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Climate Change Impacts on Cattle in Austria Revealed by THI-Models to Support Integrated Land Use Models 
Martin Schönhart, Imran Nadeem 
Institute for Sustainable Economic Development & Institute of Meteorology 
University of Natural Resources and Live Sciences, Vienna 
LiveM Livestock Modelling and Research Colloquium 
Bilbao, 15 October 2014 
CATMILK
Integrated land use models from an economic perspective 
Land use and livestock management decision 
…integrating disciplinary knowledge to answer complex questions of (agricultural and forestry) land use 
Management options 
Resources 
Land use choices 
Policies 
Markets 
Environmental outcome 
Livestock choices 
feedbacks and inter-linkages 
direct drivers 
Global change
Typical management options for bio- physical modelling 
e.g. Kirchner et al., 2014
Modelled average climate change impacts on Austrian agriculture 
- relative changes of 
gross margins 
- 4 RCM simulations 
- 3 adaptation and 
policy scenarios 
Schönhart et al. (2014) 
Livestock 
-all major production activities are included 
-differentiation among production system (i.e. conventional vs. organic production) 
-[differentiation of housing and manure management] 
-links to crop production 
-choices on optimal feed 
Indirect climate change impact from feed availability
Example of direct climate change impact: heat stress 
Source: Armstrong(1994)
Methodology and Data 
1.Regionally downscaled climate change data (RCM ALADIN driven by GCM ARPEGE with SRES A1B) at daily resolution 
2.Statistics on cow numbers, milk yields and prices 
3.Estimation of temperature humidity index (THI) 
4.Estimation of milk yield losses above critical THI threshold at NUTS3 level 
5.Economic valuation of milk yield losses 
6.Sensitivity analysis
Climate change data 
-RCM ALADIN driven by GCM ARPEGE with SRES A1B 
-Periods: 1951-1980 & 2071-2100
Represented THI models 
Tdb dry bulb temperature 
Tdp dew point temperature 
Tmax maximum temperature 
Tmin minimum temperature 
RH relative humidity 
RHmax relative humidty during Tmax 
RHmin relative humidty during Tmax 
taken from Walter and Löpmeier (2010)
Basic assumptions 
•uniform average temperature at national level (AT) and per NUTS3 
•milk yield of suckler cows valued by 50% milk price 
•Herd size remains unchanged 
•THI models transferable and applicable 
•THI threshold and milk yield loss taken based on Kolb (2012) 
•THI threshold and milk yield loss applicable to all THI models 
Critical scenario parameters 
Low 
Base 
High 
milk yield loss per THI point (liter/THI) 
0.20 
0.25 
0.30 
critical THI threshold 
72 
69 
67 
milk price (€/kg) 
0.20 
0.30 
0.40
1951-1980 
2071-2100 
Average values for 5 THI models
Grey line indicates critical THI threshold assumed in base scenario 
Distribution of daily THI values at AT level and for periods 1951/1980 and 2071/2100
Grey line indicates critical THI threshold assumed in base scenario 
Distribution of daily THI values at NUTS3 level and for periods 1951/1980 and 2071/2100
THI values above 69 from 1951-2100 for model NRC
Loss of production value (€) at national level from climate change 2071/2100
Loss of production value (% of total production) from climate change 2071/2100
Discussion on results 
•Economic losses are between 0% and -1.9% in 2071/2100 depending on 
–the THI model 
–basic parameter assumptions (scenarios) 
•Losses in the base scenario: -0.29% & -0.34% 
–for plausible parameter assumptions and 
–plausible THI models 
•This seems reasonable 
–study for Lower Saxony (GER): negative impacts on dairy yields are in the range of -0.1% to -0.4% until 2100
Discussion on methods 
•Choice of THI model should take climate conditions into account (see Bohmanova et al., 2007) 
•THI thresholds and yield losses likely are THI model dependent
Conclusions 
•Direct climate change impacts on livestock appear small compared to indirect impacts from changing feed availability in Austria 
•Uncertainties from the parameters and models are considerable (~ factor 40) but choice of “plausible” results can reduce uncertainty (~ factor 10) 
•Integration of a THI model into integrated land use models is straightforward 
–Impacts on relative competitiveness of dairy and suckler cow production compared to other livestock and cropping activities… 
–…but requires consideration of direct climate change impacts on all livestock activities to prevent biases 
•Adaptation options likely decrease the impacts but must be economically feasible (only low tech. options) 
•Impact on grazing unclear: heat stress (-) vs. extended vegetation periods (+) 
•Studies like this can guide research foci
THANKS! 
 Institute for Sustainable Economic Development | martin.schoenhart@boku.ac.at 
© M. Schönhart 
Research to this presentation has been supported by the project CATMILK (Austrian Climate Research Programme) and by the Federal Ministry of Agriculture, Forestry, Environment and Water Management of Austria within the FACCE-JPI Knowledge Hub MACSUR.
References 
Armstrong, D.V., 1994. Heat Stress Interaction with Shade and Cooling. Journal of Dairy Science 77, 2044–2050. 
Bohmanova, J., Misztal, I., Cole, J.B., 2007. Temperature-Humidity Indices as Indicators of Milk Production Losses due to Heat Stress. Journal of Dairy Science 90, 1947–1956. 
Kirchner, M., Schmidt, J., Kindermann, G., Kulmer, V., Mitter, H., Prettenthaler, F., Rüdisser, J., Schauppenlehner, T., Schönhart, M., Strauss, F., Tappeiner, U., Tasser, E., Schmid, E., 2014. Ecosystem services and economic development in Austrian agricultural landscapes - The impact of policy and climate change scenarios on trade-offs and synergies. Ecological Economics, (under review). 
Kolb, C., 2012. Einfluss von Klimaelementen auf Milchparameter unter Bedingungen der Vollweidehaltung von Milchkühen. Universität für Bodenkultur, Wien. 
Martinsohn, M., Hansen, H., 2013. Ökonomische Auswirkungen des Klimawandels auf die niedersächsische Milchproduktion. Berichte über Landwirtschaft 91(3). 
Schönhart, M., Mitter, H., Schmid, E., Heinrich, G., Gobiet, A., 2014. Integrated Analysis of Climate Change Impacts and Adaptation Measures in Austrian Agriculture. German Journal of Agricultural Economics 63, 156–176. 
Walter, K., Löpmeier, F.-J., 2010. Fütterung und Haltung von Hochleistungskühen. 5. Hochleistungskühe und Klimawandel. vTI Agriculture and Forestry Research 60, 17–34.

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Climate Change Impacts on Cattle in Austria Revealed by THI-Models to Support Integrated Land Use Models schönhart_nardeem_

  • 1. Climate Change Impacts on Cattle in Austria Revealed by THI-Models to Support Integrated Land Use Models Martin Schönhart, Imran Nadeem Institute for Sustainable Economic Development & Institute of Meteorology University of Natural Resources and Live Sciences, Vienna LiveM Livestock Modelling and Research Colloquium Bilbao, 15 October 2014 CATMILK
  • 2. Integrated land use models from an economic perspective Land use and livestock management decision …integrating disciplinary knowledge to answer complex questions of (agricultural and forestry) land use Management options Resources Land use choices Policies Markets Environmental outcome Livestock choices feedbacks and inter-linkages direct drivers Global change
  • 3. Typical management options for bio- physical modelling e.g. Kirchner et al., 2014
  • 4. Modelled average climate change impacts on Austrian agriculture - relative changes of gross margins - 4 RCM simulations - 3 adaptation and policy scenarios Schönhart et al. (2014) Livestock -all major production activities are included -differentiation among production system (i.e. conventional vs. organic production) -[differentiation of housing and manure management] -links to crop production -choices on optimal feed Indirect climate change impact from feed availability
  • 5. Example of direct climate change impact: heat stress Source: Armstrong(1994)
  • 6. Methodology and Data 1.Regionally downscaled climate change data (RCM ALADIN driven by GCM ARPEGE with SRES A1B) at daily resolution 2.Statistics on cow numbers, milk yields and prices 3.Estimation of temperature humidity index (THI) 4.Estimation of milk yield losses above critical THI threshold at NUTS3 level 5.Economic valuation of milk yield losses 6.Sensitivity analysis
  • 7. Climate change data -RCM ALADIN driven by GCM ARPEGE with SRES A1B -Periods: 1951-1980 & 2071-2100
  • 8. Represented THI models Tdb dry bulb temperature Tdp dew point temperature Tmax maximum temperature Tmin minimum temperature RH relative humidity RHmax relative humidty during Tmax RHmin relative humidty during Tmax taken from Walter and Löpmeier (2010)
  • 9. Basic assumptions •uniform average temperature at national level (AT) and per NUTS3 •milk yield of suckler cows valued by 50% milk price •Herd size remains unchanged •THI models transferable and applicable •THI threshold and milk yield loss taken based on Kolb (2012) •THI threshold and milk yield loss applicable to all THI models Critical scenario parameters Low Base High milk yield loss per THI point (liter/THI) 0.20 0.25 0.30 critical THI threshold 72 69 67 milk price (€/kg) 0.20 0.30 0.40
  • 10. 1951-1980 2071-2100 Average values for 5 THI models
  • 11. Grey line indicates critical THI threshold assumed in base scenario Distribution of daily THI values at AT level and for periods 1951/1980 and 2071/2100
  • 12. Grey line indicates critical THI threshold assumed in base scenario Distribution of daily THI values at NUTS3 level and for periods 1951/1980 and 2071/2100
  • 13. THI values above 69 from 1951-2100 for model NRC
  • 14. Loss of production value (€) at national level from climate change 2071/2100
  • 15. Loss of production value (% of total production) from climate change 2071/2100
  • 16. Discussion on results •Economic losses are between 0% and -1.9% in 2071/2100 depending on –the THI model –basic parameter assumptions (scenarios) •Losses in the base scenario: -0.29% & -0.34% –for plausible parameter assumptions and –plausible THI models •This seems reasonable –study for Lower Saxony (GER): negative impacts on dairy yields are in the range of -0.1% to -0.4% until 2100
  • 17. Discussion on methods •Choice of THI model should take climate conditions into account (see Bohmanova et al., 2007) •THI thresholds and yield losses likely are THI model dependent
  • 18. Conclusions •Direct climate change impacts on livestock appear small compared to indirect impacts from changing feed availability in Austria •Uncertainties from the parameters and models are considerable (~ factor 40) but choice of “plausible” results can reduce uncertainty (~ factor 10) •Integration of a THI model into integrated land use models is straightforward –Impacts on relative competitiveness of dairy and suckler cow production compared to other livestock and cropping activities… –…but requires consideration of direct climate change impacts on all livestock activities to prevent biases •Adaptation options likely decrease the impacts but must be economically feasible (only low tech. options) •Impact on grazing unclear: heat stress (-) vs. extended vegetation periods (+) •Studies like this can guide research foci
  • 19. THANKS!  Institute for Sustainable Economic Development | martin.schoenhart@boku.ac.at © M. Schönhart Research to this presentation has been supported by the project CATMILK (Austrian Climate Research Programme) and by the Federal Ministry of Agriculture, Forestry, Environment and Water Management of Austria within the FACCE-JPI Knowledge Hub MACSUR.
  • 20. References Armstrong, D.V., 1994. Heat Stress Interaction with Shade and Cooling. Journal of Dairy Science 77, 2044–2050. Bohmanova, J., Misztal, I., Cole, J.B., 2007. Temperature-Humidity Indices as Indicators of Milk Production Losses due to Heat Stress. Journal of Dairy Science 90, 1947–1956. Kirchner, M., Schmidt, J., Kindermann, G., Kulmer, V., Mitter, H., Prettenthaler, F., Rüdisser, J., Schauppenlehner, T., Schönhart, M., Strauss, F., Tappeiner, U., Tasser, E., Schmid, E., 2014. Ecosystem services and economic development in Austrian agricultural landscapes - The impact of policy and climate change scenarios on trade-offs and synergies. Ecological Economics, (under review). Kolb, C., 2012. Einfluss von Klimaelementen auf Milchparameter unter Bedingungen der Vollweidehaltung von Milchkühen. Universität für Bodenkultur, Wien. Martinsohn, M., Hansen, H., 2013. Ökonomische Auswirkungen des Klimawandels auf die niedersächsische Milchproduktion. Berichte über Landwirtschaft 91(3). Schönhart, M., Mitter, H., Schmid, E., Heinrich, G., Gobiet, A., 2014. Integrated Analysis of Climate Change Impacts and Adaptation Measures in Austrian Agriculture. German Journal of Agricultural Economics 63, 156–176. Walter, K., Löpmeier, F.-J., 2010. Fütterung und Haltung von Hochleistungskühen. 5. Hochleistungskühe und Klimawandel. vTI Agriculture and Forestry Research 60, 17–34.