estimating yields and yield gaps: experiences from east...

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International Institute of Tropical Agriculture Institut international d’agriculture tropicale – www.iita.org ESTIMATING YIELDS AND YIELD GAPS: Experiences from East Africa Godfrey Taulya, Lydia Wairegi, Piet van Asten

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Page 1: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

ESTIMATING YIELDS AND YIELD GAPS:

Experiences from East Africa

Godfrey Taulya, Lydia Wairegi, Piet van Asten

Page 2: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

PRESENTATION OUTLINE

1. General approach

2. Yield estimation in banana/plantain systems

3. On-farm monitoring study vs. one-time farm visit survey

4. Non-destructive bunch weight estimation

5. Yield-determining factors and yield gaps

Page 3: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

GENERAL APPROACH

1. What is happening in

farmer fields ?

2. Study single factors in

controlled environments

3. Field validation and testing

for interactions

4. Modeling to understand

interactions and extrapolate

5. Proposing technologies for

on-farm testing

Page 4: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

Understanding existing spatial variability

at regional scale

0 125 250 km

L. Kivu

L. Edward

L. Tanganyika

L. Victoria

Rwanda

Uganda

TanzaniaBurundi

DRCongo

Kenya

30°E 35°E

5°S

Page 5: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

Understanding existing spatial variability

diagnostics at farm scale

Michael Okumu, Severine Delstanche

Page 6: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

YIELDS IN BANANA/PLANTAIN SYSTEMS

Integrative index for

impacts of:

• constraints

• cultural practices

Yield bunch weight

• Harvests are year-round

• Temporal variations in

fresh bunch weight

Page 7: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

YIELD DATA COLLECTION BY FARMERS

One-time farm visits during surveys patchy data

o Mature bunches may be weighed

o Immature bunches: visual ‘guestimates’ + extrapolation

Farm monitoring studies comprehensive data

o Challenge: Synchronizing farm visit with harvest operations

Yield data collection by farmers in monitoring studies

o Extra demands on the farmer (time and labour)

o Literacy/numeracy skills; accuracy and consistency in data

o Restricting studies to literate farmers can bias datasets

• Greater resource endowment, higher standard of management

are correlated with higher literacy levels

Page 8: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

ESTIMATION OF FRESH BUNCH WEIGHT

General allometric function for estimation of fresh bunch weight (FBW, kg)

at harvest was established through linear regression:

Where:

H is number of hands per bunch

F is number of fingers on second-last hand

V is the pseudostem volume at 1-m above ground (cm3)

k is linear regression intercept while a, b and c are coefficients

Where:

G0 is girth at base of pseudostem (cm)

G1is girth at 100 cm above ground level (cm)

Page 9: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

Across regions in Uganda

APPLICATION OF ALLOMETRIC FUNCTION

Across cultivars in Uganda

Page 10: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

LIMITING FACTORS AND YIELD GAPS

Each farm was visited once in 4

to 6 weeks

Input data for the allometric

function were collected on

flowered plants

Agronomic management/crop

environment, pest damage data

were also collected

Boundary line analysis

identify the limiting factor/s

and to quantify the yield gap

due to each factor

Page 11: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

LIMITING FACTORS AND YIELD GAPS

Page 12: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

LIMITING FACTORS AND YIELD GAPS

Page 13: ESTIMATING YIELDS AND YIELD GAPS: Experiences from East …banana-networks.org/innovate-plantain/files/2013/11/4... · 2013-11-28 · International Institute of Tropical Agriculture

International Institute of Tropical Agriculture – Institut international d’agriculture tropicale – www.iita.org

Evaluation of yield-determining factors during plant growth,

and

Non-destructive estimation of bunch weights based on

allometry permit:

Identification of limiting factors

Quantification of yield-gap

CONCLUSIONS