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

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  • 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
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    1. 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.
    2. 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.
    3. 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.
    4. 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).
    5. 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).
    6. 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.
    7. 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.
    8. 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).
    9. 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).
    10. 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.
    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. 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.
    13. 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.
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    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).

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