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A holistic, dynamic model to quantify and mitigate the environmental impacts of cattle farming FootprintBEEF project (2012-) with Finnish companies HK Scan/Agri, Raisio and Yara 
LiveM Livestock Modelling and Research Colloquium, 
14-16 October 2014, Bilbao, Spain 
Juha-Matti Katajajuuri1, Hannele Pulkkinen1, Sanna Hietala1, Perttu Virkajärvi2, Kirsi Järvenranta2, Jouni Nousiainen1, Arto Huuskonen3 
1LCA team (SBE); 2Grass team; 3Beef production team of MTT
High-quality food, clean environment - better well- being 
MTT Agrifood Research Finland 
Our research promotes consumer well-being, the competitiveness of agriculture and the food industry, the sustainable use of natural resources, the quality of the production and living environment, and the vitality of the countryside 
1.1.2015- Natural Resources Institute Finland (LUKE)
© MTT Agrifood Research Finland 
Objectives/themes of the “Responsible Food chain - Better Consumer Well-being” Research Area 
1.Developing responsibility and sustainability in the food chain 
2.Decreasing the footprints of food products and food chain 
3.Improving resource efficiency in the food chain 
4.Enabling consumers to make more responsible choices 
5.Improving public health
© MTT Agrifood Research Finland 
Ref: Seppälä et al. 2011. J. Cleaner Prod. 
24 % 
39 % 
0 
5 
10 
15 
20 
25 
30 
35 
40 
45 
Housing 
Nutrition 
Leisure 
time 
Well- being 
Clothing 
Education and work 
Others 
% 
Greenhouse gas emissions, i.e. carbon footprint 
Other environmental impacts 
• Agriculture 
• Food industry 
• Retail 
• Food services 
• Grocery shopping 
• Food preparation and storage 
Environmental impacts of consumption in Finland
© MTT Agrifood Research Finland 
TEKIS MIELI VIEL NOSTAA ERI STUDYJEN VAIHTELUVÄLI RUOKATUOTTEISTA ESIM. NAUDANLIHA TAI KINKKU….ET YMMÄRTÄVÄT LÄHTÖKOHDAN KUIN PALJON TUTKIMKSET VAIHTELEE TEKIJÄT EROIHIN: - OLOSUHTEET - TUOTANTO-OSAAMINEN - METODIEROT!! Juu, kuulostaa fiksulta! Eiks se ole ihan hyvä se sun suomikalvo tosin eri ruokatuotteiden vaihteluvälistä. Kun yhden tuotteet vaihteluväli nyt ei paljon vielä kerro, mut kun näkee et kasviksilla 0,5-2 mut vaik sianlihalla 3-8, niin alkaa tajuta epävarmuudet! 
Examples of range of climate impacts of foodstuffs: 
Climatic/regional differences 
Management/production practices 
Methodological differences 
Ref: Katajajuuri, 2009. In: Government Foresight Report on Long-term Climate and Energy Policy: Towards a Low-carbon Finland. Prime Minister’s Office Publications 30/2009
© MTT Agrifood Research Finland 
Background of FootprintBEEF project (2012-2015) 
•Cattle farming is the most important agricultural contributor to environmental impacts 
•Still, most often, for example the climate impacts of cattle farming are estimated using default IPCC emission factors (kg CH4 per cow) which only give a rough estimate rather than a detailed picture from different feeding and management strategies, in different geographical conditions, also many studies take N2O emissions as IPCC defaults, and N losses through manure as default (not calculated based on feeding), so there are no link between real feeding and associated emissions 
•Detailed modeling and optimization of specific parts of the production system, such as grass production, enteric fermentation etc., has been made, but holistic and detailed studies on entire farming systems and their feed supply chains are more rare 
•Deep biological (animal and crop) and LCA competence and real production data from farms are not often integrated 
17.10.2014 
6
© MTT Agrifood Research Finland 
Approach / method 
•Base line/model of cultivation (yields, fertilising etc.) is acquired from large set of real beef farms and their production data. Realistic model from on-farm data bank (ProAgria; Finnish advisory organization for farmers) 
•Dynamic model integrating biological models of beef, crop and grass production and LCA models was developed to assess climate impact, eutrophication, acidification and nutrient footprint 
•Combined milk and beef production: milking cows, heifers, bulls 
•Beef production: suckler cows, heifers, bulls 
•Core parts are dynamic 
•LW gain & energy demand, nutrient utilization of animals, N fertilization & silage yield, GHG emissions… 
•Partly the model uses fixed function based on user’s choices (e.g. nutritive value of feeds, soil fertility classes, concentrate levels) 
•Model’s structure is partly auto-regulative and partly fixed allowing only biologically acceptable input values are used 
•Still currently designed for experts 
•Also a set of new emission models was introduced 
•Nutrient flow through the whole production system uses dynamic biological functions in sub- models connecting animal growth, feeding intensity and composition, feed production and manure and fertilizer use on different soil types 
•Goal is to assess current environmental impacts of different beef production systems and mitigation potential through different scenarios 
17.10.2014 
7
© MTT Agrifood Research Finland 
Core background data in the models 
•Animal production: MTT’s Finnish feeding experiments (Maaninka/Ruukki) 
•Crop production 
•Data from large number of cattle farms for the baseline (real yields, used fertilising, etc.; 2002-2011) 
•Life Cycle Assessment: 
•Climate Impact (Global warming potential) 
•National emission factors for direct nitrous oxide emissions from cultivated mineral and organic soils 
•The new equations for mineral soils were developed after 10 years of year-round N2O measurements in Finland at boreal mineral agricultural soils 
•Enteric fermentation emissions by Ramin&Huhtanen 2013 and Finnish NIR (GHG inventory report) (compare quite often used Tier 1 method from IPCC…) 
•Eutrophication, nutrient footprint, acidification… 
•National method based on N balance and P class of soil… 
17.10.2014 
8
© MTT Agrifood Research Finland 
More information from emission background models e.g. from: 
•Salo et al 2013. Nitrogen fertilizer rates, N balances, and related risk of N leaching in Finnish agriculture. MTT Report 102. MTT Agrifood Research Finland 
•M. Ramin, P. Huhtanen 2013. Development of equations for predicting methane emissions from ruminants. Journal of Dairy Science. Volume 96, Issue 4. 2476-2493. 
•K. Regina, J. Kaseva, M. Esala 2013. Emissions of nitrous oxide from boreal agricultural mineral soils - Statistical models based on measurements. Agriculture, Ecosystems & Environment. Volume 164. 131-136. 
17.10.2014 
9
© MTT Agrifood Research Finland 
Bringing existing models together 
1.Animal production 
•Modeling of live weight gain and corresponding energy demand 
•Energy demand divided between selection of feeds typical for Finnish farms 
•Modeling of nutrient utilization (N, P, K) 
•Manure and its nutrients linked to cultivation… 
2.Crop production 
•Modeling of nutrient flows for different perennial and annual crops 
3.Life Cycle Assessment: Global warming potential – eutrophication – acidification – nutrient footprint 
•Modeling of impacts to environment 
•Typically all kind of given input-output data as an individual input to LCA models, but now they are holistically included 
Now the first 1-2 models generate needed parameters automatically 
Allows efficient running of scenarios 
10/17/2014 
10
© MTT Agrifood Research Finland 
The holistic model 
•Modeling the life cycle of a one animal 
•Input data in basic mode of FootprintBEEF-model: 
1.Which feeds are used 
2.Purchased feeds 
3.Share of forage vs. concentrates 
4.Slaughter age and weight 
5.Manure management system 
6.Share of manure spread on different feeds (cultivation areas) 
•Model will automatically calculate 
•gross energy need of the animal 
•how much feeds are needed 
•field area and bought fertilizers required 
•Manure use at field 
•Environmental impacts (from cradle to gate) 
10/17/2014 
11
© MTT Agrifood Research Finland 
Additionally model consists of … 
•light fuel oil use of machinery 
•use of lime 
•storing losses of manure 
•energy consumption of cattle houses 
•Environmental impacts from supply chain of mineral fertilizer and lime 
•Environmental impacts of production energy carriers 
•… 
•Not included 
•production of pesticides, herbicides and fungicides 
•Production of capital equipment 
10/17/2014 
12
© MTT Agrifood Research Finland 
17.10.2014 
13 
The core of the model: Energy requirement of an animal 
•Finnish data 
•Calf period HY/Hepola 
• Other: MTT Ruukki, MTT Maaninka, 
•Energy requirement (ME) estimated for 6 periods 
•Energy requirement devided between different feeds 
•Restricted to most typical type of feeds 
•Nutritional value from Feed Tables (Finland) 
•pre-selected choice for e.g. D value of grass silage & corresponding other variables 
Age, d 
Daily energy need, ME/d
© MTT Agrifood Research Finland 
Crop cultivation - Fertilizing, liming 
Field use /crop 
Enteric fermentation & nutrient levels of manure and use of bedding 
Feeding 
- addition of purchased feeds 
Total emissions from field 
- N and P leaching and run- off 
- N2O-emissions from soils 
- CO2-emissions from liming 
- CO2 & NOx emissions from field work and transportations 
Results - Nutrient losses/ animal 
- N & P balances 
- Greenhouse gases 
- Eutrophication… 
Nutrient losses from manure spreading 
- N, P, K, C 
Nutrient losses on field N, P, K, C 
- Per crop type 
Division of manure nutrients to crops 
-Storage loss of manure nutrients N, P, K, C 
- GHG-emissions from manure storage 
System description 
- Slaughter data, feeds, silage D-value, crop yield, soil type, P-class, manure use, number of cuts in grass production, spreading method … 
Growth rate kg/d LW 
D-value, 
C vs R % 
Feed energy need of an animal 
Feed properties - Nutritional value (energy, minerals etc.) 
N & P 
Energy consumption of field work and transportations 
2.10.2014 
14
© MTT Agrifood Research Finland 
Running of scenarios 
•Model constructed in such a way that efficient running of scenarios possible 
•To evaluate effects to climate impact, eutrophication and acidification simultaneously 
•To evaluate effects of different mitigation options simultaneously 
•Corrections/checks 
•Yield response to different N fertilizer levels 
•Finnish grass experiments data (review of Salo et al 2013) 
•Digestibility (D) values of grass silage 
•Varies according to number of cuts (in Finland most commonly two (!) but also three are used) 
•Corrections to growing period according to D-value and share of concentrates (grains and rape seed vs. roughage) 
•Automatic calculations of energy need of one animal, when slaughter age and weight are changed 
10/17/2014 
15
© MTT Agrifood Research Finland 
1 .Yield response of N (grass): Dry matter yield and N 
fertilising in different yield classes 
2.10.2014 
16 
0 
50 
100 
150 
200 
250 
300 
0 2000 4000 6000 8000 10000 12000 
Kokonais-N kg/ha/v 
Kuiva-ainesato kg/ha/v 
Ka-sato ja N-lannoitus satotasoluokittain 
Hyvä Huono Keskimääräinen 
Huippu LPT alin LPT keskim 
LPT ylin 
Min and max values defined for all yield classes
© MTT Agrifood Research Finland 
Conclusions / Procedure until 2015 
•The new model with various development options possible in practical farming pinpoints the challenges at the sector 
•The model can be used to achieve knowledge of a current status of a specific system based on available data or it can be used for assessment of different scenarios 
•Effects of changing diet, inputs or manure management processes to different environmental impacts can be seen directly 
•It gives understanding on contradictions between different mitigation options and helps choosing the most sustainable practices 
•Modelling and results are completed in June 2015 (all different beef production systems and their scenarios) 
17.10.2014 
17

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MTT a holistic, dynamic model to quantify and mitigate the environmental impacts of cattle farming_ esitys katajajuuri

  • 1. A holistic, dynamic model to quantify and mitigate the environmental impacts of cattle farming FootprintBEEF project (2012-) with Finnish companies HK Scan/Agri, Raisio and Yara LiveM Livestock Modelling and Research Colloquium, 14-16 October 2014, Bilbao, Spain Juha-Matti Katajajuuri1, Hannele Pulkkinen1, Sanna Hietala1, Perttu Virkajärvi2, Kirsi Järvenranta2, Jouni Nousiainen1, Arto Huuskonen3 1LCA team (SBE); 2Grass team; 3Beef production team of MTT
  • 2. High-quality food, clean environment - better well- being MTT Agrifood Research Finland Our research promotes consumer well-being, the competitiveness of agriculture and the food industry, the sustainable use of natural resources, the quality of the production and living environment, and the vitality of the countryside 1.1.2015- Natural Resources Institute Finland (LUKE)
  • 3. © MTT Agrifood Research Finland Objectives/themes of the “Responsible Food chain - Better Consumer Well-being” Research Area 1.Developing responsibility and sustainability in the food chain 2.Decreasing the footprints of food products and food chain 3.Improving resource efficiency in the food chain 4.Enabling consumers to make more responsible choices 5.Improving public health
  • 4. © MTT Agrifood Research Finland Ref: Seppälä et al. 2011. J. Cleaner Prod. 24 % 39 % 0 5 10 15 20 25 30 35 40 45 Housing Nutrition Leisure time Well- being Clothing Education and work Others % Greenhouse gas emissions, i.e. carbon footprint Other environmental impacts • Agriculture • Food industry • Retail • Food services • Grocery shopping • Food preparation and storage Environmental impacts of consumption in Finland
  • 5. © MTT Agrifood Research Finland TEKIS MIELI VIEL NOSTAA ERI STUDYJEN VAIHTELUVÄLI RUOKATUOTTEISTA ESIM. NAUDANLIHA TAI KINKKU….ET YMMÄRTÄVÄT LÄHTÖKOHDAN KUIN PALJON TUTKIMKSET VAIHTELEE TEKIJÄT EROIHIN: - OLOSUHTEET - TUOTANTO-OSAAMINEN - METODIEROT!! Juu, kuulostaa fiksulta! Eiks se ole ihan hyvä se sun suomikalvo tosin eri ruokatuotteiden vaihteluvälistä. Kun yhden tuotteet vaihteluväli nyt ei paljon vielä kerro, mut kun näkee et kasviksilla 0,5-2 mut vaik sianlihalla 3-8, niin alkaa tajuta epävarmuudet! Examples of range of climate impacts of foodstuffs: Climatic/regional differences Management/production practices Methodological differences Ref: Katajajuuri, 2009. In: Government Foresight Report on Long-term Climate and Energy Policy: Towards a Low-carbon Finland. Prime Minister’s Office Publications 30/2009
  • 6. © MTT Agrifood Research Finland Background of FootprintBEEF project (2012-2015) •Cattle farming is the most important agricultural contributor to environmental impacts •Still, most often, for example the climate impacts of cattle farming are estimated using default IPCC emission factors (kg CH4 per cow) which only give a rough estimate rather than a detailed picture from different feeding and management strategies, in different geographical conditions, also many studies take N2O emissions as IPCC defaults, and N losses through manure as default (not calculated based on feeding), so there are no link between real feeding and associated emissions •Detailed modeling and optimization of specific parts of the production system, such as grass production, enteric fermentation etc., has been made, but holistic and detailed studies on entire farming systems and their feed supply chains are more rare •Deep biological (animal and crop) and LCA competence and real production data from farms are not often integrated 17.10.2014 6
  • 7. © MTT Agrifood Research Finland Approach / method •Base line/model of cultivation (yields, fertilising etc.) is acquired from large set of real beef farms and their production data. Realistic model from on-farm data bank (ProAgria; Finnish advisory organization for farmers) •Dynamic model integrating biological models of beef, crop and grass production and LCA models was developed to assess climate impact, eutrophication, acidification and nutrient footprint •Combined milk and beef production: milking cows, heifers, bulls •Beef production: suckler cows, heifers, bulls •Core parts are dynamic •LW gain & energy demand, nutrient utilization of animals, N fertilization & silage yield, GHG emissions… •Partly the model uses fixed function based on user’s choices (e.g. nutritive value of feeds, soil fertility classes, concentrate levels) •Model’s structure is partly auto-regulative and partly fixed allowing only biologically acceptable input values are used •Still currently designed for experts •Also a set of new emission models was introduced •Nutrient flow through the whole production system uses dynamic biological functions in sub- models connecting animal growth, feeding intensity and composition, feed production and manure and fertilizer use on different soil types •Goal is to assess current environmental impacts of different beef production systems and mitigation potential through different scenarios 17.10.2014 7
  • 8. © MTT Agrifood Research Finland Core background data in the models •Animal production: MTT’s Finnish feeding experiments (Maaninka/Ruukki) •Crop production •Data from large number of cattle farms for the baseline (real yields, used fertilising, etc.; 2002-2011) •Life Cycle Assessment: •Climate Impact (Global warming potential) •National emission factors for direct nitrous oxide emissions from cultivated mineral and organic soils •The new equations for mineral soils were developed after 10 years of year-round N2O measurements in Finland at boreal mineral agricultural soils •Enteric fermentation emissions by Ramin&Huhtanen 2013 and Finnish NIR (GHG inventory report) (compare quite often used Tier 1 method from IPCC…) •Eutrophication, nutrient footprint, acidification… •National method based on N balance and P class of soil… 17.10.2014 8
  • 9. © MTT Agrifood Research Finland More information from emission background models e.g. from: •Salo et al 2013. Nitrogen fertilizer rates, N balances, and related risk of N leaching in Finnish agriculture. MTT Report 102. MTT Agrifood Research Finland •M. Ramin, P. Huhtanen 2013. Development of equations for predicting methane emissions from ruminants. Journal of Dairy Science. Volume 96, Issue 4. 2476-2493. •K. Regina, J. Kaseva, M. Esala 2013. Emissions of nitrous oxide from boreal agricultural mineral soils - Statistical models based on measurements. Agriculture, Ecosystems & Environment. Volume 164. 131-136. 17.10.2014 9
  • 10. © MTT Agrifood Research Finland Bringing existing models together 1.Animal production •Modeling of live weight gain and corresponding energy demand •Energy demand divided between selection of feeds typical for Finnish farms •Modeling of nutrient utilization (N, P, K) •Manure and its nutrients linked to cultivation… 2.Crop production •Modeling of nutrient flows for different perennial and annual crops 3.Life Cycle Assessment: Global warming potential – eutrophication – acidification – nutrient footprint •Modeling of impacts to environment •Typically all kind of given input-output data as an individual input to LCA models, but now they are holistically included Now the first 1-2 models generate needed parameters automatically Allows efficient running of scenarios 10/17/2014 10
  • 11. © MTT Agrifood Research Finland The holistic model •Modeling the life cycle of a one animal •Input data in basic mode of FootprintBEEF-model: 1.Which feeds are used 2.Purchased feeds 3.Share of forage vs. concentrates 4.Slaughter age and weight 5.Manure management system 6.Share of manure spread on different feeds (cultivation areas) •Model will automatically calculate •gross energy need of the animal •how much feeds are needed •field area and bought fertilizers required •Manure use at field •Environmental impacts (from cradle to gate) 10/17/2014 11
  • 12. © MTT Agrifood Research Finland Additionally model consists of … •light fuel oil use of machinery •use of lime •storing losses of manure •energy consumption of cattle houses •Environmental impacts from supply chain of mineral fertilizer and lime •Environmental impacts of production energy carriers •… •Not included •production of pesticides, herbicides and fungicides •Production of capital equipment 10/17/2014 12
  • 13. © MTT Agrifood Research Finland 17.10.2014 13 The core of the model: Energy requirement of an animal •Finnish data •Calf period HY/Hepola • Other: MTT Ruukki, MTT Maaninka, •Energy requirement (ME) estimated for 6 periods •Energy requirement devided between different feeds •Restricted to most typical type of feeds •Nutritional value from Feed Tables (Finland) •pre-selected choice for e.g. D value of grass silage & corresponding other variables Age, d Daily energy need, ME/d
  • 14. © MTT Agrifood Research Finland Crop cultivation - Fertilizing, liming Field use /crop Enteric fermentation & nutrient levels of manure and use of bedding Feeding - addition of purchased feeds Total emissions from field - N and P leaching and run- off - N2O-emissions from soils - CO2-emissions from liming - CO2 & NOx emissions from field work and transportations Results - Nutrient losses/ animal - N & P balances - Greenhouse gases - Eutrophication… Nutrient losses from manure spreading - N, P, K, C Nutrient losses on field N, P, K, C - Per crop type Division of manure nutrients to crops -Storage loss of manure nutrients N, P, K, C - GHG-emissions from manure storage System description - Slaughter data, feeds, silage D-value, crop yield, soil type, P-class, manure use, number of cuts in grass production, spreading method … Growth rate kg/d LW D-value, C vs R % Feed energy need of an animal Feed properties - Nutritional value (energy, minerals etc.) N & P Energy consumption of field work and transportations 2.10.2014 14
  • 15. © MTT Agrifood Research Finland Running of scenarios •Model constructed in such a way that efficient running of scenarios possible •To evaluate effects to climate impact, eutrophication and acidification simultaneously •To evaluate effects of different mitigation options simultaneously •Corrections/checks •Yield response to different N fertilizer levels •Finnish grass experiments data (review of Salo et al 2013) •Digestibility (D) values of grass silage •Varies according to number of cuts (in Finland most commonly two (!) but also three are used) •Corrections to growing period according to D-value and share of concentrates (grains and rape seed vs. roughage) •Automatic calculations of energy need of one animal, when slaughter age and weight are changed 10/17/2014 15
  • 16. © MTT Agrifood Research Finland 1 .Yield response of N (grass): Dry matter yield and N fertilising in different yield classes 2.10.2014 16 0 50 100 150 200 250 300 0 2000 4000 6000 8000 10000 12000 Kokonais-N kg/ha/v Kuiva-ainesato kg/ha/v Ka-sato ja N-lannoitus satotasoluokittain Hyvä Huono Keskimääräinen Huippu LPT alin LPT keskim LPT ylin Min and max values defined for all yield classes
  • 17. © MTT Agrifood Research Finland Conclusions / Procedure until 2015 •The new model with various development options possible in practical farming pinpoints the challenges at the sector •The model can be used to achieve knowledge of a current status of a specific system based on available data or it can be used for assessment of different scenarios •Effects of changing diet, inputs or manure management processes to different environmental impacts can be seen directly •It gives understanding on contradictions between different mitigation options and helps choosing the most sustainable practices •Modelling and results are completed in June 2015 (all different beef production systems and their scenarios) 17.10.2014 17