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Effects of climate change and adaptation on crops and livestock in mixed farming systems in southern Africa Katrien Descheemaeker (WUR), Patricia Masikati (ICRAF), Sabine Homann-Kee Tui (ICRISAT), Olivier Crespo (UCT)

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Page 1: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Effects of climate change and adaptation

on crops and livestock in mixed farming systems

in southern Africa

Katrien Descheemaeker (WUR), Patricia Masikati (ICRAF),

Sabine Homann-Kee Tui (ICRISAT), Olivier Crespo (UCT)

Page 2: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Crop-livestock farming systems

Page 3: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change Temperature, rainfall, CO2

Variability, extremes

Biomass production

Species composition

Herbage quality

Biomass production (grain + stover)

Crop suitability

Cropping patterns

Feed intake

Animal growth and health

Milk production

Fertility

Pests Weeds Diseases

Crop

Animal

Grazing land

Water resources

Climate Change Effects

on Mixed Systems

Page 4: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Nkayi District in semi-arid Zimbabwe

Maize-based crop-livestock farming systems - Low crop productivity; e.g. 0.7 t/ha for maize, 0.5 t/ha for sorghum

- Low livestock productivity; e.g. mortality rates 15%; < 1.5 l/cow/day

- High poverty levels; 76% poor and 22% extremely poor

- Food self-sufficiency: 3-10 months

High vulnerability

Page 5: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Nkayi District in semi-arid Zimbabwe

Small Medium Large

43%

38%

19% extremelypoor

poor

non-poor

Small Medium Large

Cultivated

land (ha)

1.4 2.0 2.7

Cattle (TLU) 0 5.4 13.9

Family size 6 7 7

Farm heterogeneity in Nkayi district

(TLU = tropical livestock unit)

Page 6: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Introduction

What is the likely impact of climate change for rural

households?

What are options for climate change adaptation?

Taking into account:

- Mixed farming systems: crops, grazing lands, livestock

- Heterogeneity in rural communities

Page 7: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate data

Historical (1980-2010): Mid century (2040-2070):

20 GCMs

Projected changes in temperature, precipitation

Crop Model

APSIM, DSSAT

Crop management: fertilizer, rotation,

varieties,…

Effects on on-farm crop production; rangeland

grass production

Livestock model

LivSim

On-farm feed production; rangeland biomass

Effects on livestock

production (milk, off-take, mortality rates)

Economic model TOA-MD

Household characteristics Agricultural production

Prices, costs

Economic effects of climate change and

adaptations on entire farms

Economic impacts Heterogeneous populations Types of households

Modelling framework

All households

(n=160)

Page 8: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change Temperature, rainfall

APSIM Grass production

APSIM,DSSAT Maize Sorghum Groundnut Mucuna

LIVSIM Herd size Milk production Offtake Mortality Manure production

Crop

Livestock

Grazing land

Climate Change Effects

on Mixed Systems

Fertilizer rates

Sowing dates

Soil types

Farm size

Crop allocation

Herd size

Herd management

Rangeland area

Stocking rate

On-farm

fodder

availability

Potential

pasture

intake

Household information – 160 households, 3 types

Page 9: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Cow

LivSim structure

Inputs - Feed quantity and

quality

- Herd size & composition

- Herd management

Parameters - Breed characteristics

Cow Cow

Potential growth & intake

Nutritive requirements

- Maintenance

- Growth

- Gestation

- Lactation

Actual growth & intake

Outputs

- Milk

- Calves and offtake

- Manure

Cow

Herd

Model calibration and

performance

evaluation reported in

Rufino et al., 2009;

2011

Page 10: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate

10

Hot and dry

climate scenario

Graph design by Alex Ruane

Climate model classification for

Nkayi, Zimbabwe

Page 11: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Current system

11

Maize production: - Three soil types

- No inputs

Grassland production

poor average good

poor average good

Apsim calibration and evaluation:

- Rurinda et al., 2015

- Masikati et al., 2015

Page 12: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Current system

0.5 TLU/ha 2 TLU/ha

Model behaviour in current system:

- Range of initial herd sizes and stocking densities

- Medium and large households

Herd size

- Less variability compared to

crop yields

- Herd is very important

asset: saving, insurance,

draught power, manure

medium large

Page 13: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Current system

13

medium large medium large

Milk Manure

Page 14: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change impact - crops

14

Maize yield

Sorghum

yield

Groundnut

yield

poor average good

poor average good

poor average good

Page 15: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change impact - fodder

15

Maize stover yield

Grass production

in rangelands

Intake from the

rangelands

poor average good

Page 16: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change impact - livestock

16

Milk production Calving rate

medium large medium large

Page 17: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Climate change impact - livestock

17

Offtake Mortality

medium large medium large

Page 18: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Adaptation

18

Maize; three soil types

Adaptation package 1:

- Micro-dosing on maize (17 kg N/ha)

- Introduction of forage legume crop Mucuna (Masikati et al., 2014)

Milk; two farm types

poor average good medium large

Page 19: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Adaptation

19

Calving rate

Adaptation package 1:

- Micro-dosing on maize (17 kg N/ha)

- Introduction of forage legume crop Mucuna

Offtake

medium large medium large

Page 20: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

Conclusions

Integrated modelling framework: assess effects on crops and

livestock, whole-farm economics

Take into account farm heterogeneity

LivSim captures indirect effects of climate change through

changes in feed production

Future work:

- Analysis of extreme events

- Incorporate direct effects of temperature on heat stress in

animals

Page 21: Effects of climate change and adaptation on crops …communications.ext.zalf.de/sites/crop-modelling/PDF...rangeland biomass Effects on livestock production (milk, off-take, mortality

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