SlideShare a Scribd company logo
1 of 1
Download to read offline
Representing systemic and novel approach to assess region-specific
drought adaptation in peanut to accelerate crop improvement program
Feb 2020
1.
	 International Crops Research Institute for the Semi-Arid Tropics, Patancheru, India -502324
2.
	School of Agricultural, Earth and Environmental Sciences, Africa Centre for Crop Improvement (ACCI), University of KwaZulu-Natal, Pietermaritzburg, South Africa
Seltene Abady12
, Shimelis Hussein2
, Sunil Chaudhari1
, Surendra Singh Manohar1
, Sunita Choudhary1
, Rekha Baddam1
, Subhash Degala1
,
Jana Kholova1
and Pasupuleti Janila1*
Corresponding author email: p.janila@cgiar.org
Overview
•	 In Ethiopia, peanut is a food, feed
and cash crop.
•	 The national mean yield is 1.75 tons/
ha, and the total area under peanut
production is 81,848 ha (FAOSTAT, 2019).
•	 Babile and Fedis districts, in the Eastern
region of Ethiopia are popular for peanut
production.
•	 Recurrent drought is one of the major
production constraints in the region.
Innovative approach
Figure 1. Map of Ethiopia showing Babile and
Fedis districts.
•	 A study was conducted to identify canopy growth traits using high-throughput
phenotyping platform (LeasyScan) that can be used in
peanut breeding to make selection decisions for adaptation to
water-deficit stress.
•	 The yield potential under well-watered and yield penalty under water stress was
assessed under field conditions.
•	 The water-deficit stress pattern (duration, time and extent) at Babile and Fedis
districts was determined using the 31-years historical graded weather data of target
environments of Ethiopia. Based on this the planting window at Patancheru and water-
deficit stress were decided to mimic pattern of the target environments using lysimeters.
Figure 2. Assessment of groundnut genotypes under
leasyScan condition.
Figure 3. Field trial to assess yield potential
groundnut genotypes under water stress and well-
watered conditions.
Figure 4. Lysimeter experiment.
Figure 5. Monthly Rainfall of Babile and Fedis
,1980 to 2011.
•	 Althouhg the genotypes, ICGV 10178 and TAG
24 had the lowest water uptake under stress
condition, ICGV 10178 recorded high TE and total
dry weight, while TAG 24 has low TE and total dry
weight.
•	 ICGV 10178 had the highest digital biomass, leaf
area, plant height and leaf area index, suggesting
vigour of this genotype
(Vader et al, 2015).
•	 Based on the combined result of LeasyScan and
lysimeter (i.e. vigour and TE), ICGV 10178 could be
the best genotype in water use efficiency. Besides,
it also recorded high pod yield and harvest
index under water stress condition in the field
experiment.
Figure 6. Maximum and minimum temperature for
Patancheru, India and Babile and Fedis districts,
Ethiopia.
Figure 7. PCA showing the relationship of secondary traits with pod yield under field and leasyScan
conditions during 2019 post-rainy season and rainy seasons. DBM, digital biomass, PH, digital plant height,
LA, leaf area, PLA, projected leaf area, LAI, leaf area index, LPD, light penetration depth, LANG, leaf angle,
LI, leaf inclination, df, days to 50 % flowering, ph, plant height (cm), pb, number of primary branch, SPAD,
SPAD chlorophyll meter, lrwc, leaf relative water content (%), sla, specific leaf area (cm2/g), pod, pod
yield (g plant-1
), tbm, total biomass (g plant-1
), HSW, hundred seed weight (g), SH, shelling percentage, HI,
harvest index (%).
Figure 8. Total water extracted, total dry
weight and transpiration efficiency of
12 peanut genotypes under water stress
condition.
•	 Transpiration efficiency (TE) of peanut genotypes under water-deficit stress was assessed
at ICRISAT-Patancheru in Lysimeters. (Figure 8. Total water extracted, total dry weight
and transpiration efficiency of 12 groundnut genotypes under water stress or well-
watered condition.
Key results
•	 Leaf area, plant height, biomass obtained from the field experiment are correlated
with the same traits obtained from LeasyScan, suggesting that the LeasyScan, a high-
throughput phenotyping platform could be used for assessing LSPH and Biomass.
Table 1. Mean values of canopy related traits.
Serial
No.  Genotype
Digital
Biomass
Plant
height
Leaf
angle
Leaf
area
Leaf
area
Index
Projected
leaf
area
Leaf
inclination
Light
penetration
depth
1 ICGV 06175 2952666 69.769 41.4455 38661 0.1316 25384 1.51303 51.1
2 ICGV 10373 2343736 62.443 42.11 35279 0.12494 23436 1.49233 43.096
3 ICGV 15083 1596220 52.516 41.072 28824 0.10338 18648 1.5232 36.454
4 ICGV 10178 3616617 85.215 41.2519 40670 0.14436 26685 1.5184 57.805
5 ICGV 03042 1060003 50.238 42.2792 20325 0.07285 13844 1.48943 35.201
6 ICGV 07220 2375561 70.953 42.0091 32153 0.1149 21055 1.49507 49.304
7 ICGV 98412 2344447 67.833 41.5779 31405 0.11274 20271 1.50963 50.462
8 ICGV 96174 2644829 68.974 43.077 34832 0.12242 23403 1.46673 50.562
9 ICGV 11396 1294927 48.954 41.5735 24617 0.08275 16132 1.50903 34.312
10 ICGV 15094 1234461 71.817 41.96 16122 0.05425 10124 1.49725 53.932
LSD   1140000 12.88 1.23 12327 0.04 8159 0.036 11.296
Significance  0.05 0.001 ns 0.05 0.05 0.05 ns 0.05
Heritability  82 87   78 77 78   82
References
FAOSTAT, 2019. “Food and Agriculture Organization of the United Nations Database of
Agricultural Production.” FAO Statistical Databases, Accessed 16 Feb 2020. http://www.
fao.org/faostat
Seltene Abady, Hussein Shimelis  Pasupuleti Janila (2019): Farmers’ perceived
constraints to groundnut production, their variety choice and preferred traits in
eastern Ethiopia: implications for drought-tolerance breeding, Journal of Crop
Improvement, DOI: 10.1080/ 15427528.2019.1625836
Vincent Vadez, Jana Kholová, Grégoire Hummel, Uladzimir Zhokhavets, S.K. Gupta and
C. Tom Hash, 2015. LeasyScan: a novel concept combining 3D imaging and lysimetry
for high throughput phenotyping of traits controlling plant water budget. Journal of
Experimental Botany, Vol. 66, No. 18 pp. 5581–5593, 2015doi:10.1093/jxb/erv251

More Related Content

What's hot

106951 291159-1-pb
106951 291159-1-pb106951 291159-1-pb
106951 291159-1-pbcrazyleo74
 
Remote sensing in fruit crops.
 Remote sensing in fruit crops. Remote sensing in fruit crops.
Remote sensing in fruit crops.KuldeepSingh1530
 
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...AM Publications
 
Planning and Techniques Process and Methods for Survey and Research in Relati...
Planning and Techniques Process and Methods for Survey and Research in Relati...Planning and Techniques Process and Methods for Survey and Research in Relati...
Planning and Techniques Process and Methods for Survey and Research in Relati...ijtsrd
 
Operational Agriculture Monitoring System Using Remote Sensing
Operational Agriculture Monitoring System Using Remote SensingOperational Agriculture Monitoring System Using Remote Sensing
Operational Agriculture Monitoring System Using Remote SensingMary Adel
 

What's hot (7)

106951 291159-1-pb
106951 291159-1-pb106951 291159-1-pb
106951 291159-1-pb
 
Credit seminar
Credit seminarCredit seminar
Credit seminar
 
Remote sensing in fruit crops.
 Remote sensing in fruit crops. Remote sensing in fruit crops.
Remote sensing in fruit crops.
 
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
TWO-DIMENSIONAL INVERSION FINITE ELEMENT MODELING OF MAGNETOTELLURIC DATA: CA...
 
Planning and Techniques Process and Methods for Survey and Research in Relati...
Planning and Techniques Process and Methods for Survey and Research in Relati...Planning and Techniques Process and Methods for Survey and Research in Relati...
Planning and Techniques Process and Methods for Survey and Research in Relati...
 
Operational Agriculture Monitoring System Using Remote Sensing
Operational Agriculture Monitoring System Using Remote SensingOperational Agriculture Monitoring System Using Remote Sensing
Operational Agriculture Monitoring System Using Remote Sensing
 
Research paper
Research paperResearch paper
Research paper
 

Similar to Representing systemic and novel approach to assess region-specific drought adaptation in peanut to accelerate crop improvement program

Adoption of Kelo Watershed Project in Raigarh District of Chhattisgarh
Adoption of Kelo Watershed Project in Raigarh District of ChhattisgarhAdoption of Kelo Watershed Project in Raigarh District of Chhattisgarh
Adoption of Kelo Watershed Project in Raigarh District of Chhattisgarhinventionjournals
 
Geospatial Science and Technology Utilization in Agriculture
Geospatial Science and Technology Utilization in AgricultureGeospatial Science and Technology Utilization in Agriculture
Geospatial Science and Technology Utilization in Agricultureijtsrd
 
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...ICRISAT
 
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?Water, Land and Ecosystems (WLE)
 
Soil and water managements and landscapes: Africa RISING science, innovations...
Soil and water managements and landscapes: Africa RISING science, innovations...Soil and water managements and landscapes: Africa RISING science, innovations...
Soil and water managements and landscapes: Africa RISING science, innovations...africa-rising
 
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...IRJET Journal
 
Farmers comparative use assessment of wind and electric pump for irrigation
Farmers comparative use assessment of wind and electric pump for irrigationFarmers comparative use assessment of wind and electric pump for irrigation
Farmers comparative use assessment of wind and electric pump for irrigationeSAT Journals
 
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...Premier Publishers
 
Farmer access to irrigation scheduling advice leads to sustainable intensific...
Farmer access to irrigation scheduling advice leads to sustainable intensific...Farmer access to irrigation scheduling advice leads to sustainable intensific...
Farmer access to irrigation scheduling advice leads to sustainable intensific...africa-rising
 
Agronomy and crop-livestock interaction activities in Ghana 2019/20
Agronomy and crop-livestock interaction activities in Ghana 2019/20 Agronomy and crop-livestock interaction activities in Ghana 2019/20
Agronomy and crop-livestock interaction activities in Ghana 2019/20 africa-rising
 
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...AI Publications
 
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...theijes
 
Rain water harvesting for enhanced household water, food and nutritional secu...
Rain water harvesting for enhanced household water, food and nutritional secu...Rain water harvesting for enhanced household water, food and nutritional secu...
Rain water harvesting for enhanced household water, food and nutritional secu...Alexander Decker
 
Status of Agricultural Food Sector: Basis for A Proposed Continuity Plan
Status of Agricultural Food Sector: Basis for A Proposed Continuity PlanStatus of Agricultural Food Sector: Basis for A Proposed Continuity Plan
Status of Agricultural Food Sector: Basis for A Proposed Continuity PlanIJAEMSJORNAL
 
Geoinformatics in agroecosystem research
Geoinformatics in agroecosystem researchGeoinformatics in agroecosystem research
Geoinformatics in agroecosystem researchFrancois Stepman
 
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...africa-rising
 
Water, land and soil management strategies to intensify cereal-legume farming...
Water, land and soil management strategies to intensify cereal-legume farming...Water, land and soil management strategies to intensify cereal-legume farming...
Water, land and soil management strategies to intensify cereal-legume farming...africa-rising
 

Similar to Representing systemic and novel approach to assess region-specific drought adaptation in peanut to accelerate crop improvement program (20)

Adoption of Kelo Watershed Project in Raigarh District of Chhattisgarh
Adoption of Kelo Watershed Project in Raigarh District of ChhattisgarhAdoption of Kelo Watershed Project in Raigarh District of Chhattisgarh
Adoption of Kelo Watershed Project in Raigarh District of Chhattisgarh
 
Geospatial Science and Technology Utilization in Agriculture
Geospatial Science and Technology Utilization in AgricultureGeospatial Science and Technology Utilization in Agriculture
Geospatial Science and Technology Utilization in Agriculture
 
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...
Ex-ante impact assessment of stay-green drought tolerant sorghum cultivar und...
 
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?
The Food-Energy-Water Nexus: Useful Concept at the Science-Policy Interface?
 
Soil and water managements and landscapes: Africa RISING science, innovations...
Soil and water managements and landscapes: Africa RISING science, innovations...Soil and water managements and landscapes: Africa RISING science, innovations...
Soil and water managements and landscapes: Africa RISING science, innovations...
 
1309 - The System of Rice Intensification (SRI) in the Context of ‘Sustainabl...
1309 - The System of Rice Intensification (SRI) in the Context of ‘Sustainabl...1309 - The System of Rice Intensification (SRI) in the Context of ‘Sustainabl...
1309 - The System of Rice Intensification (SRI) in the Context of ‘Sustainabl...
 
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...
IRJET- Evaluation of Irrigation Regime on Tomato in Mareko Woreda, Gurage Zon...
 
Farmers comparative use assessment of wind and electric pump for irrigation
Farmers comparative use assessment of wind and electric pump for irrigationFarmers comparative use assessment of wind and electric pump for irrigation
Farmers comparative use assessment of wind and electric pump for irrigation
 
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...
Case Study to Investigate the Adoption of Precision Agriculture in Nigeria Us...
 
Farmer access to irrigation scheduling advice leads to sustainable intensific...
Farmer access to irrigation scheduling advice leads to sustainable intensific...Farmer access to irrigation scheduling advice leads to sustainable intensific...
Farmer access to irrigation scheduling advice leads to sustainable intensific...
 
Samghani et al. 2015
Samghani et al. 2015Samghani et al. 2015
Samghani et al. 2015
 
Credit seminar
Credit seminarCredit seminar
Credit seminar
 
Agronomy and crop-livestock interaction activities in Ghana 2019/20
Agronomy and crop-livestock interaction activities in Ghana 2019/20 Agronomy and crop-livestock interaction activities in Ghana 2019/20
Agronomy and crop-livestock interaction activities in Ghana 2019/20
 
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...
Adoption of Aquaculture Technologies among Fish Farmers in Oluyole Local Gove...
 
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...
Impact of Soil Moisture Conservation Practices and Nutrient Management Under ...
 
Rain water harvesting for enhanced household water, food and nutritional secu...
Rain water harvesting for enhanced household water, food and nutritional secu...Rain water harvesting for enhanced household water, food and nutritional secu...
Rain water harvesting for enhanced household water, food and nutritional secu...
 
Status of Agricultural Food Sector: Basis for A Proposed Continuity Plan
Status of Agricultural Food Sector: Basis for A Proposed Continuity PlanStatus of Agricultural Food Sector: Basis for A Proposed Continuity Plan
Status of Agricultural Food Sector: Basis for A Proposed Continuity Plan
 
Geoinformatics in agroecosystem research
Geoinformatics in agroecosystem researchGeoinformatics in agroecosystem research
Geoinformatics in agroecosystem research
 
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...
Integrated landscape management: Africa RISING R4D experiences in the Ethiopi...
 
Water, land and soil management strategies to intensify cereal-legume farming...
Water, land and soil management strategies to intensify cereal-legume farming...Water, land and soil management strategies to intensify cereal-legume farming...
Water, land and soil management strategies to intensify cereal-legume farming...
 

More from ICRISAT

ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...
ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...
ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...ICRISAT
 
Uzbek delegation explores climate-resilient crop options for arid, degraded e...
Uzbek delegation explores climate-resilient crop options for arid, degraded e...Uzbek delegation explores climate-resilient crop options for arid, degraded e...
Uzbek delegation explores climate-resilient crop options for arid, degraded e...ICRISAT
 
Indian Ambassador to Niger explores opportunities for South-South cooperation
Indian Ambassador to Niger explores opportunities for South-South cooperationIndian Ambassador to Niger explores opportunities for South-South cooperation
Indian Ambassador to Niger explores opportunities for South-South cooperationICRISAT
 
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...ICRISAT
 
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...ICRISAT
 
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...UK Ambassador to Niger discusses climate change adaptation and humanitarian i...
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...ICRISAT
 
New climate-resilient, disease-resistant chickpea varieties coming farmers’ way
New climate-resilient, disease-resistant chickpea varieties coming farmers’ wayNew climate-resilient, disease-resistant chickpea varieties coming farmers’ way
New climate-resilient, disease-resistant chickpea varieties coming farmers’ wayICRISAT
 
Deputy Collector gets training on agriculture research at ICRISAT Hyderabad
Deputy Collector gets training on agriculture research at ICRISAT HyderabadDeputy Collector gets training on agriculture research at ICRISAT Hyderabad
Deputy Collector gets training on agriculture research at ICRISAT HyderabadICRISAT
 
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...ICRISAT
 
ICRISAT to share expertise on sorghum production with farmers in Somalia
ICRISAT to share expertise on sorghum production with farmers in SomaliaICRISAT to share expertise on sorghum production with farmers in Somalia
ICRISAT to share expertise on sorghum production with farmers in SomaliaICRISAT
 
4CAST: New digital tool to enhance farmers’ access to modern varieties
4CAST: New digital tool to enhance farmers’ access to modern varieties4CAST: New digital tool to enhance farmers’ access to modern varieties
4CAST: New digital tool to enhance farmers’ access to modern varietiesICRISAT
 
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...ICRISAT
 
ICRISAT awarded 2021 Africa Food Prize
ICRISAT awarded 2021 Africa Food PrizeICRISAT awarded 2021 Africa Food Prize
ICRISAT awarded 2021 Africa Food PrizeICRISAT
 
Rooting for strong partnerships and participatory extension in Nigeria for ro...
Rooting for strong partnerships and participatory extension in Nigeria for ro...Rooting for strong partnerships and participatory extension in Nigeria for ro...
Rooting for strong partnerships and participatory extension in Nigeria for ro...ICRISAT
 
Understanding consumption preferences for sorghum and millets globally
Understanding consumption preferences for sorghum and millets globallyUnderstanding consumption preferences for sorghum and millets globally
Understanding consumption preferences for sorghum and millets globallyICRISAT
 
ICRISAT introduces an invigorated research structure (The research structure ...
ICRISAT introduces an invigorated research structure (The research structure ...ICRISAT introduces an invigorated research structure (The research structure ...
ICRISAT introduces an invigorated research structure (The research structure ...ICRISAT
 
Training on science communication to engage funders and stakeholders
Training on science communication to engage funders and stakeholdersTraining on science communication to engage funders and stakeholders
Training on science communication to engage funders and stakeholdersICRISAT
 
Virtual training in the use of remote sensing for the agriculture sector in P...
Virtual training in the use of remote sensing for the agriculture sector in P...Virtual training in the use of remote sensing for the agriculture sector in P...
Virtual training in the use of remote sensing for the agriculture sector in P...ICRISAT
 
Icrisat strategic plan 2021 2025
Icrisat strategic  plan 2021  2025Icrisat strategic  plan 2021  2025
Icrisat strategic plan 2021 2025ICRISAT
 
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...ICRISAT
 

More from ICRISAT (20)

ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...
ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...
ICRISAT’s soil laboratory registers with FAO’s International Network on Ferti...
 
Uzbek delegation explores climate-resilient crop options for arid, degraded e...
Uzbek delegation explores climate-resilient crop options for arid, degraded e...Uzbek delegation explores climate-resilient crop options for arid, degraded e...
Uzbek delegation explores climate-resilient crop options for arid, degraded e...
 
Indian Ambassador to Niger explores opportunities for South-South cooperation
Indian Ambassador to Niger explores opportunities for South-South cooperationIndian Ambassador to Niger explores opportunities for South-South cooperation
Indian Ambassador to Niger explores opportunities for South-South cooperation
 
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...
WFP, ICRISAT to partner on climate-resilience, food security, nutrition and l...
 
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...
Visit by Sri Lankan Deputy High Commissioner to ICRISAT opens opportunities f...
 
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...UK Ambassador to Niger discusses climate change adaptation and humanitarian i...
UK Ambassador to Niger discusses climate change adaptation and humanitarian i...
 
New climate-resilient, disease-resistant chickpea varieties coming farmers’ way
New climate-resilient, disease-resistant chickpea varieties coming farmers’ wayNew climate-resilient, disease-resistant chickpea varieties coming farmers’ way
New climate-resilient, disease-resistant chickpea varieties coming farmers’ way
 
Deputy Collector gets training on agriculture research at ICRISAT Hyderabad
Deputy Collector gets training on agriculture research at ICRISAT HyderabadDeputy Collector gets training on agriculture research at ICRISAT Hyderabad
Deputy Collector gets training on agriculture research at ICRISAT Hyderabad
 
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...
Cereal-legume value chain stakeholders in WCA meet to develop demand-driven a...
 
ICRISAT to share expertise on sorghum production with farmers in Somalia
ICRISAT to share expertise on sorghum production with farmers in SomaliaICRISAT to share expertise on sorghum production with farmers in Somalia
ICRISAT to share expertise on sorghum production with farmers in Somalia
 
4CAST: New digital tool to enhance farmers’ access to modern varieties
4CAST: New digital tool to enhance farmers’ access to modern varieties4CAST: New digital tool to enhance farmers’ access to modern varieties
4CAST: New digital tool to enhance farmers’ access to modern varieties
 
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...
New ‘one-stop shop’ team formed to take ICRISAT’S plant breeding program in W...
 
ICRISAT awarded 2021 Africa Food Prize
ICRISAT awarded 2021 Africa Food PrizeICRISAT awarded 2021 Africa Food Prize
ICRISAT awarded 2021 Africa Food Prize
 
Rooting for strong partnerships and participatory extension in Nigeria for ro...
Rooting for strong partnerships and participatory extension in Nigeria for ro...Rooting for strong partnerships and participatory extension in Nigeria for ro...
Rooting for strong partnerships and participatory extension in Nigeria for ro...
 
Understanding consumption preferences for sorghum and millets globally
Understanding consumption preferences for sorghum and millets globallyUnderstanding consumption preferences for sorghum and millets globally
Understanding consumption preferences for sorghum and millets globally
 
ICRISAT introduces an invigorated research structure (The research structure ...
ICRISAT introduces an invigorated research structure (The research structure ...ICRISAT introduces an invigorated research structure (The research structure ...
ICRISAT introduces an invigorated research structure (The research structure ...
 
Training on science communication to engage funders and stakeholders
Training on science communication to engage funders and stakeholdersTraining on science communication to engage funders and stakeholders
Training on science communication to engage funders and stakeholders
 
Virtual training in the use of remote sensing for the agriculture sector in P...
Virtual training in the use of remote sensing for the agriculture sector in P...Virtual training in the use of remote sensing for the agriculture sector in P...
Virtual training in the use of remote sensing for the agriculture sector in P...
 
Icrisat strategic plan 2021 2025
Icrisat strategic  plan 2021  2025Icrisat strategic  plan 2021  2025
Icrisat strategic plan 2021 2025
 
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...
ICRISAT and HarvestPlus to collaborate on mainstreaming nutrition research an...
 

Recently uploaded

(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
EDUROOT SME_ Performance upto March-2024.pptx
EDUROOT SME_ Performance upto March-2024.pptxEDUROOT SME_ Performance upto March-2024.pptx
EDUROOT SME_ Performance upto March-2024.pptxaaryamanorathofficia
 
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxx
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxxIncident Command System xxxxxxxxxxxxxxxxxxxxxxxxx
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxxPeter Miles
 
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...ranjana rawat
 
CBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCongressional Budget Office
 
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...anilsa9823
 
PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)ahcitycouncil
 
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Climate change and occupational safety and health.
Climate change and occupational safety and health.Climate change and occupational safety and health.
Climate change and occupational safety and health.Christina Parmionova
 
Zechariah Boodey Farmstead Collaborative presentation - Humble Beginnings
Zechariah Boodey Farmstead Collaborative presentation -  Humble BeginningsZechariah Boodey Farmstead Collaborative presentation -  Humble Beginnings
Zechariah Boodey Farmstead Collaborative presentation - Humble Beginningsinfo695895
 
Regional Snapshot Atlanta Aging Trends 2024
Regional Snapshot Atlanta Aging Trends 2024Regional Snapshot Atlanta Aging Trends 2024
Regional Snapshot Atlanta Aging Trends 2024ARCResearch
 
Top Rated Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...
Top Rated  Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...Top Rated  Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...
Top Rated Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...Call Girls in Nagpur High Profile
 
Call On 6297143586 Viman Nagar Call Girls In All Pune 24/7 Provide Call With...
Call On 6297143586  Viman Nagar Call Girls In All Pune 24/7 Provide Call With...Call On 6297143586  Viman Nagar Call Girls In All Pune 24/7 Provide Call With...
Call On 6297143586 Viman Nagar Call Girls In All Pune 24/7 Provide Call With...tanu pandey
 
Night 7k to 12k Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...
Night 7k to 12k  Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...Night 7k to 12k  Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...
Night 7k to 12k Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...aartirawatdelhi
 
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Chakan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Climate change and safety and health at work
Climate change and safety and health at workClimate change and safety and health at work
Climate change and safety and health at workChristina Parmionova
 
Fair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTFair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTaccounts329278
 

Recently uploaded (20)

(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
(PRIYA) Call Girls Rajgurunagar ( 7001035870 ) HI-Fi Pune Escorts Service
 
EDUROOT SME_ Performance upto March-2024.pptx
EDUROOT SME_ Performance upto March-2024.pptxEDUROOT SME_ Performance upto March-2024.pptx
EDUROOT SME_ Performance upto March-2024.pptx
 
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxx
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxxIncident Command System xxxxxxxxxxxxxxxxxxxxxxxxx
Incident Command System xxxxxxxxxxxxxxxxxxxxxxxxx
 
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...
↑VVIP celebrity ( Pune ) Serampore Call Girls 8250192130 unlimited shot and a...
 
CBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related TopicsCBO’s Recent Appeals for New Research on Health-Related Topics
CBO’s Recent Appeals for New Research on Health-Related Topics
 
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Russian Call Girls Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
 
PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)PPT Item # 4 - 231 Encino Ave (Significance Only)
PPT Item # 4 - 231 Encino Ave (Significance Only)
 
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Sangamwadi Call Me 7737669865 Budget Friendly No Advance Booking
 
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Nanded City Call Me 7737669865 Budget Friendly No Advance Booking
 
Climate change and occupational safety and health.
Climate change and occupational safety and health.Climate change and occupational safety and health.
Climate change and occupational safety and health.
 
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
Delhi Russian Call Girls In Connaught Place ➡️9999965857 India's Finest Model...
 
Zechariah Boodey Farmstead Collaborative presentation - Humble Beginnings
Zechariah Boodey Farmstead Collaborative presentation -  Humble BeginningsZechariah Boodey Farmstead Collaborative presentation -  Humble Beginnings
Zechariah Boodey Farmstead Collaborative presentation - Humble Beginnings
 
Regional Snapshot Atlanta Aging Trends 2024
Regional Snapshot Atlanta Aging Trends 2024Regional Snapshot Atlanta Aging Trends 2024
Regional Snapshot Atlanta Aging Trends 2024
 
Rohini Sector 37 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
Rohini Sector 37 Call Girls Delhi 9999965857 @Sabina Saikh No AdvanceRohini Sector 37 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
Rohini Sector 37 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
 
Top Rated Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...
Top Rated  Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...Top Rated  Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...
Top Rated Pune Call Girls Bhosari ⟟ 6297143586 ⟟ Call Me For Genuine Sex Ser...
 
Call On 6297143586 Viman Nagar Call Girls In All Pune 24/7 Provide Call With...
Call On 6297143586  Viman Nagar Call Girls In All Pune 24/7 Provide Call With...Call On 6297143586  Viman Nagar Call Girls In All Pune 24/7 Provide Call With...
Call On 6297143586 Viman Nagar Call Girls In All Pune 24/7 Provide Call With...
 
Night 7k to 12k Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...
Night 7k to 12k  Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...Night 7k to 12k  Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...
Night 7k to 12k Call Girls Service In Navi Mumbai 👉 BOOK NOW 9833363713 👈 ♀️...
 
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Chakan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Chakan Call Me 7737669865 Budget Friendly No Advance Booking
 
Climate change and safety and health at work
Climate change and safety and health at workClimate change and safety and health at work
Climate change and safety and health at work
 
Fair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CTFair Trash Reduction - West Hartford, CT
Fair Trash Reduction - West Hartford, CT
 

Representing systemic and novel approach to assess region-specific drought adaptation in peanut to accelerate crop improvement program

  • 1. Representing systemic and novel approach to assess region-specific drought adaptation in peanut to accelerate crop improvement program Feb 2020 1. International Crops Research Institute for the Semi-Arid Tropics, Patancheru, India -502324 2. School of Agricultural, Earth and Environmental Sciences, Africa Centre for Crop Improvement (ACCI), University of KwaZulu-Natal, Pietermaritzburg, South Africa Seltene Abady12 , Shimelis Hussein2 , Sunil Chaudhari1 , Surendra Singh Manohar1 , Sunita Choudhary1 , Rekha Baddam1 , Subhash Degala1 , Jana Kholova1 and Pasupuleti Janila1* Corresponding author email: p.janila@cgiar.org Overview • In Ethiopia, peanut is a food, feed and cash crop. • The national mean yield is 1.75 tons/ ha, and the total area under peanut production is 81,848 ha (FAOSTAT, 2019). • Babile and Fedis districts, in the Eastern region of Ethiopia are popular for peanut production. • Recurrent drought is one of the major production constraints in the region. Innovative approach Figure 1. Map of Ethiopia showing Babile and Fedis districts. • A study was conducted to identify canopy growth traits using high-throughput phenotyping platform (LeasyScan) that can be used in peanut breeding to make selection decisions for adaptation to water-deficit stress. • The yield potential under well-watered and yield penalty under water stress was assessed under field conditions. • The water-deficit stress pattern (duration, time and extent) at Babile and Fedis districts was determined using the 31-years historical graded weather data of target environments of Ethiopia. Based on this the planting window at Patancheru and water- deficit stress were decided to mimic pattern of the target environments using lysimeters. Figure 2. Assessment of groundnut genotypes under leasyScan condition. Figure 3. Field trial to assess yield potential groundnut genotypes under water stress and well- watered conditions. Figure 4. Lysimeter experiment. Figure 5. Monthly Rainfall of Babile and Fedis ,1980 to 2011. • Althouhg the genotypes, ICGV 10178 and TAG 24 had the lowest water uptake under stress condition, ICGV 10178 recorded high TE and total dry weight, while TAG 24 has low TE and total dry weight. • ICGV 10178 had the highest digital biomass, leaf area, plant height and leaf area index, suggesting vigour of this genotype (Vader et al, 2015). • Based on the combined result of LeasyScan and lysimeter (i.e. vigour and TE), ICGV 10178 could be the best genotype in water use efficiency. Besides, it also recorded high pod yield and harvest index under water stress condition in the field experiment. Figure 6. Maximum and minimum temperature for Patancheru, India and Babile and Fedis districts, Ethiopia. Figure 7. PCA showing the relationship of secondary traits with pod yield under field and leasyScan conditions during 2019 post-rainy season and rainy seasons. DBM, digital biomass, PH, digital plant height, LA, leaf area, PLA, projected leaf area, LAI, leaf area index, LPD, light penetration depth, LANG, leaf angle, LI, leaf inclination, df, days to 50 % flowering, ph, plant height (cm), pb, number of primary branch, SPAD, SPAD chlorophyll meter, lrwc, leaf relative water content (%), sla, specific leaf area (cm2/g), pod, pod yield (g plant-1 ), tbm, total biomass (g plant-1 ), HSW, hundred seed weight (g), SH, shelling percentage, HI, harvest index (%). Figure 8. Total water extracted, total dry weight and transpiration efficiency of 12 peanut genotypes under water stress condition. • Transpiration efficiency (TE) of peanut genotypes under water-deficit stress was assessed at ICRISAT-Patancheru in Lysimeters. (Figure 8. Total water extracted, total dry weight and transpiration efficiency of 12 groundnut genotypes under water stress or well- watered condition. Key results • Leaf area, plant height, biomass obtained from the field experiment are correlated with the same traits obtained from LeasyScan, suggesting that the LeasyScan, a high- throughput phenotyping platform could be used for assessing LSPH and Biomass. Table 1. Mean values of canopy related traits. Serial No.  Genotype Digital Biomass Plant height Leaf angle Leaf area Leaf area Index Projected leaf area Leaf inclination Light penetration depth 1 ICGV 06175 2952666 69.769 41.4455 38661 0.1316 25384 1.51303 51.1 2 ICGV 10373 2343736 62.443 42.11 35279 0.12494 23436 1.49233 43.096 3 ICGV 15083 1596220 52.516 41.072 28824 0.10338 18648 1.5232 36.454 4 ICGV 10178 3616617 85.215 41.2519 40670 0.14436 26685 1.5184 57.805 5 ICGV 03042 1060003 50.238 42.2792 20325 0.07285 13844 1.48943 35.201 6 ICGV 07220 2375561 70.953 42.0091 32153 0.1149 21055 1.49507 49.304 7 ICGV 98412 2344447 67.833 41.5779 31405 0.11274 20271 1.50963 50.462 8 ICGV 96174 2644829 68.974 43.077 34832 0.12242 23403 1.46673 50.562 9 ICGV 11396 1294927 48.954 41.5735 24617 0.08275 16132 1.50903 34.312 10 ICGV 15094 1234461 71.817 41.96 16122 0.05425 10124 1.49725 53.932 LSD   1140000 12.88 1.23 12327 0.04 8159 0.036 11.296 Significance  0.05 0.001 ns 0.05 0.05 0.05 ns 0.05 Heritability  82 87   78 77 78   82 References FAOSTAT, 2019. “Food and Agriculture Organization of the United Nations Database of Agricultural Production.” FAO Statistical Databases, Accessed 16 Feb 2020. http://www. fao.org/faostat Seltene Abady, Hussein Shimelis Pasupuleti Janila (2019): Farmers’ perceived constraints to groundnut production, their variety choice and preferred traits in eastern Ethiopia: implications for drought-tolerance breeding, Journal of Crop Improvement, DOI: 10.1080/ 15427528.2019.1625836 Vincent Vadez, Jana Kholová, Grégoire Hummel, Uladzimir Zhokhavets, S.K. Gupta and C. Tom Hash, 2015. LeasyScan: a novel concept combining 3D imaging and lysimetry for high throughput phenotyping of traits controlling plant water budget. Journal of Experimental Botany, Vol. 66, No. 18 pp. 5581–5593, 2015doi:10.1093/jxb/erv251