6 @@ namespace FarmmapsKPI
sw.WriteLine(string.Join(",", dataList));
}
}
else if (kpio.id == "E1")
{
//for E1, environmentMeasureData is an array of elements with 1 per pesticide. Inside each element there are multiple mbp_KPIvariables to be written
@ -705,9 +705,53 @@ namespace FarmmapsKPI
}
}
}
else if (kpio.id == "G1") //TtD
{
//Make a new dataList = new line to be written
dataList = new List<string>
{
run.ToString(),
kpio.parentName,
cropfieldItem.Code,
kpio.data.area,
kpio.data.cropTypeCode,
kpio.data.cropTypeName,
kpio.id,
kpio.quantity, // in KPI output quantity is what we call KPIvariable in headerlist of csv file
kpio.value,
kpio.unit,
kpio.targetValue,
kpio.thresholdValue
};
//Write the datalist to a line to the streamwrieter sw for the output csv file
sw.WriteLine(string.Join(",", dataList));
foreach (string elementName in kpio.G1elements)
{
// get G1element from the element called values
string elementValue = (string)kPIelementsOfBalance.GetType().GetProperty(elementName).GetValue(kPIelementsOfBalance, null);
dataList = new List<string>
{
run.ToString(),
kpio.parentName,
cropfieldItem.Code,
kpio.data.area,
kpio.data.cropTypeCode,
kpio.data.cropTypeName,
kpio.id,
elementName, // specific output variable name for G1 element
elementValue, // specific output value name for G1 element
kpio.unit,
"",
""
};
//Write the datalist to a line to the streamwrieter sw for the output csv file
sw.WriteLine(string.Join(",", dataList));
}
}
else
{
//Any other KPI, example A1 or D1, with just 1 record to write
//Any other KPI, (D1, F1, and F2), with just 1 record to write
dataList = new List<string>
{
run.ToString(),

18
FarmmapsKPI/KPIInput.json
View File

@ -17,7 +17,7 @@
"soilName": "Sand", //From codelist CL405
"cropTypeCode": "1010101", //From codelist CL263
"cropTypeName": "Potato", //From codelist CL263
"productionPurposeCode": "3", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeCode": "003", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeName": "consumption" //From codelist CL251
},
"CropRecordingItemCode": "", // could contain for example this: "314aa1b6480b493ba28a5f55039a01d4" if this is the CropRecordingItemCode of the provided CropfieldItemCode. And then if useExistingCropfieldWithChildren = true, this would be used
@ -81,7 +81,7 @@
"soilName": "Clay", //From codelist CL405
"cropTypeCode": "1010101", //From codelist CL263
"cropTypeName": "Potato", //From codelist CL263
"productionPurposeCode": "3", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeCode": "003", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeName": "consumption" //From codelist CL251
},
"CropRecordingItemCode": "", // could contain for example this: "314aa1b6480b493ba28a5f55039a01d4" if this is the CropRecordingItemCode of the provided CropfieldItemCode. And then if useExistingCropfieldWithChildren = true, this would be used
@ -145,7 +145,7 @@
"soilName": "Sand",
"cropTypeCode": "1010101", //From codelist CL263
"cropTypeName": "Potato", //From codelist CL263
"productionPurposeCode": "2", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeCode": "002", //From codelist CL251. For testing, see case with consumption & starch potato
"productionPurposeName": "starch" //From codelist CL251
},
"CropRecordingItemCode": "", // could contain for example this: "314aa1b6480b493ba28a5f55039a01d4" if this is the CropRecordingItemCode of the provided CropfieldItemCode. And then if useExistingCropfieldWithChildren = true, this would be used
@ -205,7 +205,7 @@
"cropTypeName": "Potato", //From codelist CL263
//"rootDepthMax": 45, //not needed for KPI calculation, but shown here to know this is a possible property
//"emergenceDate": "2022-05-16T00:00:00", //not needed for KPI calculation, but shown here to know this is a possible property
"productionPurposeCode": "3", //From codelist CL251. Can be omitted if unknown
"productionPurposeCode": "003", //From codelist CL251. Can be omitted if unknown
"productionPurposeName": "consumption" //From codelist CL251. Can be omitted if unknown
},
"CropRecordingItemCode": "",
@ -220,6 +220,7 @@
"n": "92", //refers to codelist CL022 with fertilizer types & npk contents
"name": "Kunstmest strooien", //refers to codelist CL127 with operation methods
"product": "7360", //refers to codelist CL022 with fertilizer types
"type": "MOR", //indicates wether the fertilization is anorganic (MAN) or organic (MOR)
"quantity": "200",
//"status": "3", // refers to codelist CL256. where 3 stand for completed. The status does not matter and is not used in the KPI calculations
"operationCode": "7", // refers to codelist CL018 consisting of main catergorie of operations. Code 7 stands for fertilization
@ -240,6 +241,7 @@
//"status": "3", // refers to codelist CL256. where 3 stand for completed. The status does not matter and is not used in the KPI calculations
"operationCode": "7", // refers to codelist CL018 consisting of main catergorie of operations. Code 7 stands for fertilization
"product": "2329", //refers to codelist CL022 with fertilizer types
"type": "MAN",//indicates wether the fertilization is anorganic (MAN) or organic (MOR)
"quantity": "32000",
"unitCode": "KGMHAR",
"contractor": false,
@ -298,7 +300,7 @@
"cropTypeName": "Potato", //From codelist CL263
//"rootDepthMax": 45, //not needed for KPI calculation, but shown here to know this is a possible property
//"emergenceDate": "2022-05-16T00:00:00", //not needed for KPI calculation, but shown here to know this is a possible property
"productionPurposeCode": "3", //From codelist CL251. Can be omitted if unknown
"productionPurposeCode": "003", //From codelist CL251. Can be omitted if unknown
"productionPurposeName": "consumption" //From codelist CL251. Can be omitted if unknown
},
"CropRecordingItemCode": "",
@ -373,7 +375,7 @@
"cropTypeName": "Potato", //From codelist CL263
//"rootDepthMax": 45, //not needed for KPI calculation, but shown here to know this is a possible property
//"emergenceDate": "2022-05-16T00:00:00", //not needed for KPI calculation, but shown here to know this is a possible property
"productionPurposeCode": "3", //From codelist CL251. Can be omitted if unknown
"productionPurposeCode": "003", //From codelist CL251. Can be omitted if unknown
"productionPurposeName": "consumption" //From codelist CL251. Can be omitted if unknown
},
"CropRecordingItemCode": "",
@ -448,7 +450,7 @@
"cropTypeName": "Potato", //From codelist CL263
//"rootDepthMax": 45, //not needed for KPI calculation, but shown here to know this is a possible property
//"emergenceDate": "2022-05-16T00:00:00", //not needed for KPI calculation, but shown here to know this is a possible property
"productionPurposeCode": "3", //From codelist CL251. Can be omitted if unknown
"productionPurposeCode": "003", //From codelist CL251. Can be omitted if unknown
"productionPurposeName": "consumption" //From codelist CL251. Can be omitted if unknown
},
"CropRecordingItemCode": "",
@ -518,7 +520,7 @@
"final": true, //always true
"cropTypeCode": "1010101", //From codelist CL263
"cropTypeName": "Potato", //From codelist CL263
"productionPurposeCode": "3", //From codelist CL251. Can be omitted if unknown
"productionPurposeCode": "003", //From codelist CL251. Can be omitted if unknown
"productionPurposeName": "consumption" //From codelist CL251. Can be omitted if unknown
},
"CropRecordingItemCode": "", // could contain for example this: "314aa1b6480b493ba28a5f55039a01d4" if this is the CropRecordingItemCode of the provided CropfieldItemCode. And then if useExistingCropfieldWithChildren = true, this would be used

51
FarmmapsKPI/KPIdefinitions.csv
View File

@ -1,23 +1,28 @@
KPIid,KPIvariable,Description,KPItargetvalue,KPIthresholdValue
A1,yield,observed yield (user input),target value as in benchmark value for same crop in same region. E.g. cropyield target is from Central Bureau of Statistics (CBS) for same crop in region in which the cropfield (geometry) is located.,No threshold for this KPI.
A1,strawYield,straw yield (user input; value 0 or not filled in = straw remains in field; value > 0 means straw was exported),there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nitrogen,Nitrogen surplus = N artifical fertilizer + N manure+ N atmospheric deposition + N fixation by crop + N from seed potatoes - N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer/manure applications.,The target value depends on the soil type. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).,The threshold value depends on soil type and groundwater levels. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).
B1,nHarvestedKgHa, N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nHarvestedStrawKgHa, N removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nFixationNKgHa, N fixated by crop (legumes only). Calculated KPI internal model & parameters and from user input: planting date,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nDepositionNKgHa, N deposition based on RIVM maps. ,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nFertilizerNKgHa, N from artifical fertilizers and manure.Calculated KPI internal model & parameters and from user input: fertilizer/manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,sowPlantingNKgHa, N from seed potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,phosphate,Phosphate surplus = P fertilizer + P from seed potatoes - P removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer applications ,The phosphate target value is set at 20 kg/ha ,No threshold for this KPI.
B2,pHarvestedKgHa, P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yield,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,pHarvestedStrawKgHa, P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,pFertillizerPKgHa, P2O5 from artifical fertilizers and manure.Calculated KPI internal model & parameters and from user input: fertilizer/manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,sowPlantingPKgHa, P2O5 from seeds potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,effective organic matter supply,"Organic matter supply = Organic matter from manure + Crop residues to soil + organic matter from green manure. Calculated KPI internal model & parameters and from user input: yield and manure applications. ""Effective"" means netto, after correction for carbon respiration by soil microbial activity",The target value for this KPI is the amount of EOM that companies with ‘ Goede Landbouwpraktijk’ supply (2500 kg EOM/ha/year). ,The threshold value is 2000 kg EOM/ha/year. This value comes from van Doorn et al. (2022) which states that on average 2000 kg of EOM/ha degrades on Dutch agricultural land. This is the also the threshold value from biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw)
C1,fertilizerEom,"Effective organic matter added through fertilizer (animal manure, compost, etc). Calculated KPI internal model & parameters and from user input: manure applications.",there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,greenManureEom,Effective organic matter added through green manure (also called cover crop). Calculated KPI internal model & parameters and from user input: cover crop.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,cropLeftoversEom,Effective organic matter added through crop residues of main product and (when relevant) straw. Calculated KPI internal model & parameters.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
D1,pesticides,"kg/ha of active ingredient. Sum over kg a.i. of the different crop protection agents applied, with concentration (kg a.i. / kg or litre) of crop protection agents retrieved from CTBG",The target value fort his KPI is to reduce pesticide use to 50% of the amount used in the Netherlands during 2020. Data for 2020 is obtained from CBS statline ,No threshold for this KPI.
E1,mpb,"milieubelastingspunten. For each pesticide applied show 3 sub-mbp's: aquaticLife, groundWater, soilLife","0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <100 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).","0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <10 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw)."
F1,greenness,time of year that the field was covered. Based on NDVI data from AgroDataCube.,Target value is 75%.,Threshold value is 25%.
F2,rotationindex,index of diversity of crops over time. Calculated in AgroDataCube,Target value is 75%.,Threshold value is 25%.
KPIid,KPIvariable,Description,Calculated,KPItargetvalue,KPIthresholdValue
A1,yield,observed yield,User input,target value as in benchmark value for same crop in same region. E.g. cropyield target is from Central Bureau of Statistics (CBS) for same crop in region in which the cropfield (geometry) is located.,No threshold for this KPI.
A1,strawYield,straw yield; value 0 or not filled in = straw remains in field; value > 0 means straw was exported,User input,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nitrogen,Nitrogen surplus = N artifical fertilizer + N manure+ N atmospheric deposition + N fixation by crop + N from seed potatoes - N removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yield and fertilizer/manure applications.,The target value depends on the soil type. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).,The threshold value depends on soil type and groundwater levels. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).
B1,nHarvestedKgHa, N removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yield.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nHarvestedStrawKgHa, N removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yieldStraw.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nFixationNKgHa, N fixated by crop (legumes only). ,Calculated KPI internal model & parameters and from user input: planting date,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nDepositionNKgHa, N deposition,Based on RIVM maps. Value depens on location,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,nFertilizerNKgHa, N from artifical fertilizers and manure.,KPI internal model & parameters and from user input: fertilizer/manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B1,sowPlantingNKgHa, N from seed potatoes (potatoes only). ,Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,phosphate,Phosphate surplus = P fertilizer + P from seed potatoes - P removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yield and fertilizer applications ,The phosphate target value is set at 20 kg/ha ,No threshold for this KPI.
B2,pHarvestedKgHa, P2O5 removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yield,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,pHarvestedStrawKgHa, P2O5 removal through harvested product. ,Calculated KPI internal model & parameters and from user input: yieldStraw,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,pFertillizerPKgHa, P2O5 from artifical fertilizers and manure.,Calculated KPI internal model & parameters and from user input: fertilizer/manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
B2,sowPlantingPKgHa, P2O5 from seeds potatoes (potatoes only). ,Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,effective organic matter supply,"Organic matter supply = Organic matter from manure + Crop residues to soil + organic matter from green manure. ""Effective"" means netto, after correction for carbon respiration by soil microbial activity",Calculated KPI internal model & parameters and from user input: yield and manure applications.,The target value for this KPI is the amount of EOM that companies with ‘ Goede Landbouwpraktijk’ supply (2500 kg EOM/ha/year). ,The threshold value is 2000 kg EOM/ha/year. This value comes from van Doorn et al. (2022) which states that on average 2000 kg of EOM/ha degrades on Dutch agricultural land. This is the also the threshold value from biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw)
C1,fertilizerEom,"Effective organic matter added through fertilizer (animal manure, compost, etc). ",Calculated KPI internal model & parameters and from user input: manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,greenManureEom,Effective organic matter added through green manure (also called cover crop). ,Calculated KPI internal model & parameters and from user input: cover crop.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
C1,cropLeftoversEom,Effective organic matter added through crop residues of main product and (when relevant) straw.,Calculated KPI internal model & parameters.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
D1,pesticides,"kg/ha of active ingredient. Sum over kg a.i. of the different crop protection agents applied, with concentration (kg a.i. / kg or litre) of crop protection agents ",Retrieved from CTBG,The target value fort his KPI is to reduce pesticide use to 50% of the amount used in the Netherlands during 2020. Data for 2020 is obtained from CBS statline ,No threshold for this KPI.
E1,mpb,"milieubelastingspunten. For each pesticide applied show 3 sub-mbp's: aquaticLife, groundWater, soilLife",Retrieved from CTBG,"0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <100 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).","0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <10 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw)."
F1,greenness,time of year that the field was covered. ,Based on NDVI data from AgroDataCube.,Target value is 75%.,Threshold value is 25%.
F2,rotationindex,index of diversity of crops over time. ,Calculated in AgroDataCube,Target value is 75%.,Threshold value is 25%.
G1,ammonia emissions,"ammonia emissions from crop residues, green manure, artificial fertilizers and organic fertilizers.",Calculated KPI internal model & parameters and from user input: fertilizer/manure applications.,There is not target value yet for this KPI. It currently has a dummy value of 9999.,There is not target value yet for this KPI. It currently has a dummy value of 9999.
G1,Manure,ammonia emissions from manure.,Calculated KPI internal model & parameters and from user input: manure applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
G1,GreenManure,ammonia emissions from green manure (also called cover crop). ,Calculated KPI internal model & parameters.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
G1,CropResidues,ammonia emissions from crop residues. ,Calculated KPI internal model & parameters.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's
G1,ArtificialFertilize,ammonia emissions from artificial fertilizers ,Calculated KPI internal model & parameters and from user input: artificial fertilizer applications.,there are no target values for individual compenets of KPI's,there are no threshold values for individual compenets of KPI's

1 KPIid KPIvariable Description Calculated KPItargetvalue KPIthresholdValue
2 A1 yield observed yield (user input) observed yield User input target value as in benchmark value for same crop in same region. E.g. cropyield target is from Central Bureau of Statistics (CBS) for same crop in region in which the cropfield (geometry) is located. No threshold for this KPI.
3 A1 strawYield straw yield (user input; value 0 or not filled in = straw remains in field; value > 0 means straw was exported) straw yield; value 0 or not filled in = straw remains in field; value > 0 means straw was exported User input there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
4 B1 nitrogen Nitrogen surplus = N artifical fertilizer + N manure+ N atmospheric deposition + N fixation by crop + N from seed potatoes - N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer/manure applications. Nitrogen surplus = N artifical fertilizer + N manure+ N atmospheric deposition + N fixation by crop + N from seed potatoes - N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer/manure applications. The target value depends on the soil type. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw). The threshold value depends on soil type and groundwater levels. To calculate the threshold and target values data from CBS and RIVM are used. The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).
5 B1 nHarvestedKgHa N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield. N removal through harvested product. Calculated KPI internal model & parameters and from user input: yield. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
6 B1 nHarvestedStrawKgHa N removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw. N removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
7 B1 nFixationNKgHa N fixated by crop (legumes only). Calculated KPI internal model & parameters and from user input: planting date N fixated by crop (legumes only). Calculated KPI internal model & parameters and from user input: planting date there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
8 B1 nDepositionNKgHa N deposition based on RIVM maps. N deposition Based on RIVM maps. Value depens on location there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
9 B1 nFertilizerNKgHa N from artifical fertilizers and manure.Calculated KPI internal model & parameters and from user input: fertilizer/manure applications. N from artifical fertilizers and manure. KPI internal model & parameters and from user input: fertilizer/manure applications. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
10 B1 sowPlantingNKgHa N from seed potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes N from seed potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
11 B2 phosphate Phosphate surplus = P fertilizer + P from seed potatoes - P removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer applications Phosphate surplus = P fertilizer + P from seed potatoes - P removal through harvested product. Calculated KPI internal model & parameters and from user input: yield and fertilizer applications The phosphate target value is set at 20 kg/ha  No threshold for this KPI.
12 B2 pHarvestedKgHa P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yield P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yield there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
13 B2 pHarvestedStrawKgHa P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw P2O5 removal through harvested product. Calculated KPI internal model & parameters and from user input: yieldStraw there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
14 B2 pFertillizerPKgHa P2O5 from artifical fertilizers and manure.Calculated KPI internal model & parameters and from user input: fertilizer/manure applications. P2O5 from artifical fertilizers and manure. Calculated KPI internal model & parameters and from user input: fertilizer/manure applications. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
15 B2 sowPlantingPKgHa P2O5 from seeds potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes P2O5 from seeds potatoes (potatoes only). Calculated KPI internal model & parameters and from user input: amount of planted seed potatoes there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
16 C1 effective organic matter supply Organic matter supply = Organic matter from manure + Crop residues to soil + organic matter from green manure. Calculated KPI internal model & parameters and from user input: yield and manure applications. "Effective" means netto, after correction for carbon respiration by soil microbial activity Organic matter supply = Organic matter from manure + Crop residues to soil + organic matter from green manure. "Effective" means netto, after correction for carbon respiration by soil microbial activity Calculated KPI internal model & parameters and from user input: yield and manure applications. The target value for this KPI is the amount of EOM that companies with ‘ Goede Landbouwpraktijk’ supply (2500 kg EOM/ha/year). The threshold value is 2000 kg EOM/ha/year. This value comes from van Doorn et al. (2022) which states that on average 2000 kg of EOM/ha degrades on Dutch agricultural land. This is the also the threshold value from biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw)
17 C1 fertilizerEom Effective organic matter added through fertilizer (animal manure, compost, etc). Calculated KPI internal model & parameters and from user input: manure applications. Effective organic matter added through fertilizer (animal manure, compost, etc). Calculated KPI internal model & parameters and from user input: manure applications. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
18 C1 greenManureEom Effective organic matter added through green manure (also called cover crop). Calculated KPI internal model & parameters and from user input: cover crop. Effective organic matter added through green manure (also called cover crop). Calculated KPI internal model & parameters and from user input: cover crop. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
19 C1 cropLeftoversEom Effective organic matter added through crop residues of main product and (when relevant) straw. Calculated KPI internal model & parameters. Effective organic matter added through crop residues of main product and (when relevant) straw. Calculated KPI internal model & parameters. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
20 D1 pesticides kg/ha of active ingredient. Sum over kg a.i. of the different crop protection agents applied, with concentration (kg a.i. / kg or litre) of crop protection agents retrieved from CTBG kg/ha of active ingredient. Sum over kg a.i. of the different crop protection agents applied, with concentration (kg a.i. / kg or litre) of crop protection agents Retrieved from CTBG The target value fort his KPI is to reduce pesticide use to 50% of the amount used in the Netherlands during 2020. Data for 2020 is obtained from CBS statline No threshold for this KPI.
21 E1 mpb milieubelastingspunten. For each pesticide applied show 3 sub-mbp's: aquaticLife, groundWater, soilLife Retrieved from CTBG 0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <100 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw). 0 applications with exceedances of either the target MBP or risks. MBP's consist of three categories (groundwater, soil life, and aquatic life). An value of <10 in either or these categories counts as exceedance. Each application of pesticides cannot have more then one exceedance for MBP. Risks consist of two categories (natural enemies and pollinators), a value of B or C in either category counts as exceedance. Each application of pesticides cannot have more then one exceedance for risks. Values and methodology come from Environmental Yardstick for Pesticides (https://www.milieumeetlat.nl/). The same calculation method is also used in biodiversiteitsmonitoring akkerbouw (https://www.bo-akkerbouw.nl/kennis-en-innovatie/pps-biodiversiteitsmonitor-akkerbouw).
22 F1 greenness time of year that the field was covered. Based on NDVI data from AgroDataCube. time of year that the field was covered. Based on NDVI data from AgroDataCube. Target value is 75%. Threshold value is 25%.
23 F2 rotationindex index of diversity of crops over time. Calculated in AgroDataCube index of diversity of crops over time. Calculated in AgroDataCube Target value is 75%. Threshold value is 25%.
24 G1 ammonia emissions ammonia emissions from crop residues, green manure, artificial fertilizers and organic fertilizers. Calculated KPI internal model & parameters and from user input: fertilizer/manure applications. There is not target value yet for this KPI. It currently has a dummy value of 9999. There is not target value yet for this KPI. It currently has a dummy value of 9999.
25 G1 Manure ammonia emissions from manure. Calculated KPI internal model & parameters and from user input: manure applications. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
26 G1 GreenManure ammonia emissions from green manure (also called cover crop). Calculated KPI internal model & parameters. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
27 G1 CropResidues ammonia emissions from crop residues. Calculated KPI internal model & parameters. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's
28 G1 ArtificialFertilize ammonia emissions from artificial fertilizers Calculated KPI internal model & parameters and from user input: artificial fertilizer applications. there are no target values for individual compenets of KPI's there are no threshold values for individual compenets of KPI's

8
FarmmapsKPI/Models/KPIoutput.cs
View File

@ -20,13 +20,15 @@ namespace FarmmapsKPI.Models
public List<string> A1elements; //TtD
public List<string> B1elements;
public List<string> B2elements;
public List<string> C1elements;
public List<string> C1elements;
public List<string> G1elements; //TtD
public KPIOutput()
{
this.A1elements = new List<string>() { "yield", "strawYield" }; //TtD
this.B1elements = new List<string>() { "nHarvestedKgHa", "nHarvestedStrawKgHa", "nFixationNKgHa", "nDepositionNKgHa","nFertilizerNKgHa","sowPlantingNKgHa" }; //TtD
this.B2elements = new List<string>() { "pHarvestedKgHa", "pHarvestedStrawKgHa", "pFertillizerPKgHa", "sowPlantingPKgHa" }; //TtD
this.C1elements = new List<string>() { "fertilizerEom", "greenManureEom", "cropLeftoversEom" }; //TtD to do rename
this.G1elements = new List<string>() { "Manure", "GreenManure", "CropResidues", "ArtificialFertilize" }; //TtD
}
}
public class KPIOutputData
@ -69,5 +71,9 @@ namespace FarmmapsKPI.Models
public string fertilizerEom { get; set; } //TtD
public string greenManureEom { get; set; } //TtD
public string cropLeftoversEom { get; set; } //TtD tamara: rename
public string Manure { get; set; } //TtD
public string GreenManure { get; set; } //TtD
public string CropResidues { get; set; } //TtD
public string ArtificialFertilize { get; set; } //TtD
}
}