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Production Efficiency Models for
Decision Support in Livestock
Production on PasturesProduction on Pastures
Luís Gustavo Barioni
Computacional Mathematics Laboratory
Embrapa Informática Agropecuária
Where are the most
efficient systems?
Where are there greatest
Are we efficient?
Which municipalities
could improve
production?
Where are there greatest
opportunities for
production efficiency
improvement?
Can we produce what will
be demanded?
Is our production
environmentally
efficient?
The Concept of
Efficiency
Inputs Outputs
The efficiency concept is concerned with the
relationship of inputs and outputs of a system
System
Evaluating Efficiency
Inputs Outputs
Easy to evaluate when inputs and outputs are
of the same dimension
System
100 W 70 W
Evaluating Efficiency
Inputs Outputs
Is compared with some reference value,
usually extremes (maximum or minimum)
System
100 W 70 W
Max = 100W
Eff =70 W/100W = 0.7 = 70%
Evaluating Efficiency
Inputs Outputs
A production system is said to be efficient if it produces
maximum output for a given set of inputs
System
Given monetary value to the inputs, a production system is
efficient when cost per unit of output is minimum
Evaluating Efficiency
Maximum
Efficiency is always a comparative measure!
Optimal (or the most desirable possible outcome) is
always a good reference!
Production efficiency can be
evaluated in relation to an
reference (optimal) extremereference (optimal) extreme
value!
Potential Stocking Rates
Where are the most
efficient systems?
Are we efficient?
Can we produce what
will be demanded?
IBGE, 2006
Stocking rate (hd/ha)
Stocking rate (hd/ha)
Where are there greatest
opportunities for
production efficiency
improvement?
Production Seasonality
AFD =3300 kg DM/ha
Production Seasonality
Max Sustainable Stocking Rate
1.4 UA/ha
AFD =2500 kg DM/ha
Max Sustainable Herbage Consumption
28 kg.ha-1.dia-1
Criteria
Production Efficiency
Inputs Outputs
EnvironmentManagement
System’s
Boundaries
Economic x Biological
Process-based models
Animais
Venda
Produtos
Compra e
Venda de
Animais
Photosynthesis
Solar Radiation
Pasture growth multiplier LAI
Day Length
and Temperature
Photosynthesis
Solar Radiation
Pasture growth multiplier LAI
Day Length
and Temperature
PhotosynthesisPhotosynthesis
Solar Radiation
Pasture growth multiplier LAI
Day Length
and Temperature
Subsistema BiofísicoSubsistema Biofísico
Pastagem
Solo
Pastejo
AbsorçãoDecomposição
Pisoteio
Fezes e
Urina
Live Stem Dead Stem
Leaves above
growing point
Leaves below
growing point
(mature)
Dead Leaves
Dies (Grazing/tiller death caused by competition or
environmental stress/ senescence )
Dies (tiller death caused by competition or
environmental stress)
Decomp. Stems
Assimilates
Respiration
(maintenance,
growth)
Stem Growth Rate
Decomp. Leaves
Leaves Growth Rate
Stem elongation
Realocation of carbohydrates from dying leaves.
Senescence
Live Stem Dead Stem
Leaves above
growing point
Leaves below
growing point
(mature)
Dead Leaves
Dies (Grazing/tiller death caused by competition or
environmental stress/ senescence )
Dies (tiller death caused by competition or
environmental stress)
Decomp. Stems
Assimilates
Respiration
(maintenance,
growth)
Stem Growth Rate
Decomp. Leaves
Leaves Growth Rate
Stem elongation
Realocation of carbohydrates from dying leaves.
Senescence
Live Stem Dead Stem
Leaves above
growing point
Leaves below
growing point
(mature)
Dead Leaves
Dies (Grazing/tiller death caused by competition or
environmental stress/ senescence )
Dies (tiller death caused by competition or
environmental stress)
Decomp. Stems
Assimilates
Respiration
(maintenance,
growth)
Stem Growth Rate
Decomp. Leaves
Leaves Growth Rate
Stem elongation
Realocation of carbohydrates from dying leaves.
Senescence
Optimally managed
systems
Mês
Nitrogênioaplicado
(kgN/ha)
Suplemento
Fornecido
(kgMS)
PesodeVenda
(kg)
Disponibilidade
diáriadeForragem
(kgMS/uo/dia)
Disponibilidade
emrelaçãoao
potencialde
ingestão
Massapós-pastejo
(kgMS/ha)
Massamédia
deforragem
(kgMS/ha)
Mar 0.0 0 - 2.67 2.15 1042 1461
Abr 12.5 0 - 2.17 2.00 994 1433
Mai 0.0 0 - 1.56 1.10 1130 1579
Barioni, L.G.; Dake, C.K.G.; Parker, W.J .
Environment International, 25(6-7), 1999
Jun 0.0 0 - 3.11 2.75 1155 1470
Jul 0.0 0 - 2.27 2.30 887 1204
Ago 50.0 0 - 1.60 1.25 914 1291
Set 0.0 0 - 2.78 2.00 1303 1753
Out 0.0 0 35 3.53 2.00 1712 2127
Nov 0.0 0 35 5.00 3.50 1881 2259
Dez 0.0 0 37 3.46 3.00 1664 2167
Jan 0.0 0 33 2.28 1.55 1488 1986
Fev 0.0 0 - 3.41 2.75 1334 1708
Decision Support Systems
How to get there?
Optimal
(Desired)
Current
Low Carbon Brazil Study
Herd Dynamics/
Production systems
allocation models
Bovine Meat Demand Projections Land Availability Projections
allocation models
Farm model
Productivity of Land
Emissions projections
Economic Analysis
World Bank, 2010
Pastagens (172 M ha)
Vegetação
Natural
Outros Cultivos (78 M ha)
Planning at the country
level
World Bank, 2010
Emissões dos sistemas
prototípicos
Sistema produtivo Emissões por animal no rebanho (kg/ano) Emissões/produto
(kg CO2-e/ kg carcaça)CH4 N2O CO2-e
Pastagens degradadas 56,38 0,20 1,25 29,65
Pastagens extensivas 51,71 0,22 1,15 21,89-26%Pastagens extensivas 51,71 0,22 1,15 21,89
ILP1
51,73 0,21 1,15 18,76
Confinamento2
51,53 0,21 1,15 17,64
-26%
-37%
-40%
World Bank, 2010
Baseline Scenario
Production systems composition
0
50
100
150
200
Área(milhõesdeha)
Extensivo
Degradado
ILP - Pastagem
ILP - Cultivo
Low Carbon Scenario
Pasture recovery
Expansion of crop-livestock
Supplemented finishing
0
2010
2012
2014
2016
2018
2020
2022
2024
2026
2028
2030
Ano
Low Carbon Scenario
World Bank, 2010
Land productivity
projections
Baseline
Low Carbon
World Bank, 2010
year
Emissions projections
255
260
265
270
275
Emissions106tCO2-e
Baseline Low Carbon
235
240
245
250
255
2008 2010 2012 2014 2016 2018 2020 2022 2024 2026 2028 2030
Emissions10
Year World Bank, 2010
Efficiency projections
World Bank, 2010
Obrigado!
Gracias!Gracias!
Thank you!
barioni@cnptia.embrapa.br

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Recuperación de áreas degradadas e intensificación sostenible de sistemas silvoagropecuarios como una respuesta al cambio climático en América Latina

  • 1. Production Efficiency Models for Decision Support in Livestock Production on PasturesProduction on Pastures Luís Gustavo Barioni Computacional Mathematics Laboratory Embrapa Informática Agropecuária
  • 2. Where are the most efficient systems? Where are there greatest Are we efficient? Which municipalities could improve production? Where are there greatest opportunities for production efficiency improvement? Can we produce what will be demanded? Is our production environmentally efficient?
  • 3. The Concept of Efficiency Inputs Outputs The efficiency concept is concerned with the relationship of inputs and outputs of a system System
  • 4. Evaluating Efficiency Inputs Outputs Easy to evaluate when inputs and outputs are of the same dimension System 100 W 70 W
  • 5. Evaluating Efficiency Inputs Outputs Is compared with some reference value, usually extremes (maximum or minimum) System 100 W 70 W Max = 100W Eff =70 W/100W = 0.7 = 70%
  • 6. Evaluating Efficiency Inputs Outputs A production system is said to be efficient if it produces maximum output for a given set of inputs System Given monetary value to the inputs, a production system is efficient when cost per unit of output is minimum
  • 7. Evaluating Efficiency Maximum Efficiency is always a comparative measure! Optimal (or the most desirable possible outcome) is always a good reference!
  • 8. Production efficiency can be evaluated in relation to an reference (optimal) extremereference (optimal) extreme value!
  • 9. Potential Stocking Rates Where are the most efficient systems? Are we efficient? Can we produce what will be demanded? IBGE, 2006 Stocking rate (hd/ha) Stocking rate (hd/ha) Where are there greatest opportunities for production efficiency improvement?
  • 11. Production Seasonality Max Sustainable Stocking Rate 1.4 UA/ha AFD =2500 kg DM/ha Max Sustainable Herbage Consumption 28 kg.ha-1.dia-1
  • 14. Process-based models Animais Venda Produtos Compra e Venda de Animais Photosynthesis Solar Radiation Pasture growth multiplier LAI Day Length and Temperature Photosynthesis Solar Radiation Pasture growth multiplier LAI Day Length and Temperature PhotosynthesisPhotosynthesis Solar Radiation Pasture growth multiplier LAI Day Length and Temperature Subsistema BiofísicoSubsistema Biofísico Pastagem Solo Pastejo AbsorçãoDecomposição Pisoteio Fezes e Urina Live Stem Dead Stem Leaves above growing point Leaves below growing point (mature) Dead Leaves Dies (Grazing/tiller death caused by competition or environmental stress/ senescence ) Dies (tiller death caused by competition or environmental stress) Decomp. Stems Assimilates Respiration (maintenance, growth) Stem Growth Rate Decomp. Leaves Leaves Growth Rate Stem elongation Realocation of carbohydrates from dying leaves. Senescence Live Stem Dead Stem Leaves above growing point Leaves below growing point (mature) Dead Leaves Dies (Grazing/tiller death caused by competition or environmental stress/ senescence ) Dies (tiller death caused by competition or environmental stress) Decomp. Stems Assimilates Respiration (maintenance, growth) Stem Growth Rate Decomp. Leaves Leaves Growth Rate Stem elongation Realocation of carbohydrates from dying leaves. Senescence Live Stem Dead Stem Leaves above growing point Leaves below growing point (mature) Dead Leaves Dies (Grazing/tiller death caused by competition or environmental stress/ senescence ) Dies (tiller death caused by competition or environmental stress) Decomp. Stems Assimilates Respiration (maintenance, growth) Stem Growth Rate Decomp. Leaves Leaves Growth Rate Stem elongation Realocation of carbohydrates from dying leaves. Senescence
  • 15. Optimally managed systems Mês Nitrogênioaplicado (kgN/ha) Suplemento Fornecido (kgMS) PesodeVenda (kg) Disponibilidade diáriadeForragem (kgMS/uo/dia) Disponibilidade emrelaçãoao potencialde ingestão Massapós-pastejo (kgMS/ha) Massamédia deforragem (kgMS/ha) Mar 0.0 0 - 2.67 2.15 1042 1461 Abr 12.5 0 - 2.17 2.00 994 1433 Mai 0.0 0 - 1.56 1.10 1130 1579 Barioni, L.G.; Dake, C.K.G.; Parker, W.J . Environment International, 25(6-7), 1999 Jun 0.0 0 - 3.11 2.75 1155 1470 Jul 0.0 0 - 2.27 2.30 887 1204 Ago 50.0 0 - 1.60 1.25 914 1291 Set 0.0 0 - 2.78 2.00 1303 1753 Out 0.0 0 35 3.53 2.00 1712 2127 Nov 0.0 0 35 5.00 3.50 1881 2259 Dez 0.0 0 37 3.46 3.00 1664 2167 Jan 0.0 0 33 2.28 1.55 1488 1986 Fev 0.0 0 - 3.41 2.75 1334 1708
  • 17. How to get there? Optimal (Desired) Current
  • 18. Low Carbon Brazil Study Herd Dynamics/ Production systems allocation models Bovine Meat Demand Projections Land Availability Projections allocation models Farm model Productivity of Land Emissions projections Economic Analysis World Bank, 2010
  • 19. Pastagens (172 M ha) Vegetação Natural Outros Cultivos (78 M ha)
  • 20. Planning at the country level World Bank, 2010
  • 21. Emissões dos sistemas prototípicos Sistema produtivo Emissões por animal no rebanho (kg/ano) Emissões/produto (kg CO2-e/ kg carcaça)CH4 N2O CO2-e Pastagens degradadas 56,38 0,20 1,25 29,65 Pastagens extensivas 51,71 0,22 1,15 21,89-26%Pastagens extensivas 51,71 0,22 1,15 21,89 ILP1 51,73 0,21 1,15 18,76 Confinamento2 51,53 0,21 1,15 17,64 -26% -37% -40% World Bank, 2010
  • 22. Baseline Scenario Production systems composition 0 50 100 150 200 Área(milhõesdeha) Extensivo Degradado ILP - Pastagem ILP - Cultivo Low Carbon Scenario Pasture recovery Expansion of crop-livestock Supplemented finishing 0 2010 2012 2014 2016 2018 2020 2022 2024 2026 2028 2030 Ano Low Carbon Scenario World Bank, 2010
  • 24. Emissions projections 255 260 265 270 275 Emissions106tCO2-e Baseline Low Carbon 235 240 245 250 255 2008 2010 2012 2014 2016 2018 2020 2022 2024 2026 2028 2030 Emissions10 Year World Bank, 2010