629ebd68-4a07-48ae-b0ac-3a1136e4de70Sorghum grains cultivation (20% H2O content) (estimation)technology mixproduction mix, at field edge20% H2Omillet seedMaterials productionFood and renewable raw materialsThe data set covers all relevant process steps / technologies over the supply chain of the represented cradle to gate inventory with a good overall data quality. The inventory is mainly based on industry data and is completed, where necessary, by secondary data.848The data set represents the country specific situation in Germany, focusing on the main technologies, the region specific characteristics and / or import statisticsForeground system:
Grain sorghum is capable of growing well under contrasting climatic conditions. Although grain sorghum is mostly grown in the U.S. for animal feed, it is the dietary staple of people in more than 30 countries. The US is the largest producer worldwide (1.19 million tons in 2008), followed by Nigeria (0.93 million tons) and India (0.79 million tons) [FAO 2009].
This dataset is based on secondary data from literature and expert judgment. Background data, e.g. life cycle inventories for thermal energy supply, electrical power supply, etc. were exclusively adopted from the GaBi databases.
The following table shows the inventory data for the cultivation process and the main product characteristics.
Parameter Value Unit Source
Seeds 7 kg/(ha*a) Köppen et al. 2009
Yield (without irrigation) 4,580 kg fresh weight (fw) / (ha*year) UA 2010, VANDERLIP 1998, Espinoza 2004
Product characteristics
Water content at harvest 0.20 kg water / kg fw ESPINOZA 2004
Carbon content at
harvest (grain) 0.358 kg carbon / kg fw PE 2010, PHYLLIS 2010
Lower calorific value (grain) 16.83 MJ/kg fw of harvested product GABI databases
Stover grain ratio 1:1.4 -/- Hall 1987
Nutrient content
N Grain 15.00 kg / t fw ESPINOZA 2004
Stover 16.97
P2O5 Grain 7.50
Stover 3.57
K2O Grain 3.93
Stover 19.11
Fertilizer application
N 102 kg/(ha*year) Vanderlip 1998, own calculation
P2O5 74 kg/(ha*year) UA 2010
K2O 206 kg/(ha*year)
Water-use requirements
Theoretical total water
requirement 508 mm per year Vanderlip 1998
Irrigation water 0 mm per year Assumption based on Usda 2007
Diesel
Establish, post harvest 35.9 l/(ha*year) UA 2010
Harvest 32.3 l/(ha*year)
Pesticides
Insectides 19.6 gram active ingredient (ai) / (ha*year) ESPINOZA 2004, own calculations
Herbicides 6.16 kg ai / (ha*year)
Stover was assumed to be left on the field, the nutritional value was considered as a credit for the following crop.
90% of the area where Sorghum in the US is cultivated is non irrigated (Usda 2007), therefore an average irrigation for Sorghum production was assumed.
Pesticides should be applied according to infestation and economic thresholds. For modeling purposes a standard pesticide application was assumed: two times herbicide application (pre-plant and pre-emergence) and one insecticide application against sorghum midge, the most common insect pest in US sorghum production.
Field emissions of NH3, NOx, N2, NO3-, CH4, and N2O gases from organic and mineral fertilizer degradation have been assessed based on Bouwmann, A. F. 1996, Brentrup, F. et. al. 2000, IPCC 2003 and IPCC 2008. Some relevant inventory data of the N-cycle is given in table 2.
The agricultural model within GaBi used for calculation assumes that nitrate is stored in the soil, so after accounting for uptake by crop and losses a defined fraction of the input is available in the following production period.
Impacts associated with atmospheric deposition of different forms of nitrogen play an important role in eco systems and were included in this assessment. Basic data assumptions are listed in the table below.
Life cycle inventory data of sorghum production – main nitrogen flows
Parameter Value Unit Source
Nitrogen from rainfall 25 kg N / (ha*year) Assumption PE
Nitrogen from biomass residues
from previous crop 154.0 kg N / (ha*year) Assumption PE
Biogenic Nitrogen fixation by symbionts 5.0 kg N / (ha*year) Assumption PE
N2O emission factor field (N2O
emissions per kg of applied fertilizer N) 0.01 kg/kg N IPCC 2006
Carbon dioxide uptake and conversion by the crop (removing CO2 from the atmosphere) is assessed in order to understand the carbon losses during post harvest processing. The carbon dioxide uptake is considered as a carbon dioxide input flow in the GaBi dataset.
The carbon losses associated with land use changes (e.g. forest clearance to produce agricultural land) have not been considered in this study. Land Use Change has to be considered if natural, original area is converted to agricultural land. In the present case the previous land use was assumed to be crop land, therefore carbon losses associated with area clearance and land use change to produce agricultural land were neglected.
Background system:
Electricity: Electricity is modelled according to the individual country-specific situations. The country-specific modelling is achieved on multiple levels. Firstly, individual energy carrier specific power plants and plants for renewable energy sources are modelled according to the current national electricity grid mix. Modelling the electricity consumption mix includes transmission / distribution losses and the own use by energy producers (own consumption of power plants and "other" own consumption e.g. due to pumped storage hydro power etc.), as well as imported electricity. Secondly, the national emission and efficiency standards of the power plants are modelled as well as the share of electricity plants and combined heat and power plants (CHP). Thirdly, the country-specific energy carrier supply (share of imports and / or domestic supply) including the country-specific energy carrier properties (e.g. element and energy content) are accounted for. Fourthly, the exploration, mining/production, processing and transport processes of the energy carrier supply chains are modelled according to the specific situation of each electricity producing country. The different production and processing techniques (emissions and efficiencies) in the different energy producing countries are considered, e.g. different crude oil production technologies or different flaring rates at the oil platforms.
Thermal energy, process steam: The thermal energy and process steam supply is modelled according to the individual country-specific situation with regard to emission standards and considered energy carriers. The thermal energy and process steam are produced at heat plants. Efficiencies for thermal energy production are by definition 100% in relation to the corresponding energy carrier input. For process steam the efficiency ranges from 85%, 90% to 95%. The energy carriers used for the generation of thermal energy and process steam are modelled according to the specific import situation (see electricity above).
Transports: All relevant and known transport processes are included. Ocean-going and inland ship transport as well as rail, truck and pipeline transport of bulk commodities are considered.
Energy carriers: The energy carriers are modelled according to the specific supply situation (see electricity above).
Refinery products: Diesel fuel, gasoline, technical gases, fuel oils, lubricants and residues such as bitumen are modelled with a parameterised country-specific refinery model. The refinery model represents the current national standard in refining techniques (e.g. emission level, internal energy consumption, etc.) as well as the individual country-specific product output spectrum, which can be quite different from country to country. The supply of crude oil is modelled, again, according to the country-specific situation with the respective properties of the resources.Ammonium nitrate (AN, 33.5% N)agricultural - and plantation products generic (data set not included in documentation)agricultural chemical model (data set not included in documentation)Insecticide unspecific (Carbamate 2)Diesel mix at refineryIrrigation pump genericSorghum grains are used for food and feed purposes.Renewables_Sorghum grainsLCI resultAttributionalNoneAllocation - market valueAllocation - net calorific valueAllocation - exergetic contentAllocation - massNot applicableForeground system: For the foreground system, no allocation was applied.
Background system: For the combined heat and power production, allocation by exergetic content is applied. For the electricity generation and by-products, e.g. gypsum, allocation by market value is applied due to no common physical properties. Within the refinery allocation by net calorific value and mass is used. For the combined crude oil, natural gas and natural gas liquids production allocation by net calorific value is applied.
For details please see the document "GaBi Databases Modelling Principles"Foreground system: none
Background system: All data used in the calculation of the LCI results refer to net calorific value.NoneGaBi Modelling PrinciplesGaBi Water Modelling PrinciplesGaBi Agrarian Modelling PrinciplesCut-off rules for each unit process: Coverage of at least 95 % of mass and energy of the input and output flows, and 98 % of their environmental relevance (according to expert judgement).
For further details please see the document "GaBi Databases Modelling Principles"The removal of heavy metals with harvest are not regarded here due to lack of data.For details please see the document "GaBi Databases Modelling Principles"NoneFor details please see the document "GaBi Databases Modelling Principles"NoneFAOSTAT 20112006 IPCC Guidelines for National Greenhouse Gas InventoriesBOUWMANN, A. F. 1996 - Direct emission of nitrous oxide from agricultural soilsBRENTRUP, F. ET. AL. 2000 - Methods to estimate on-field nitrogen emissions from crop production as IPCC (2003): Good Practice Guidance for Land Use, Land-Use Change and ForestryIPCC 200895.0n/an/a2009 - 2013noneThe data set represents a cradle to gate inventory. It can be used to characterise the supply chain situation of the respective commodity in a representative manner. Combination with individual unit processes using this commodity enables the generation of user-specific (product) LCAs.No statementAnthropogenic Abiotic Depletion Potential (AADP), TU BerlinCML2001 - Jan. 2016, Abiotic Depletion (ADP elements)CML2001 - Jan. 2016, Abiotic Depletion (ADP fossil)CML2001 - Jan. 2016, Acidification Potential (AP)CML2001 - Jan. 2016, Eutrophication Potential (EP)CML2001 - Jan. 2016, Freshwater Aquatic Ecotoxicity Pot. (FAETP inf.)CML2001 - Jan. 2016, Global Warming Potential (GWP 100 years)CML2001 - Jan. 2016, Global Warming Potential (GWP 100 years), excl biogenic carbonCML2001 - Jan. 2016, Human Toxicity Potential (HTP inf.)CML2001 - Jan. 2016, Marine Aquatic Ecotoxicity Pot. (MAETP inf.)CML2001 - Jan. 2016, Ozone Layer Depletion Potential (ODP, steady state)CML2001 - Jan. 2016, Photochem. Ozone Creation Potential (POCP)CML2001 - Jan. 2016, Terrestric Ecotoxicity Potential (TETP inf.)CML2001 - Jan. 2016, Global Warming Potential (GWP 100), excl bio. C, incl LUC, no norm/weightCML2001 - Jan. 2016, Global Warming Potential (GWP 100), incl bio. C, incl LUC, no norm/weightCML2001 - Jan. 2016, Global Warming Potential (GWP 100), Land Use Change only, no norm/weightCML2001 - Jan. 2016, Abiotic Depletion (ADP elements), Economic ReserveCML2001 - Jan. 2016, Abiotic Depletion (ADP elements), Reserve BaseEF-Acidification terrestrial and freshwaterEF-Cancer human health effectsEF-Climate ChangeEF-Ecotoxicity freshwaterEF-Eutrophication freshwaterEF-Eutrophication marineEF-Eutrophication terrestrialEF-Ionising radiation - human healthEF-Land UseEF-Non-cancer human health effectsEF-Ozone depletionEF-Photochemical ozone formation - human healthEF-Resource use, energy carriersEF-Resource use, mineral and metalsEF-Respiratory inorganicsEF-water scarcityReCiPe 2016 v1.1 Midpoint (E) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Midpoint (E) - Freshwater ecotoxicityReCiPe 2016 v1.1 Midpoint (E) - Marine ecotoxicityReCiPe 2016 v1.1 Midpoint (E) - Human toxicity, non-cancerReCiPe 2016 v1.1 Midpoint (E) - Human toxicity, cancerReCiPe 2016 v1.1 Midpoint (E) - Climate change, incl biogenic carbonReCiPe 2016 v1.1 Midpoint (E) - Climate change, default, excl biogenic carbonReCiPe 2016 v1.1 Midpoint (E) - Metal depletionReCiPe 2016 v1.1 Midpoint (E) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Midpoint (E) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Midpoint (E) - Fossil depletionReCiPe 2016 v1.1 Midpoint (E) - Freshwater ConsumptionReCiPe 2016 v1.1 Midpoint (E) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Midpoint (E) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Midpoint (E) - Terrestrial AcidificationReCiPe 2016 v1.1 Midpoint (E) - Ionizing RadiationReCiPe 2016 v1.1 Midpoint (E) - Freshwater EutrophicationReCiPe 2016 v1.1 Midpoint (E) - Land useReCiPe 2016 v1.1 Midpoint (E) - Marine EutrophicationReCiPe 2016 v1.1 Midpoint (E) - Climate change, excl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Midpoint (E) - Climate change, incl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Endpt(E) - Climate change Terrest Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Human Health, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Freshw Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Terrest Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Human Health, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Freshw Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(E) - Climate change Freshw Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(E) - Climate change Human Health, LUC only, no norm/weightReCiPe 2016 v1.1 Midpoint (E) - Climate change, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(E) - Climate change Terrest Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpoint (E) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Endpoint (E) - Freshwater ecotoxicityReCiPe 2016 v1.1 Endpoint (E) - Marine ecotoxicityReCiPe 2016 v1.1 Endpoint (E) - Human toxicity, non-cancerReCiPe 2016 v1.1 Endpoint (E) - Human toxicity, cancerReCiPe 2016 v1.1 Endpoint (E) - Climate change Freshw Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Climate change Human Health, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Climate change Terrest Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Climate change Terrest Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Climate Change Human Health, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Climate change Freshw Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (E) - Metal depletionReCiPe 2016 v1.1 Endpoint (E) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Endpoint (E) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Endpoint (E) - Fossil depletionReCiPe 2016 v1.1 Endpoint (E) - Freshwater Consumption, Human HealthReCiPe 2016 v1.1 Endpoint (E) - Freshwater Consumption, Terrest EcosystemsReCiPe 2016 v1.1 Endpoint (E) - Freshwater Consumption, Freshw EcosystemsReCiPe 2016 v1.1 Endpoint (E) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Endpoint (E) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Endpoint (E) - Terrestrial AcidificationReCiPe 2016 v1.1 Endpoint (E) - Ionizing RadiationReCiPe 2016 v1.1 Endpoint (E) - Freshwater EutrophicationReCiPe 2016 v1.1 Endpoint (E) - Land useReCiPe 2016 v1.1 Endpoint (E) - Marine EutrophicationReCiPe 2016 v1.1 Midpoint (H) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Midpoint (H) - Freshwater ecotoxicityReCiPe 2016 v1.1 Midpoint (H) - Marine ecotoxicityReCiPe 2016 v1.1 Midpoint (H) - Human toxicity, non-cancerReCiPe 2016 v1.1 Midpoint (H) - Human toxicity, cancerReCiPe 2016 v1.1 Midpoint (H) - Climate change, default, excl biogenic carbonReCiPe 2016 v1.1 Midpoint (H) - Climate change, incl biogenic carbonReCiPe 2016 v1.1 Midpoint (H) - Metal depletionReCiPe 2016 v1.1 Midpoint (H) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Midpoint (H) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Midpoint (H) - Fossil depletionReCiPe 2016 v1.1 Midpoint (H) - Freshwater ConsumptionReCiPe 2016 v1.1 Midpoint (H) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Midpoint (H) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Midpoint (H) - Terrestrial AcidificationReCiPe 2016 v1.1 Midpoint (H) - Ionizing RadiationReCiPe 2016 v1.1 Midpoint (H) - Freshwater EutrophicationReCiPe 2016 v1.1 Midpoint (H) - Land useReCiPe 2016 v1.1 Midpoint (H) - Marine EutrophicationReCiPe 2016 v1.1 Midpoint (H) - Climate change, excl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Endpt(H) - Climate change Terrest Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(H) - Climate change Human Health, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(H) - Climate change Freshw Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Midpoint (H) - Climate change, incl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Endpt(H) - Climate change Terrest Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(H) - Climate change Human Health, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(H) - Climate change Freshw Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(H) - Climate change Freshw Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(H) - Climate change Human Health, LUC only, no norm/weightReCiPe 2016 v1.1 Midpoint (H) - Climate change, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(H) - Climate change Terrest Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpoint (H) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Endpoint (H) - Freshwater ecotoxicityReCiPe 2016 v1.1 Endpoint (H) - Marine ecotoxicityReCiPe 2016 v1.1 Endpoint (H) - Human toxicity, non-cancerReCiPe 2016 v1.1 Endpoint (H) - Human toxicity, cancerReCiPe 2016 v1.1 Endpoint (H) - Climate change Freshw Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Climate change Human Health, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Climate change Terrest Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Climate change Terrest Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Climate change Human Health, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Climate change Freshw Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (H) - Metal depletionReCiPe 2016 v1.1 Endpoint (H) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Endpoint (H) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Endpoint (H) - Fossil depletionReCiPe 2016 v1.1 Endpoint (H) - Freshwater Consumption, Human HealthReCiPe 2016 v1.1 Endpoint (H) - Freshwater Consumption, Terrest EcosystemsReCiPe 2016 v1.1 Endpoint (H) - Freshwater Consumption, Freshw EcosystemsReCiPe 2016 v1.1 Endpoint (H) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Endpoint (H) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Endpoint (H) - Terrestrial AcidificationReCiPe 2016 v1.1 Endpoint (H) - Ionizing RadiationReCiPe 2016 v1.1 Endpoint (H) - Freshwater EutrophicationReCiPe 2016 v1.1 Endpoint (H) - Land useReCiPe 2016 v1.1 Endpoint (H) - Marine EutrophicationReCiPe 2016 v1.1 Midpoint (I) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Midpoint (I) - Freshwater ecotoxicityReCiPe 2016 v1.1 Midpoint (I) - Marine ecotoxicityReCiPe 2016 v1.1 Midpoint (I) - Human toxicity, non-cancerReCiPe 2016 v1.1 Midpoint (I) - Climate change, default, excl biogenic carbonReCiPe 2016 v1.1 Midpoint (I) - Climate change, incl biogenic carbonReCiPe 2016 v1.1 Midpoint (I) - Metal depletionReCiPe 2016 v1.1 Midpoint (I) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Midpoint (I) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Midpoint (I) - Fossil depletionReCiPe 2016 v1.1 Midpoint (I) - Human toxicity, cancerReCiPe 2016 v1.1 Midpoint (I) - Freshwater ConsumptionReCiPe 2016 v1.1 Midpoint (I) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Midpoint (I) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Midpoint (I) - Terrestrial AcidificationReCiPe 2016 v1.1 Midpoint (I) - Ionizing RadiationReCiPe 2016 v1.1 Midpoint (I) - Freshwater EutrophicationReCiPe 2016 v1.1 Midpoint (I) - Land useReCiPe 2016 v1.1 Midpoint (I) - Marine EutrophicationReCiPe 2016 v1.1 Midpoint (I) - Climate change, excl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Endpt(I) - Climate change Terrest Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(I) - Climate change Human Health, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(I) - Climate change Freshw Ecosystems, excl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Midpoint (I) - Climate change, incl biog. C, incl LUC, no norm/weightReCiPe 2016 v1.1 Endpt(I) - Climate change Terrest Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(I) - Climate change Human Health, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(I) - Climate change Freshw Ecosystems, incl biog. C, incl LUC, no norm/weighReCiPe 2016 v1.1 Endpt(I) - Climate change Freshw Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(I) - Climate change Human Health, LUC only, no norm/weightReCiPe 2016 v1.1 Midpoint (I) - Climate change, LUC only, no norm/weightReCiPe 2016 v1.1 Endpt(I) - Climate change Terrest Ecosystems, LUC only, no norm/weightReCiPe 2016 v1.1 Endpoint (I) - Terrestrial ecotoxicityReCiPe 2016 v1.1 Endpoint (I) - Freshwater ecotoxicityReCiPe 2016 v1.1 Endpoint (I) - Marine ecotoxicityReCiPe 2016 v1.1 Endpoint (I) - Human toxicity, non-cancerReCiPe 2016 v1.1 Endpoint (I) - Climate change Freshw Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Climate change Human Health, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Climate change Terrest Ecosystems, default, excl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Climate change Terrest Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Climate change Human Health, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Climate change Freshw Ecosystems, incl biogenic carbonReCiPe 2016 v1.1 Endpoint (I) - Metal depletionReCiPe 2016 v1.1 Endpoint (I) - Photochemical Ozone Formation, Human HealthReCiPe 2016 v1.1 Endpoint (I) - Photochemical Ozone Formation, EcosystemsReCiPe 2016 v1.1 Endpoint (I) - Fossil depletionReCiPe 2016 v1.1 Endpoint (I) - Human toxicity, cancerReCiPe 2016 v1.1 Endpoint (I) - Freshwater Consumption, Human HealthReCiPe 2016 v1.1 Endpoint (I) - Freshwater Consumption, Terrest EcosystemsReCiPe 2016 v1.1 Endpoint (I) - Freshwater Consumption, Freshw EcosystemsReCiPe 2016 v1.1 Endpoint (I) - Stratospheric Ozone DepletionReCiPe 2016 v1.1 Endpoint (I) - Fine Particulate Matter FormationReCiPe 2016 v1.1 Endpoint (I) - Terrestrial AcidificationReCiPe 2016 v1.1 Endpoint (I) - Ionizing RadiationReCiPe 2016 v1.1 Endpoint (I) - Freshwater EutrophicationReCiPe 2016 v1.1 Endpoint (I) - Land useReCiPe 2016 v1.1 Endpoint (I) - Marine EutrophicationIPCC AR5 GWP20, incl biogenic carbonIPCC AR5 GWP100, incl biogenic carbonIPCC AR5 GTP50, incl biogenic carbonIPCC AR5 GTP20, incl biogenic carbonIPCC AR5 GTP100, incl biogenic carbonIPCC AR5 GTP20, Land Use Change only, no norm/weightIPCC AR5 GTP20, incl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP50, incl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GWP100, incl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GWP100, Land Use Change only, no norm/weightIPCC AR5 GTP100, incl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP50, Land Use Change only, no norm/weightIPCC AR5 GTP100, Land Use Change only, no norm/weightIPCC AR5 GWP20, Land Use Change only, no norm/weightIPCC AR5 GWP20, incl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GWP20, excl biogenic carbonIPCC AR5 GTP20, excl biogenic carbonIPCC AR5 GWP100, excl biogenic carbonIPCC AR5 GTP50, excl biogenic carbonIPCC AR5 GTP100, excl biogenic carbonIPCC AR5 GWP20, Land Use Change only, no norm/weightIPCC AR5 GTP100, Land Use Change only, no norm/weightIPCC AR5 GWP100, Land Use Change only, no norm/weightIPCC AR5 GWP100, excl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP20, Land Use Change only, no norm/weightIPCC AR5 GWP20, excl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP100, excl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP50, Land Use Change only, no norm/weightIPCC AR5 GTP50, excl biogenic carbon, incl Land Use Change, no norm/weightIPCC AR5 GTP20, excl biogenic carbon, incl Land Use Change, no norm/weightBiotic Production Loss Potential (Occupation)Biotic Production Loss Potential (Transformation)Erosion Potential (Occupation)Erosion Potential (Transformation)Groundwater Regeneration Reduction Potential (Occupation)Groundwater Regeneration Reduction Potential (Transformation)Infiltration Reduction Potential (Occupation)Infiltration Reduction Potential (Transformation)Physicochemical Filtration Reduction Potential (Occupation)Physicochemical Filtration Reduction Potential (Transformation)TRACI 2.1, Global Warming Air, incl. biogenic carbonTRACI 2.1, Resources, Fossil fuelsTRACI 2.1, Human toxicity, cancer (recommended)TRACI 2.1, Human toxicity, non-canc. (recommended)TRACI 2.1, Global Warming Air, excl. biogenic carbonTRACI 2.1, Smog AirTRACI 2.1, Ecotoxicity (recommended)TRACI 2.1, AcidificationTRACI 2.1, EutrophicationTRACI 2.1, Human Health Particulate AirTRACI 2.1, Ozone Depletion AirTRACI 2.1, Global Warming Air, excl biogenic carbon, incl LUC, no norm/weightTRACI 2.1, Global Warming Air, LUC only, no norm/weightTRACI 2.1, Global Warming Air, incl biogenic carbon, incl LUC, no norm/weightUBP 2013, Carcinogenic substances into airUBP 2013, Energy resourcesUBP 2013, Global warmingUBP 2013, Heavy metals into airUBP 2013, Heavy metals into soilUBP 2013, Heavy metals into waterUBP 2013, Land useUBP 2013, Main air pollutantsUBP 2013, Mineral resourcesUBP 2013, Non radioactive waste to depositUBP 2013, Ozone layer depletionUBP 2013, Pesticides into soilUBP 2013, POP into waterUBP 2013, Radioactive substances into airUBP 2013, Radioactive substances into waterUBP 2013, Radioactive waste to depositUBP 2013, Water pollutantsUBP 2013, Water resourcesUBP 2013, Global warming, incl Land Use ChangeUBP 2013, Global warming, Land Use Change onlyUSEtox 2.1, Ecotoxicity (recommended and interim)USEtox 2.1, Ecotoxicity (recommended only)USEtox 2.1, Human toxicity, cancer (recommended and interim)USEtox 2.1, Human toxicity, cancer (recommended only)USEtox 2.1, Human toxicity, non-canc. (recommended and interim)USEtox 2.1, Human toxicity, non-canc. (recommended only)AWARE, high characterization factor for unspecified waterAWARE, low characterization factor for unspecified waterAWARE, OECD+BRIC average for unspecified waterBlue water consumptionBlue water useTotal freshwater consumption (including rainwater)Total freshwater useWSI, high characterization factor for unspecified waterWSI, low characterization factor for unspecified waterWSI, OECD+BRIC average for unspecified waterAWARE (excl hydropower), high characterization factor for unspecified waterAWARE (excl hydropower), low characterization factor for unspecified waterAWARE (excl hydropower), OECD+BRIC average for unspecified waterBlue water consumption (excl hydropower)Blue water use (excl hydropower)Total freshwater consumption (excl hydropower, including rainwater)Total freshwater use (excl hydropower)WSI (excl hydropower), high characterization factor for unspecified waterWSI (excl hydropower), low characterization factor for unspecified waterWSI (excl hydropower), OECD+BRIC average for unspecified waterThe LCI method applied is in compliance with ISO 14040 and 14044. The documentation includes all relevant information in view of the data quality and scope of the application of the respective LCI result / data set. The dataset represents the state-of-the-art in view of the referenced functional unit.thinkstepIABP-GaBiIBP-GaBiThe dataset and systems, which are provided with our software and databases for public use into a broad user community, are constantly used, compared, benchmarked, screened, reviewed and results published in various external, professional and third party LCA applications in industry, academia and politics. So user feedback via the online GaBi forum or direct via user information is a standard routine in the maintenance and update process and leads to stable quality and constant control and improvement of data, if knowledge or technology improves or industrial process chains develop or change.GaBi user forumGaBi user communityGaBi bug forumGaBi conformity systemFully compliantFully compliantFully compliantFully compliantFully compliantNot definedUNEP SETAC Life Cycle InitiativeNot definedNot definedNot definedNot definedNot definedNot definedILCD Data Network - Entry-levelNot definedFully compliantFully compliantNot definedFully compliantNot definedthinkstepThe data set represents a cradle to gate inventory. It can be used to characterise the supply chain situation of the respective commodity in a representative manner. Combination with individual unit processes using this commodity enables the generation of user-specific (product) LCAs. The data set does not necessarily fit for any possible specific supply situation - especially if significantly different technology routes exist - but is representative for a common supply chain situation.thinkstepIABP-GaBi2019-02-01T00:00:00.000ILCD format 1.1thinkstepNo official approval by producer or operator2019-02-01T00:00:00.00000.00.001Data set finalised; entirely publishedGaBi databasesthinksteptrueOtherGaBi (source code, database including extension modules and single data sets, documentation) remains property of thinkstep AG. thinkstep AG delivers GaBi licenses comprising data storage medium and manual as ordered by the customer. The license guarantees the right of use for one installation of GaBi. Further installations using the same license are not permitted. Additional licenses are only valid if the licensee holds at least one main license. Licenses are not transferable and must only be used within the licensee's organisation. Data sets may be copied for internal use. The number of copies is restricted to the number of licenses of the software system GaBi the licensee owns. The right of use is exclusively valid for the licensee. All rights reserved.Sorghum, grains (20% H2O content)Output1.01.00Mixed primary / secondaryEstimatedvaluable