Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat

Poster


El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Tychon, Bernard, Delfosse, Philippe and Bock, Clive H.. 2014. "Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat." 2014 APS-CPS Joint Meeting. Minneapolis, United States of America 09 - 13 Aug 2014 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-104-11-S3.1
Paper/Presentation Title

Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat

Presentation TypePoster
AuthorsEl Jarroudi, Moussa (Author), Kouadio, Louis (Author), Mackels, Christophe (Author), Tychon, Bernard (Author), Delfosse, Philippe (Author) and Bock, Clive H. (Author)
Journal or Proceedings TitlePhytopathology: International Journal of the American Phytopathological Society
Journal Citation104 (Suppl. 3, No. 11), p. S3.37
Article NumberS3.37
Number of Pages1
Year2014
PublisherAmerican Phytopathological Society
Place of PublicationUnited States
ISSN0031-949X
1943-7684
Digital Object Identifier (DOI)https://doi.org/10.1094/PHYTO-104-11-S3.1
Conference/Event2014 APS-CPS Joint Meeting
Event Details
2014 APS-CPS Joint Meeting
Event Date
09 to end of 13 Aug 2014
Event Location
Minneapolis, United States of America
Abstract

Several methods are available to measure the severity of Septoria leaf blotch (SLB) of winter wheat but differ in accuracy, reliability, ease of use and rapidity. The accuracy and reliability of visual assessments of SLB severity by raters was determined by comparison with assumed actual values obtained by digital image analysis. Raters included one plant pathologist with extensive experience of visual disease assessment, and three other raters who were trained prior to field observations using standard area diagrams and the software DISTRAIN. Initially analyses were performed using SLB severity over the full 0-100% range; subsequently, to explore error over short ranges of the 0-100% scale, the scale was divided into sequential 10%-increments (i.e., 0-10%, 10-20%,…90-100%) based on the actual values. Lin’s concordance correlation (LCC) analysis demonstrated that all raters were accurate when compared over the whole severity range (LCC coefficient (ρc) = 0.92-0.99). However, agreement between actual SLB severities and the estimates by raters was less good when compared over the short intervals of the 10×10% classes (ρc = -0.12-0.99, depending on the percentage class and the experiment), demonstrating that agreement will vary depending on the actual disease range over which it is compared. Inter-rater reliability over the full 0-100% range measured using correlation analysis was high between each pair of raters (r = 0.970 to 0.992, P<0.0001), which was confirmed by the inter-class correlation coefficient (ρ ≥ 0.927). This study provides new insight into using a full range of actual disease severity versus limited ranges to ensure a realistic measure of rater accuracy and reliability, in addition to contributing to the ongoing debate on the use of visual disease estimates based on the 0-100% ratio scale for epidemiological research.

KeywordsSeptoria leaf blotch
ANZSRC Field of Research 2020300409. Crop and pasture protection (incl. pests, diseases and weeds)
Public Notes

Abstract only.

Institution of OriginUniversity of Southern Queensland
Byline AffiliationsUniversity of Liege, Belgium
Agriculture and Agri-Food, Canada
Luxembourg Institute of Science and Technology, Luxembourg
California Department of Food and Agriculture, United States
Permalink -

https://research.usq.edu.au/item/q6635/disease-severity-assessment-in-epidemiological-studies-accuracy-and-reliability-of-visual-estimates-of-septoria-leaf-blotch-slb-in-winter-wheat

  • 80
    total views
  • 9
    total downloads
  • 0
    views this month
  • 0
    downloads this month

Export as

Related outputs

Estimation of forage yields in Burkina Faso's climatic zones using satellite data
Some, Wièmè, Denis, Antoine, Kouadio, AmaniLouis, Djaby, Bakary, Nacro, Hassan Bismark, Belem, Adrien Married Gaston and Tychon, Bernard. 2024. "Estimation of forage yields in Burkina Faso's climatic zones using satellite data." Revue d’élevage et de médecine vétérinaire des pays tropicaux. 77, pp. 1-17. https://doi.org/10.19182/remvt.37009
Assessing scale-dependency of climate risks in coffee-based agroforestry systems
Byrareddy, Vivekananda M., Kath, Jarrod, Kouadio, Louis, Mushtaq, Shahbaz and Geethalakshmi, Vellingiri. 2024. "Assessing scale-dependency of climate risks in coffee-based agroforestry systems." Scientific Reports. 14 (1). https://doi.org/10.1038/s41598-024-58790-5
Integrating rainfall index-based insurance with optimal crop management strategies can reduce financial risks for Australian dryland cotton farmers
Nguyen-Huy, Thong, Kath, Jarrod, Kouadio, Louis, King, Rachel, Mushtaq, Shahbaz and Barratt, Jonathan. 2024. "Integrating rainfall index-based insurance with optimal crop management strategies can reduce financial risks for Australian dryland cotton farmers." Sustainable Futures. 8. https://doi.org/10.1016/j.sftr.2024.100249
Leveraging edge artificial intelligence for sustainable agriculture
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe, Bock, Clive H., Mahlein, Anne-Katrin, Fettweis, Xavier, Mercatoris, Benoit, Adams, Frank, Lenné, Jillian M. and Hamdioui, Said. 2024. "Leveraging edge artificial intelligence for sustainable agriculture." Nature Sustainability. 7, pp. 846-854. https://doi.org/10.1038/s41893-024-01352-4
A review on UAV-based applications for plant disease detection and monitoring
Kouadio, Louis, El Jarroudi, Moussa, Belabess, Zineb, Laasli, Salah-Eddine, Roni, Md Zohurul Kadir, Amine, Ibn Dahou Idrissi, Mokhtari, Nourreddine, Mokrini, Fouad, Junk, Jürgen and Lahlali, Rachid. 2023. "A review on UAV-based applications for plant disease detection and monitoring." Remote Sensing. 15 (17). https://doi.org/10.3390/rs15174273
Assessing the biophysical factors affecting irrigation performance in rice cultivation using remote sensing derived information
Sawadogo, Alidou, Dossou-Yovo, E., Kouadio, Louis, Zwart, Sander J., Traore, Farid and Gundogdu, Kemal S.. 2023. "Assessing the biophysical factors affecting irrigation performance in rice cultivation using remote sensing derived information." Agricultural Water Management. 278, pp. 1-12. https://doi.org/10.1016/j.agwat.2022.108124
Growth kinetics and purifying performance of A. Platensis in stirring-free culture based on brewery effluent's supernatant
Liady, Mouhamadou Nourou Dine, Adande, Richard, Akowanou, Onesime Akuemaho Virgile, Adjahouinou, Dogbe Clement, Cecilia, Ahondokpe, Goussanou, Baruc Kpehouenou, Zouhir, Fouad, Kouadio, Louis Amani, Aina, Martin Pepin and Fiogbe, Emile Didier. 2022. "Growth kinetics and purifying performance of A. Platensis in stirring-free culture based on brewery effluent's supernatant ." Water Science and Technology. 86 (12), pp. 3153-3162. https://doi.org/10.2166/wst.2022.385
Assessing the Interplay between Weather and Septoria Leaf Blotch Severity on Lower Leaves on the Disease Risk on Upper Leaves in Winter Wheat
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Maraite, Henri, Tychon, Bernard and Delfosse, Philippe. 2022. "Assessing the Interplay between Weather and Septoria Leaf Blotch Severity on Lower Leaves on the Disease Risk on Upper Leaves in Winter Wheat." Journal of Fungi. 8 (11), pp. 1-16. https://doi.org/10.3390/jof8111119
Weather-based predictive modeling of Cercospora beticola infection events in sugar beet in Belgium
El Jarroudi, Moussa, Chairi, Fadia, Kouadio, Louis, Antoons, Kathleen, Sallah, Abdoul-Hamid Mohamed and Fettweis, Xavier. 2021. "Weather-based predictive modeling of Cercospora beticola infection events in sugar beet in Belgium." Journal of Fungi. 7 (9). https://doi.org/10.3390/jof7090777
Coping with drought: Lessons learned from robusta coffee growers in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Mushtaq, Shahbaz, Kath, Jarrod and Stone, Roger. 2021. "Coping with drought: Lessons learned from robusta coffee growers in Vietnam." Climate Services. 22, pp. 1-11. https://doi.org/10.1016/j.cliser.2021.100229
Cotton and climate change
Williams, Allyson A. J., McRae, David, Kouadio, Louis, Mushtaq, Shahbaz and Davis, Peter. 2019. "Cotton and climate change." Hatfield, Jerry L., Sivakumar, Mannava V. K. and Prueger, John H. (ed.) Agroclimatology: linking agriculture to climate. United States. American Society of Agronomy / Crop Science Society of America / Soil Science Society of America. pp. 343-368
Probabilistic yield forecasting of robusta coffee at the farm scale using agroclimatic and remote sensing derived indices
Kouadio, Louis, Byrareddy, Vivekananda M., Sawadogo, Alidou and Newlands, Nathaniel K.. 2021. "Probabilistic yield forecasting of robusta coffee at the farm scale using agroclimatic and remote sensing derived indices." Agricultural and Forest Meteorology. 306, pp. 1-12. https://doi.org/10.1016/j.agrformet.2021.108449
Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam
Kouadio, Louis, Tixier, Philippe, Byrareddy, Vivekananda, Marcussen, Torben, Mushtaq, Shahbaz, Rapidel, Bruno and Stone, Roger. 2021. "Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam." Ecological Modelling. 443, pp. 1-12. https://doi.org/10.1016/j.ecolmodel.2021.109469
Weather conditions conducive to infection of winter wheat by Puccinia striiformis sp. tritici race ‘warrior’
El Jarroudi, Moussa, Kouadio, Louis, El Jarroudi, Mustapha, Bock, Clive H., Tychon, Bernard, Junk, Jurgen and Delfosse, Philippe. 2015. "Weather conditions conducive to infection of winter wheat by Puccinia striiformis sp. tritici race ‘warrior’." 2015 APS Annual Meeting. Pasadena, United States of America 01 - 05 Aug 2015 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-105-11-S4.1
Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Tychon, Bernard and Delfosse, Philippe. 2016. "Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg." 2016 APS Annual Meeting. Tampa, United States 30 Jul - 03 Aug 2016 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-106-12-S4.1
Valorisation of the supernatant of brewery effluent in plankton production for fish farming: an alternative for environment protection in southern countries
Liady, Mouhamadou Nourou Dine, Goussanou, Baruc Kpehouenou, Adande, Richard, Noumavo, Agossou D. Pacome, Kouadio, Louis Amani, Zouhir, Fouad, Aina, Martin Pepin and Fiogbe, Emile Didier. 2020. "Valorisation of the supernatant of brewery effluent in plankton production for fish farming: an alternative for environment protection in southern countries." Biotechnology, Agronomy, Society and Environment. 24 (4), pp. 235-239. https://doi.org/10.25518/1780-4507.18768
Agricultural climate risk management and global food security: recent progress in South-East Asia
Kouadio, Louis and Rahn, Eric. 2021. "Agricultural climate risk management and global food security: recent progress in South-East Asia." Lyubchich, Vyacheslav, Gel, Yulia R., Kilbourne, K. Halimeda, Miller, Thomas J., Newlands, Nathaniel K. and Smith, Adam B. (ed.) Evaluating climate change impacts. Boca Raton, FL, USA. CRC Press. pp. 347-362
Multispectral remote sensing as a tool to support organic crop certification: assessment of the discrimination level between organic and conventional maize
Denis, Antoine, Desclee, Baudouin, Migdall, Silke, Hansen, Herbert, Bach, Heike, Ott, Pierre, Kouadio, Amani Louis and Tychon, Bernard. 2020. "Multispectral remote sensing as a tool to support organic crop certification: assessment of the discrimination level between organic and conventional maize." Remote Sensing. 13 (1). https://doi.org/10.3390/rs13010117
Employing weather-based disease and machine learning techniques for optimal control of Septoria Leaf Blotch and Stripe Rust in wheat
El Jarroudi, Moussa, Lahlali, Rachid, El Jarroudi, Haifa, Tychon, Bernard, Belleflamme, Alexandre, Junk, Jurgen, Denis, Antoine, El Jarroudi, Mustapha and Kouadio, Louis. 2020. "Employing weather-based disease and machine learning techniques for optimal control of Septoria Leaf Blotch and Stripe Rust in wheat." Ezziyyani, Mostafa (ed.) 2nd International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD 2019). Cham, Morocco 08 - 11 Jul 2019 Switzerland. https://doi.org/10.1007/978-3-030-36664-3_18
Improved prediction of leaf emergence for efficacious crop protection: assessing field variability in phyllotherms for upper leaves in winter wheat and winter barley
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen and Bock, Clive H.. 2020. "Improved prediction of leaf emergence for efficacious crop protection: assessing field variability in phyllotherms for upper leaves in winter wheat and winter barley." Agronomy. 10 (11). https://doi.org/10.3390/agronomy10111825
Monitoring wheat leaf rust and stripe rust in winter wheat using high-resolution UAV-based red-green-blue imagery
Heidarian Dehkordi, Ramin, El Jarroudi, Moussa, Kouadio, Louis, Meersmans, Jeroen and Beyer, Marco. 2020. "Monitoring wheat leaf rust and stripe rust in winter wheat using high-resolution UAV-based red-green-blue imagery." Remote Sensing. 12 (22). https://doi.org/10.3390/rs12223696
Modeling the Main Fungal Diseases of Winter Wheat: Constraints and Possible Solutions
El Jarroudi, Moussa, Kouadio, Louis, Tychon, Bernard, El Jarroudi, Mustapha, Junk, Jurgen, Bock, Clive and Delfosse, Philippe. 2018. "Modeling the Main Fungal Diseases of Winter Wheat: Constraints and Possible Solutions." Kimatu, Josphert N. (ed.) Advances in Plant Pathology. London, United Kingdom. IntechOpen. pp. 3-30
Spatiotemporal assessment of irrigation performance of the Kou Valley irrigation scheme in Burkina Faso using satellite remote sensing-derived indicators
Sawadogo, Alidou, Kouadio, Louis, Traore, Farid, Zwart, Sander J., Hessels, Tim and Gundogdu, Kemal S.. 2020. "Spatiotemporal assessment of irrigation performance of the Kou Valley irrigation scheme in Burkina Faso using satellite remote sensing-derived indicators." ISPRS International Journal of Geo-Information. 9 (8), pp. 1-23. https://doi.org/10.3390/ijgi9080484
Insights into the value of seasonal climate forecasts to agriculture
Darbyshire, Rebecca, Crean, Jason, Cashen, Michael, Anwar, Muhuddin Rajin, Broadfoot, Kim, Simpson, Marja, Cobon, David, Pudmenzky, Christa, Kouadio, Louis and Kodur, Shreevatsa. 2020. "Insights into the value of seasonal climate forecasts to agriculture." The Australian Journal of Agricultural and Resource Economics. 64 (4), pp. 1034-1058. https://doi.org/10.1111/1467-8489.12389
Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Kath, Jarrod, Mushtaq, Shahbaz, Rafiei, Vahid, Scobie, Michael and Stone, Roger. 2020. "Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam." Agricultural Water Management. 241, pp. 1-12. https://doi.org/10.1016/j.agwat.2020.106350
Mathematical modelling of non-local spore dispersion of wind-borne pathogens causing fungal diseases
El Jarroudi, Mustapha, Karjoun, Hasan, Kouadio, Louis and El Jarroudi, Moussa. 2020. "Mathematical modelling of non-local spore dispersion of wind-borne pathogens causing fungal diseases." Applied Mathematics and Computation. 376. https://doi.org/10.1016/j.amc.2020.125107
Weather-based predictive modeling of wheat stripe rust infection in Morocco
El Jarroudi, Moussa, Lahlali, Rachid, Kouadio, Louis, Denis, Antoine, Belleflamme, Alexandre, El Jarroudi, Mustapha, Boulif, Mohammed, Mahyou, Hamid and Tychon, Bernard. 2020. "Weather-based predictive modeling of wheat stripe rust infection in Morocco." Agronomy. 10 (2). https://doi.org/10.3390/agronomy10020280
Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions
Sawadogo, Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions, Gundogdu, Kemal, Traore, Farid, Kouadio, Louis and Hessels, Tim. 2020. "Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions." Proceedings of the Bulgarian Academy of Sciences. 73 (10), pp. 1473-1480. https://doi.org/10.7546/CRABS.2020.10.18
Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions
Kath, Jarrod, Mushtaq, Shahbaz, Henry, Ross, Adeyinka, Adewuyi Ayodele, Stone, Roger, Marcussen, Torben and Kouadio, Louis. 2019. "Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions." Climate Risk Management. 24, pp. 13-29. https://doi.org/10.1016/j.crm.2019.04.002
Building and Delivering Real-World, Integrated Sustainability Solutions: Insights, Methods and Case-Study Applications
Newlands, Nathaniel K., Porcelli, Tracy A., Potgieter, Andries B., Kouadio, Louis, Huete, Alfredo and Guo, Wei. 2019. "Building and Delivering Real-World, Integrated Sustainability Solutions: Insights, Methods and Case-Study Applications." Frontiers in Environmental Science. 7, pp. 1-3. https://doi.org/10.3389/fenvs.2019.00071
Sustainable production of Robusta coffee under a changing climate: a 10-year monitoring of fertilizer management in coffee farms in Vietnam and Indonesia
Byrareddy, Vivekananda, Kouadio, Louis, Mushtaq, Shahbaz and Stone, Roger. 2019. "Sustainable production of Robusta coffee under a changing climate: a 10-year monitoring of fertilizer management in coffee farms in Vietnam and Indonesia." Agronomy. 9, pp. 1-19. https://doi.org/10.3390/agronomy9090499
Evaluating the shifts in rainfall and pasture-growth variabilities across the pastoral zone of Australia during 1910–2010
Cobon, David, Kouadio, Louis, Mushtaq, Shahbaz, Jarvis, Chelsea, Carter, John, Stone, Grant and Davis, Peter. 2019. "Evaluating the shifts in rainfall and pasture-growth variabilities across the pastoral zone of Australia during 1910–2010." Crop and Pasture Science. 70 (7), pp. 634-647. https://doi.org/10.1071/CP18482
Using Multi-Temporal Landsat Images and Support Vector Machine to Assess the Changes in Agricultural Irrigated Areas in the Mogtedo Region, Burkina Faso
Traore, Farid, Bonkoungou, Joachim, Compaore, Jerome, Kouadio, Louis, Wellens, Joost, Hallot, Eric and Tychon, Bernard. 2019. "Using Multi-Temporal Landsat Images and Support Vector Machine to Assess the Changes in Agricultural Irrigated Areas in the Mogtedo Region, Burkina Faso." Remote Sensing. 11 (12), pp. 1-18. https://doi.org/10.3390/rs11121442
Value of seasonal forecasting for sugarcane farm irrigation planning
An-Vo, Duc-Anh, Mushtaq, Shahbaz, Reardon-Smith, Kathryn, Kouadio, Louis, Attard, Steve, Cobon, David and Stone, Roger. 2019. "Value of seasonal forecasting for sugarcane farm irrigation planning." European Journal of Agronomy. 104, pp. 37-48. https://doi.org/10.1016/j.eja.2019.01.005
Developing products for use in drought monitoring: improved crop yield and production forecasts (multi-crop models approach)
Kouadio, Louis, Marcussen, Torben and McRae, David. 2017. Developing products for use in drought monitoring: improved crop yield and production forecasts (multi-crop models approach). Toowoomba, Australia. University of Southern Queensland.
Crop production modelling under climate change and regional adaptation
Kouadio, Louis, Mushtaq, Shahbaz, Marcussen, Torben and Cockfield, Geoff. 2017. Crop production modelling under climate change and regional adaptation. Toowoomba, Australia. University of Southern Queensland.
Valuing seasonal climate forecasts in Australian agriculture: northern grains case study
Darbyshire, R., Crean, J., Kouadio, L., Cashen, M., Anwar, M. and Cobon, D.. 2018. Valuing seasonal climate forecasts in Australian agriculture: northern grains case study. Nnew South Wales, Australia. NSW Department of Primary Industries.
An investigation of farm-scale adaptation options for cotton production in the face of future climate change and water allocation policies in southern Queensland, Australia
Williams, Allyson, Mushtaq, Shahbaz, Kouadio, Louis, Power, Brendan, Marcussen, Torben, McRae, David and Cockfield, Geoff. 2018. "An investigation of farm-scale adaptation options for cotton production in the face of future climate change and water allocation policies in southern Queensland, Australia." Agricultural Water Management. 196, pp. 124-132. https://doi.org/10.1016/j.agwat.2017.10.026
History of drought management in Australia
Reardon-Smith, Kathryn, Williams, Allyson, Mushtaq, Shahbaz, Cobon, David, McRae, David and Kouadio, Louis. 2017. "History of drought management in Australia." Eslamien, Saied and Eslamien, Faezeh (ed.) Handbook of Drought and Water Scarcity: Management of Drought and Water Scarcity. United States. CRC Press. pp. 423-448
Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report
Mushtaq, Shabaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2018. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report. University of Southern Queensland.
Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report
Mushtaq, Shahbaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2017. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report. University of Southern Queensland.
Artificial intelligence approach for the prediction of Robusta coffee yield using soil fertility properties
Kouadio, Louis, Deo, Ravinesh C., Byrareddy, Vivekananda, Adamowski, Jan F., Mushtaq, Shahbaz and Nguyen, Van Phuong. 2018. "Artificial intelligence approach for the prediction of Robusta coffee yield using soil fertility properties." Computers and Electronics in Agriculture. 155, pp. 324-338. https://doi.org/10.1016/j.compag.2018.10.014
Improving fungal disease forecasts in winter wheat: a critical role of intra-day variations of meteorological conditions in the development of Septoria leaf blotch
El Jarroudi, Moussa, Kouadio, Louis, El Jarroudi, Mustapha, Junk, Jurgen, Bock, Clive, Diouf, Abdoul Aziz and Delfosse, Philippe. 2017. "Improving fungal disease forecasts in winter wheat: a critical role of intra-day variations of meteorological conditions in the development of Septoria leaf blotch." Field Crops Research. 213, pp. 12-20. https://doi.org/10.1016/j.fcr.2017.07.012
Medical geology in the framework of the sustainable development goals
Bundschuh, Jochen, Maity, Jyoti Prakash, Mushtaq, Shahbaz Mushtaq, Vithange, Meththika, Seneweera, Saman, Schneider, Jerusa, Bhattacharya, Prosun, Khan, Nasreen Islam, Hamawand, Ihsan, Guilherme, Luiz R. G., Reardon-Smith, Kathryn, Parvez, Faruque, Morales-Simfors, Nury, Ghaze, Sara, Pudmenzky, Christa, Kouadio, Louis and Chen, Chien-Yen. 2017. "Medical geology in the framework of the sustainable development goals." Science of the Total Environment. 581-582, pp. 87-104. https://doi.org/10.1016/j.scitotenv.2016.11.208
A threshold-based weather model for predicting stripe rust infection in winter wheat
El Jarroudi, Moussa, Kouadio, Louis, Bock, Clive H., El Jarroudi, Mustapha, Junk, Jürgen, Pasquali, Matias, Maraite, Henri and Delfosse, Philippe. 2017. "A threshold-based weather model for predicting stripe rust infection in winter wheat." Plant Disease: an international journal of applied plant pathology. 101 (5), pp. 693-703. https://doi.org/10.1094/PDIS-12-16-1766-RE
Effects of regional climate change on brown rust disease in winter wheat
Junk, J., Kouadio, L., Delfosse, P. and El Jarroudi, M.. 2016. "Effects of regional climate change on brown rust disease in winter wheat." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 135 (3-4), pp. 439-451. https://doi.org/10.1007/s10584-015-1587-8
Integrating the impact of wheat fungal diseases in the Belgian crop yield forecasting system (B-CYFS)
El Jarroudi, Moussa, Kouadio, Louis, Bertrand, Martin, Curnel, Yannick, Giraud, Frederic, Delfosse, Philippe, Hoffmann, Lucien, Oger, Robert and Tychon, Bernard. 2012. "Integrating the impact of wheat fungal diseases in the Belgian crop yield forecasting system (B-CYFS)." European Journal of Agronomy. 40, pp. 8-17. https://doi.org/10.1016/j.eja.2012.02.003
Estimating regional wheat yield from the shape of decreasing curves of green area index temporal profiles retrieved from MODIS data
Kouadio, Louis, Duveiller, Gregory, Djaby, Bakary, El Jarroudi, Moussa, Defourny, Pierre and Tychon, Bernard. 2012. "Estimating regional wheat yield from the shape of decreasing curves of green area index temporal profiles retrieved from MODIS data." International Journal of Applied Earth Observation and Geoinformation. 18 (1), pp. 111-118. https://doi.org/10.1016/j.jag.2012.01.009
Do single, double or triple fungicide sprays differentially affect the grain quality in winter wheat?
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Beyer, Marco, Pasquali, Matias, Bock, Clive and Delfosse, Philippe. 2015. "Do single, double or triple fungicide sprays differentially affect the grain quality in winter wheat?" Field Crops Research. 183, pp. 257-266. https://doi.org/10.1016/j.fcr.2015.08.012
Robusta coffee model: an integrated model for coffee production at a regional scale
Kouadio, Louis, Stone, Roger, Tixier, Philippe, Mushtaq, Shahbaz and Marcussen, Torben. 2015. "Robusta coffee model: an integrated model for coffee production at a regional scale." Tropical Agriculture Conference 2015: Meeting the Productivity Challenge in the Tropics (TropAg2015). Brisbane, Australia 16 - 18 Nov 2015
Exploring the potential impacts of climate variability on spring wheat yield with the APSIM decision support tool
Kouadio, Louis, Newlands, Nathaniel, Potgieter, Andries, McLean, Greg and Hill, Harvey. 2015. "Exploring the potential impacts of climate variability on spring wheat yield with the APSIM decision support tool." Agricultural Sciences. 6 (7), pp. 686-698. https://doi.org/10.4236/as.2015.67066
Quantifying the response of cotton production in eastern Australia to climate change
Williams, Allyson, White, Neil, Mushtaq, Shahbaz, Cockfield, Geoff, Power, Brendan and Kouadio, Louis. 2015. "Quantifying the response of cotton production in eastern Australia to climate change." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 129 (1-2), pp. 183-196. https://doi.org/10.1007/s10584-014-1305-y
Evaluation of the integrated Canadian crop yield forecaster (ICCYF) model for in-season prediction of crop yield across the Canadian agricultural landscape
Chipanshi, Aston, Zhang, Yinsuo, Kouadio, Louis, Newlands, Nathaniel, Davidson, Andrew, Hill, Harvey, Warren, Richard, Qian, Budong, Daneshfar, Bahram, Bedard, Frederic and Reichert, Gordon. 2015. "Evaluation of the integrated Canadian crop yield forecaster (ICCYF) model for in-season prediction of crop yield across the Canadian agricultural landscape." Agricultural and Forest Meteorology. 206, pp. 137-150. https://doi.org/10.1016/j.agrformet.2015.03.007
A comparison between visual estimates and image analysis measurements to determine Septoria leaf blotch severity in winter wheat
El Jarroudi, M., Kouadio, A. L., Mackels, C., Tychon, B., Delfosse, P. and Bock, C. H.. 2015. "A comparison between visual estimates and image analysis measurements to determine Septoria leaf blotch severity in winter wheat." Plant Pathology. 64 (2), pp. 355-364. https://doi.org/10.1111/ppa.12252
Building capacity for assessing spatial-based sustainability metrics in agriculture
Kouadio, Louis and Newlands, Nathaniel K.. 2015. "Building capacity for assessing spatial-based sustainability metrics in agriculture." Decision Analytics. 2 (2). https://doi.org/10.1186/s40165-015-0011-9
Economics of a decision–support system for managing the main fungal diseases of winter wheat in the Grand-Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Beyer, Marco, Junk, Jurgen, Hoffmann, Lucien, Tychon, Bernard, Maraite, Henri, Bock, Clive H. and Delfosse, Philippe. 2015. "Economics of a decision–support system for managing the main fungal diseases of winter wheat in the Grand-Duchy of Luxembourg." Field Crops Research. 172, pp. 32-41. https://doi.org/10.1016/j.fcr.2014.11.012
Disease Severity Estimates-Effects of Rater Accuracy and Assessment Methods for Comparing Treatments
Bock, C. H., El Jarroudi, M., Kouadio, L. A., Mackels, C., Chiang, K.-S. and Delfosse, P.. 2015. "Disease Severity Estimates-Effects of Rater Accuracy and Assessment Methods for Comparing Treatments." Plant Disease. 99 (8), pp. 1104-1112. https://doi.org/10.1094/PDIS-09-14-0925-RE
Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale
Kouadio, Louis, Newlands, Nathaniel K., Davidson, Andrew, Zhang, Yinsuo and Chipanshi, Aston. 2014. "Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale." Remote Sensing. 6 (10), pp. 10193-10214. https://doi.org/10.3390/rs61010193
Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system
El Jarroudi, Moussa, Kouadio, Louis, Giraud, Frederic, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system." Environmental Science and Pollution Research. 21 (7), pp. 4809-4818. https://doi.org/10.1007/s11356-014-2557-9
Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions." Environmental Science and Pollution Research. 21 (7), pp. 4797-4808. https://doi.org/10.1007/s11356-013-2463-6
An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty
Newlands, Nathaniel K., Zamar, David S., Kouadio, Louis A., Zhang, Yinsuo, Chipanshi, Aston, Potgieter, Andries, Toure, Souleymane and Hill, Harvey S. J.. 2014. "An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty." Frontiers in Environmental Science. 2, pp. 1-21. https://doi.org/10.3389/fenvs.2014.00017
A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing
Bock, Clive, El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Chiang, Kuo-Szu and Delfosse, Philippe. 2014. "A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing." Phytopathology: International Journal of the American Phytopathological Society. 104 (11), pp. 15-16.
Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates
Kouadio, Louis, Djaby, Bakary, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates." Journal of Agricultural Science and Technology . 2 (12), pp. 1203-1213.
Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]
Kouadio, Amani Louis, Djaby, Bakary, Duveiller, Gregory, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]." Biotechnology, Agronomy, Society and Environment. 16 (2), pp. 179-191.
Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe, Giraud, Frederic, Junk, Jurgen, Hoffmann, Lucien, Maraite, Henri and Tychon, Bernard. 2012. "Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg." Journal of Agricultural Science and Technology . 2 (12), pp. 1386-1399.
Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system
Djaby, Bakary, de Wit, Allard, Kouadio, Louis, El Jarroudi, Moussa and Tychon, Bernard. 2013. "Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system." Sustainable Agriculture Research. 2 (4), pp. 12-29. https://doi.org/10.5539/sar.v2n4p12
Profitability of using warning system for foliar disease of wheat in the Grand-Duchy of Luxembourg
El Jarroudi, M., Kouadio, L., Beyer, M., Tychon, B. and Delfosse, P.. 2013. "Profitability of using warning system for foliar disease of wheat in the Grand-Duchy of Luxembourg." 2013 APS-MSA Joint Meeting. United States 10 - 14 Aug 2013 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-103-6-S2.1