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Norwegian University of Life Sciences 1 
Impact of animal health on greenhouse gas emissions 
in Norwegian dairying 
Şeyda Özkan, Bouda Vosough Ahmadi, Helge Bonesmo, Olav Østerås, 
Alistair Stott, Odd Magne Harstad 
Livestock Modelling and Research Colloquium, Maritime Museum Bilbao, Spain 
16 October 2014
Outline 
• Introduction 
• Mitigation and Animal Health 
• High somatic cell count and replacement decisions 
• Dynamic Programming & HolosNor 
• Results & Discussion 
• Final Remarks 
Norwegian University of Life Sciences 2
Introduction 
• GHG emissions in Norway increased by 6% between 1990 and 2011 (53.4 Mt CO2e in total). 
• 4.5 MtCO2e emissions produced from agriculture in 2011 (a reduction by 11% from 1990 levels). 
• About 90% of agricultural emissions in Norway are attributed to feed and livestock production. 
• Emissions associated with production of concentrates and vegetables are rather low. 
• Instead, a large proportion of arable land is only suitable for pasture production that can be grazed by 
ruminants 
• Dairy sector contributes 30% (plus emissions from replacement cows) of GHG emissions from animal 
production. 
• Major GHGs from agriculture are CH4 and N2O. 
• Projected increase in population (and increased demand for food production) by 20% by 2030 is likely to 
increase GHG emissions. 
• Norwegian Ministry of Agriculture and Food suggests a 20% reduction in agricultural emissions from 1990 
levels by 2020. 
Norwegian University of Life Sciences 3
Norwegian University of Life Sciences 4 
Animal type Numbers (1000) CH4 
Enteric 
CH4 
Fertiliser 
N2O 
Total % 
Dairy cattle 204 620 74 188 882 30 
Beef cattle 70 174 19 34 227 8 
Young cattle 476 627 99 157 883 30 
Total 750 1421 192 379 1992 68 
Sheep 1513 454 24 124 602 20 
Goat 61 17 1 7 25 1 
Horse 67 25 24 25 74 2 
Pigs 561 23 30 52 105 4 
Poultry 14803 2 36 33 71 2 
Fur animal 212 0 3 8 11 <1 
Other animals 76 14 16 106 4 
TOTAL 2018 324 644 2986 
Proportions among sources 67 11 22 
Source: Grønlund and Harstad (2014 
Table: Distribution of emissions between different animal categories
Animal Health 
• Many studies on the impact of animal- and diet-related 
factors on mitigating emissions 
• Lack of research on the impact of management related 
factors e.g. health, calving interval, fertility, extended 
lactation 
• Subclinical mastitis – somatic cell count 
• Aim: Impact of high somatic cell count (and replacement 
decisions) on GHG emissios 
Norwegian University of Life Sciences 5
DP model - HolosNor 
• A DP model of dairy cow replacement decision problem 
• optimised total culling rate (voluntary and involuntary) 
• Objective of the DP : maximise the expected gross 
margins over feed (ENPV) by making appropriate 
replacement decisions. 
• HolosNor - farm-scale model 
• Combined dairy and beef farming systems 
• Accounts for all significant GHGs including soil C 
changes 
Norwegian University of Life Sciences 6
3 scenarios examined 
(i) a healthy herd with a somatic cell count of 50 000 
cells/ml and below, and milk price of 4.7 NOK/kg; 
(ii) a diseased herd with a somatic cell count of 200 000 
cells/ml and above, and milk price of 4.7 NOK/kg; 
(iii) a diseased herd in (ii) but with a milk price of 3.76 
NOK/kg due to penalty. 
Norwegian University of Life Sciences 7
Results - DP 
Norwegian University of Life Sciences 8 
Healthy 
SCC (milk 
@4.7/kg) S1 
SCC (milk 
@3.76/kg) S2 
ENPV (NOK/year) 34 800 34 600 27 700 
Voluntary culling rate (%) 10 13 12 
Involuntary culling rate (%) 22 25 25 
Total culling rate (%) 32 38 37 
Table. The output of the DP model for ENPV and culling rates
Results - HolosNor 
Norwegian University of Life Sciences 9 
3.05 
6.45 
3.12 
5.62 
3.12 
5.73 
0 
1 
2 
3 
4 
5 
6 
7 
milk meat 
kg CO2e emissions 
kg product 
H 
S1 
S2 
Figure. The GHG emissions produced for kg milk and meat under three scenarios examined
Discussion 
• Higher ENPVs in healthy herds than the diseased herds 
(34 800 versus 34 600 and 27 700 NOK/year for healthy 
and diseased cows, respectively). 
• Increased GHG emissions per kg milk can be, in part, 
attributed to the increased culling rate in the diseased 
scenario, resulting in a younger herd 
• The reduction in the GHG emissions produced per kg of 
meat may be due to higher number of older than second 
lactating cows in healthy herds than those in diseased 
herds 
Norwegian University of Life Sciences 10
Conclusion 
• Potential for mitigation in herds with subclinical mastitis 
• Ongoing studies on 
-impact of varying SCC 
-impact of higher heifer prices 
- Varying penalties 
- Extended lactation 
- Fertility problems 
- Diseases 
Norwegian University of Life Sciences 11
Thank you 
Şeyda Özkan 
Department of Animal and Aquacultural Sciences 
Norwegian University of Life Sciences 
seyda.ozkan@nmbu.no

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Seyda Ozkan

  • 1. Norwegian University of Life Sciences 1 Impact of animal health on greenhouse gas emissions in Norwegian dairying Şeyda Özkan, Bouda Vosough Ahmadi, Helge Bonesmo, Olav Østerås, Alistair Stott, Odd Magne Harstad Livestock Modelling and Research Colloquium, Maritime Museum Bilbao, Spain 16 October 2014
  • 2. Outline • Introduction • Mitigation and Animal Health • High somatic cell count and replacement decisions • Dynamic Programming & HolosNor • Results & Discussion • Final Remarks Norwegian University of Life Sciences 2
  • 3. Introduction • GHG emissions in Norway increased by 6% between 1990 and 2011 (53.4 Mt CO2e in total). • 4.5 MtCO2e emissions produced from agriculture in 2011 (a reduction by 11% from 1990 levels). • About 90% of agricultural emissions in Norway are attributed to feed and livestock production. • Emissions associated with production of concentrates and vegetables are rather low. • Instead, a large proportion of arable land is only suitable for pasture production that can be grazed by ruminants • Dairy sector contributes 30% (plus emissions from replacement cows) of GHG emissions from animal production. • Major GHGs from agriculture are CH4 and N2O. • Projected increase in population (and increased demand for food production) by 20% by 2030 is likely to increase GHG emissions. • Norwegian Ministry of Agriculture and Food suggests a 20% reduction in agricultural emissions from 1990 levels by 2020. Norwegian University of Life Sciences 3
  • 4. Norwegian University of Life Sciences 4 Animal type Numbers (1000) CH4 Enteric CH4 Fertiliser N2O Total % Dairy cattle 204 620 74 188 882 30 Beef cattle 70 174 19 34 227 8 Young cattle 476 627 99 157 883 30 Total 750 1421 192 379 1992 68 Sheep 1513 454 24 124 602 20 Goat 61 17 1 7 25 1 Horse 67 25 24 25 74 2 Pigs 561 23 30 52 105 4 Poultry 14803 2 36 33 71 2 Fur animal 212 0 3 8 11 <1 Other animals 76 14 16 106 4 TOTAL 2018 324 644 2986 Proportions among sources 67 11 22 Source: Grønlund and Harstad (2014 Table: Distribution of emissions between different animal categories
  • 5. Animal Health • Many studies on the impact of animal- and diet-related factors on mitigating emissions • Lack of research on the impact of management related factors e.g. health, calving interval, fertility, extended lactation • Subclinical mastitis – somatic cell count • Aim: Impact of high somatic cell count (and replacement decisions) on GHG emissios Norwegian University of Life Sciences 5
  • 6. DP model - HolosNor • A DP model of dairy cow replacement decision problem • optimised total culling rate (voluntary and involuntary) • Objective of the DP : maximise the expected gross margins over feed (ENPV) by making appropriate replacement decisions. • HolosNor - farm-scale model • Combined dairy and beef farming systems • Accounts for all significant GHGs including soil C changes Norwegian University of Life Sciences 6
  • 7. 3 scenarios examined (i) a healthy herd with a somatic cell count of 50 000 cells/ml and below, and milk price of 4.7 NOK/kg; (ii) a diseased herd with a somatic cell count of 200 000 cells/ml and above, and milk price of 4.7 NOK/kg; (iii) a diseased herd in (ii) but with a milk price of 3.76 NOK/kg due to penalty. Norwegian University of Life Sciences 7
  • 8. Results - DP Norwegian University of Life Sciences 8 Healthy SCC (milk @4.7/kg) S1 SCC (milk @3.76/kg) S2 ENPV (NOK/year) 34 800 34 600 27 700 Voluntary culling rate (%) 10 13 12 Involuntary culling rate (%) 22 25 25 Total culling rate (%) 32 38 37 Table. The output of the DP model for ENPV and culling rates
  • 9. Results - HolosNor Norwegian University of Life Sciences 9 3.05 6.45 3.12 5.62 3.12 5.73 0 1 2 3 4 5 6 7 milk meat kg CO2e emissions kg product H S1 S2 Figure. The GHG emissions produced for kg milk and meat under three scenarios examined
  • 10. Discussion • Higher ENPVs in healthy herds than the diseased herds (34 800 versus 34 600 and 27 700 NOK/year for healthy and diseased cows, respectively). • Increased GHG emissions per kg milk can be, in part, attributed to the increased culling rate in the diseased scenario, resulting in a younger herd • The reduction in the GHG emissions produced per kg of meat may be due to higher number of older than second lactating cows in healthy herds than those in diseased herds Norwegian University of Life Sciences 10
  • 11. Conclusion • Potential for mitigation in herds with subclinical mastitis • Ongoing studies on -impact of varying SCC -impact of higher heifer prices - Varying penalties - Extended lactation - Fertility problems - Diseases Norwegian University of Life Sciences 11
  • 12. Thank you Şeyda Özkan Department of Animal and Aquacultural Sciences Norwegian University of Life Sciences seyda.ozkan@nmbu.no