IDEAS home Printed from https://ideas.repec.org/a/eee/agisys/v192y2021ics0308521x21001347.html
   My bibliography  Save this article

Improved nutrient management in cereals using Nutrient Expert and machine learning tools: Productivity, profitability and nutrient use efficiency

Author

Listed:
  • Timsina, Jagadish
  • Dutta, Sudarshan
  • Devkota, Krishna Prasad
  • Chakraborty, Somsubhra
  • Neupane, Ram Krishna
  • Bishta, Sudarshan
  • Amgain, Lal Prasad
  • Singh, Vinod K.
  • Islam, Saiful
  • Majumdar, Kaushik

Abstract

Smallholder farmers of the Eastern Indo-Gangetic Plains (EIGP) of South Asia rely mainly on cereal-based cropping systems to meet the food and nutritional demand and support their livelihood. Yet the productivity of the major cereals - rice, wheat, and maize - in the region are far lower than their potential. Nutrient management plays a crucial role in improving cereal yields and economic return, and continued improvement in nutrient management practices and their on-farm implementation is required to develop locally relevant solutions that are site-specific, easy-to-develop and geared towards system resilience.

Suggested Citation

  • Timsina, Jagadish & Dutta, Sudarshan & Devkota, Krishna Prasad & Chakraborty, Somsubhra & Neupane, Ram Krishna & Bishta, Sudarshan & Amgain, Lal Prasad & Singh, Vinod K. & Islam, Saiful & Majumdar, Ka, 2021. "Improved nutrient management in cereals using Nutrient Expert and machine learning tools: Productivity, profitability and nutrient use efficiency," Agricultural Systems, Elsevier, vol. 192(C).
    • Handle: RePEc:eee:agisys:v:192:y:2021:i:c:s0308521x21001347
    DOI: 10.1016/j.agsy.2021.103181
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308521X21001347
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.agsy.2021.103181?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Paudel, Dilli & Boogaard, Hendrik & de Wit, Allard & Janssen, Sander & Osinga, Sjoukje & Pylianidis, Christos & Athanasiadis, Ioannis N., 2021. "Machine learning for large-scale crop yield forecasting," Agricultural Systems, Elsevier, vol. 187(C).
    2. Devkota, M. & Devkota, K.P. & Acharya, S. & McDonald, A.J., 2019. "Increasing profitability, yields and yield stability through sustainable crop establishment practices in the rice-wheat systems of Nepal," Agricultural Systems, Elsevier, vol. 173(C), pages 414-423.
    3. Timsina, J. & Humphreys, E., 2006. "Performance of CERES-Rice and CERES-Wheat models in rice-wheat systems: A review," Agricultural Systems, Elsevier, vol. 90(1-3), pages 5-31, October.
    4. Bouman, B.A.M. & Kropff, M.J. & Wopereis, M.C.S. & ten Berge, H.F.M. & van Laar, H.H., 2001. "ORYZA2000: modeling lowland rice," IRRI Books, International Rice Research Institute (IRRI), number 281825.
    5. Timsina, J. & Wolf, J. & Guilpart, N. & van Bussel, L.G.J. & Grassini, P. & van Wart, J. & Hossain, A. & Rashid, H. & Islam, S. & van Ittersum, M.K., 2018. "Can Bangladesh produce enough cereals to meet future demand?," Agricultural Systems, Elsevier, vol. 163(C), pages 36-44.
    6. Krupnik, Timothy J. & Ahmed, Zia Uddin & Timsina, Jagadish & Yasmin, Samina & Hossain, Farhad & Al Mamun, Abdullah & Mridha, Aminul Islam & McDonald, Andrew J., 2015. "Untangling crop management and environmental influences on wheat yield variability in Bangladesh: An application of non-parametric approaches," Agricultural Systems, Elsevier, vol. 139(C), pages 166-179.
    7. Pampolino, M.F. & Manguiat, I.J. & Ramanathan, S. & Gines, H.C. & Tan, P.S. & Chi, T.T.N. & Rajendran, R. & Buresh, R.J., 2007. "Environmental impact and economic benefits of site-specific nutrient management (SSNM) in irrigated rice systems," Agricultural Systems, Elsevier, vol. 93(1-3), pages 1-24, March.
    8. Rurinda, Jairos & Zingore, Shamie & Jibrin, Jibrin M. & Balemi, Tesfaye & Masuki, Kenneth & Andersson, Jens A. & Pampolino, Mirasol F. & Mohammed, Ibrahim & Mutegi, James & Kamara, Alpha Y. & Vanlauwe, 2020. "Science-based decision support for formulating crop fertilizer recommendations in sub-Saharan Africa," Agricultural Systems, Elsevier, vol. 180(C).
    9. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    10. Devkota, Krishna Prasad & Devkota, Mina & Paudel, Gokul Prasad & McDonald, Andrew James, 2021. "Coupling landscape-scale diagnostics surveys, on-farm experiments, and simulation to identify entry points for sustainably closing rice yield gaps in Nepal," Agricultural Systems, Elsevier, vol. 192(C).
    11. Dubey, Rachana & Pathak, Himanshu & Chakrabarti, Bidisha & Singh, Shivdhar & Gupta, Dipak Kumar & Harit, R.C., 2020. "Impact of terminal heat stress on wheat yield in India and options for adaptation," Agricultural Systems, Elsevier, vol. 181(C).
    12. Jig Han Jeong & Jonathan P Resop & Nathaniel D Mueller & David H Fleisher & Kyungdahm Yun & Ethan E Butler & Dennis J Timlin & Kyo-Moon Shim & James S Gerber & Vangimalla R Reddy & Soo-Hyung Kim, 2016. "Random Forests for Global and Regional Crop Yield Predictions," PLOS ONE, Public Library of Science, vol. 11(6), pages 1-15, June.
    13. Nathaniel D. Mueller & James S. Gerber & Matt Johnston & Deepak K. Ray & Navin Ramankutty & Jonathan A. Foley, 2012. "Closing yield gaps through nutrient and water management," Nature, Nature, vol. 490(7419), pages 254-257, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Hongzhang & Ren, Hao & Zhang, Lihua & Zhao, Yali & Liu, Yuee & He, Qijin & Li, Geng & Han, Kun & Zhang, Jiwang & Zhao, Bin & Ren, Baizhao & Liu, Peng, 2023. "A sustainable approach to narrowing the summer maize yield gap experienced by smallholders in the North China Plain," Agricultural Systems, Elsevier, vol. 204(C).
    2. Kouame, Anselme K.K. & Bindraban, Prem S. & Kissiedu, Isaac N. & Atakora, Williams K. & El Mejahed, Khalil, 2023. "Identifying drivers for variability in maize (Zea mays L.) yield in Ghana: A meta-regression approach," Agricultural Systems, Elsevier, vol. 209(C).
    3. Dinesh Panday & Nikita Bhusal & Saurav Das & Arash Ghalehgolabbehbahani, 2024. "Rooted in Nature: The Rise, Challenges, and Potential of Organic Farming and Fertilizers in Agroecosystems," Sustainability, MDPI, vol. 16(4), pages 1-25, February.
    4. Dong, Liming & Lei, Guoqing & Huang, Jiesheng & Zeng, Wenzhi, 2023. "Improving crop modeling in saline soils by predicting root length density dynamics with machine learning algorithms," Agricultural Water Management, Elsevier, vol. 287(C).
    5. Xu, Zhuo & He, Ping & Yin, Xinyou & Huang, Qiuhong & Ding, Wencheng & Xu, Xinpeng & Struik, Paul C., 2023. "Can the advisory system Nutrient Expert® balance productivity, profitability and sustainability for rice production systems in China?," Agricultural Systems, Elsevier, vol. 205(C).
    6. Tang, Ruoling & Supit, Iwan & Hutjes, Ronald & Zhang, Fen & Wang, Xiaozhong & Chen, Xuanjing & Zhang, Fusuo & Chen, Xinping, 2023. "Modelling growth of chili pepper (Capsicum annuum L.) with the WOFOST model," Agricultural Systems, Elsevier, vol. 209(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Devkota, Mina & Devkota, Krishna Prasad & Paudel, Gokul Prasad & Krupnik, Timothy J. & McDonald, Andrew James, 2024. "Opportunities to close wheat yield gaps in Nepal's Terai: Insights from field surveys, on-farm experiments, and simulation modeling," Agricultural Systems, Elsevier, vol. 213(C).
    2. Kouame, Anselme K.K. & Bindraban, Prem S. & Kissiedu, Isaac N. & Atakora, Williams K. & El Mejahed, Khalil, 2023. "Identifying drivers for variability in maize (Zea mays L.) yield in Ghana: A meta-regression approach," Agricultural Systems, Elsevier, vol. 209(C).
    3. Wang, Hongzhang & Ren, Hao & Zhang, Lihua & Zhao, Yali & Liu, Yuee & He, Qijin & Li, Geng & Han, Kun & Zhang, Jiwang & Zhao, Bin & Ren, Baizhao & Liu, Peng, 2023. "A sustainable approach to narrowing the summer maize yield gap experienced by smallholders in the North China Plain," Agricultural Systems, Elsevier, vol. 204(C).
    4. Kathrin Stenchly & Marc Victor Hansen & Katharina Stein & Andreas Buerkert & Wilhelm Loewenstein, 2018. "Income Vulnerability of West African Farming Households to Losses in Pollination Services: A Case Study from Ouagadougou, Burkina Faso," Sustainability, MDPI, vol. 10(11), pages 1-12, November.
    5. Liu, Xiaoli & Wang, Yandong & Zhang, Yuehe & Ren, Xiaolong & Chen, Xiaoli, 2022. "Can rainwater harvesting replace conventional irrigation for winter wheat production in dry semi-humid areas in China?," Agricultural Water Management, Elsevier, vol. 272(C).
    6. Silva, João Vasco & Pede, Valerien O. & Radanielson, Ando M. & Kodama, Wataru & Duarte, Ary & de Guia, Annalyn H. & Malabayabas, Arelene Julia B. & Pustika, Arlyna Budi & Argosubekti, Nuning & Vithoon, 2022. "Revisiting yield gaps and the scope for sustainable intensification for irrigated lowland rice in Southeast Asia," Agricultural Systems, Elsevier, vol. 198(C).
    7. Timsina, J. & Wolf, J. & Guilpart, N. & van Bussel, L.G.J. & Grassini, P. & van Wart, J. & Hossain, A. & Rashid, H. & Islam, S. & van Ittersum, M.K., 2018. "Can Bangladesh produce enough cereals to meet future demand?," Agricultural Systems, Elsevier, vol. 163(C), pages 36-44.
    8. Timsina, J. & Buresh, R.J. & Dobermann, A. & Dixon, J. (ed.), 2011. "Rice-maize systems in Asia: current situation and potential," IRRI Books, International Rice Research Institute (IRRI), number 164490.
    9. Assefa, Yared & Yadav, Sudhir & Mondal, Manoranjan K. & Bhattacharya, Jayanta & Parvin, Rokhsana & Sarker, Shilpi R. & Rahman, Mahabubur & Sutradhar, Asish & Prasad, P.V. Vara & Bhandari, Humnath & Sh, 2021. "Crop diversification in rice-based systems in the polders of Bangladesh: Yield stability, profitability, and associated risk," Agricultural Systems, Elsevier, vol. 187(C).
    10. Schmidt, Lorenz & Odening, Martin & Schlanstein, Johann & Ritter, Matthias, 2021. "Estimation of the Farm-Level Yield-Weather-Relation Using Machine Learning," 61st Annual Conference, Berlin, Germany, September 22-24, 2021 317075, German Association of Agricultural Economists (GEWISOLA).
    11. Devkota, Mina & Devkota, Krishna Prasad & Kumar, Shiv, 2022. "Conservation agriculture improves agronomic, economic, and soil fertility indicators for a clay soil in a rainfed Mediterranean climate in Morocco," Agricultural Systems, Elsevier, vol. 201(C).
    12. Zhang, He & Tao, Fulu & Zhou, Guangsheng, 2019. "Potential yields, yield gaps, and optimal agronomic management practices for rice production systems in different regions of China," Agricultural Systems, Elsevier, vol. 171(C), pages 100-112.
    13. Maertens, Miet & Oyinbo, Oyakhilomen & Abdoulaye, Tahirou & Chamberlin, Jordan, 2023. "Sustainable maize intensification through site-specific nutrient management advice: Experimental evidence from Nigeria," Food Policy, Elsevier, vol. 121(C).
    14. Jalilov, Shokhrukh-Mirzo & Rahman, Wakilur & Palash, Salauddin & Jahan, Hasneen & Mainuddin, Mohammed & Ward, Frank A., 2022. "Exploring strategies to control the cost of food security: Evidence from Bangladesh," Agricultural Systems, Elsevier, vol. 196(C).
    15. JANSSENS, Jochen & DE CORTE, Annelies & SÖRENSEN, Kenneth, 2016. "Water distribution network design optimisation with respect to reliability," Working Papers 2016007, University of Antwerp, Faculty of Business and Economics.
    16. Raymond Hernandez & Elizabeth A. Pyatak & Cheryl L. P. Vigen & Haomiao Jin & Stefan Schneider & Donna Spruijt-Metz & Shawn C. Roll, 2021. "Understanding Worker Well-Being Relative to High-Workload and Recovery Activities across a Whole Day: Pilot Testing an Ecological Momentary Assessment Technique," IJERPH, MDPI, vol. 18(19), pages 1-17, October.
    17. Christopher Hassall & Michael Nisbet & Evan Norcliffe & He Wang, 2024. "The Potential Health Benefits of Urban Tree Planting Suggested through Immersive Environments," Land, MDPI, vol. 13(3), pages 1-12, February.
    18. Sharif Ahmed & M. Jahangir Alam & Akbar Hossain & A. K. M. Mominul Islam & Tahir H. Awan & Walid Soufan & Ahmed Ali Qahtan & Mohmmad K. Okla & Ayman El Sabagh, 2020. "Interactive Effect of Weeding Regimes, Rice Cultivars, and Seeding Rates Influence the Rice-Weed Competition under Dry Direct-Seeded Condition," Sustainability, MDPI, vol. 13(1), pages 1-15, December.
    19. Gupta, Rishabh & Mishra, Ashok, 2019. "Climate change induced impact and uncertainty of rice yield of agro-ecological zones of India," Agricultural Systems, Elsevier, vol. 173(C), pages 1-11.
    20. Jie Zhao & Ji Chen & Damien Beillouin & Hans Lambers & Yadong Yang & Pete Smith & Zhaohai Zeng & Jørgen E. Olesen & Huadong Zang, 2022. "Global systematic review with meta-analysis reveals yield advantage of legume-based rotations and its drivers," Nature Communications, Nature, vol. 13(1), pages 1-9, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:agisys:v:192:y:2021:i:c:s0308521x21001347. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/agsy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.