DEVELOPMENT OF MATHEMATICAL MODEL FOR OPTIMAL RICE PRODUCTION IN NIGER STATE, NIGERIA

Authors

  • Ahmad Abubakar Yahaya
  • Danladi Hakimi
  • Musa D. Shehu
  • Emmanuel Daniya

DOI:

https://doi.org/10.33003/fjs-2024-0806-2990

Keywords:

Mathematical model, Rice yield, Food security, Optimization, Niger State

Abstract

Rice is a staple food and a critical crop for food security and economic stability in Niger State, Nigeria. However, achieving optimal production levels is challenged by various factors, including environmental variability, land use inefficiency, and rising production costs. Mathematical modeling offers a systematic approach to understanding and optimizing these factors to enhance yields and promote sustainable agricultural practices. A mathematical model to optimize rice production by integrating key agronomic, environmental, and economic factors were formulated. This research paper aims to predict optimal rice yields based on input variables such as rainfall, temperature, humidity, land area use and production cost using a multivariate linear regression (MLR) method. The developed model is validated with real-world data from agricultural research stations. It was observed from the analysis that predicted values were not significantly different from the observed values. The results show that R-square, Mean Square Error (MSE) and Root Mean Square Errors (RMSE) values were 0.96345, 0.0249 and 0.1578 respectively; indicating that approximately 96.35% of the variance in rice production can be explained by the independent variables. Due to its high level of accuracy in predicting rice yield; it can be concluded that the model can be used to determine optimum rice production in Niger state, Nigeria and provide a decision-support tool for farmers and policymakers.

References

Adam, A.-A., Sackey, L. N., & Ofori, L. A. (2022). Risk assessment of heavy metals concentration in cereals and legumes sold in the Tamale Aboabo market, Ghana. Heliyon, 8.

Adegbite, I., Olusegun, O., Towolawi, A. T., & Folasade, A. (2024). Evaluation of heavy metal contamination in apple, orange, and watermelon retailed along roadsides in Okinni, Egbedore Local Government, Osun State, Nigeria. Asian Journal of Research in Crop Science, 9, 139-147. https://doi.org/10.9734/ajrcs/2024/v9i1255

Adekunle, C. P., Akerele, D., Adekunle, A. K., & Amodemaja, T. S. (2016). Consumers’ willingness to pay for organic leafy vegetables in Abeokuta southwest Nigeria: Evidence from double bounded dichotomous choice approach. Nigerian Journal of Agriculture, Food and Environment, 12(1), 17-23.

Adesuyi, A. A., Njoku, K. L., & Akinola, M. O. (2015). Assessment of heavy metals pollution in soils and vegetation around selected industries in Lagos State, Nigeria. Journal of Geoscience and Environment Protection, 3(7), 11-19.

Ajibade, T. B., Omotesho, K. F., Animashaun, J. O., Opaleke, D. O., & Ajibade, E. T. (2017). Willingness to pay for detached mallow leaves (Corchorous olitorius) among vegetable consumers in Kwara state, Nigeria. Nigerian Journal of Agriculture, Food and Environment.

Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179-211.

Akas, P., Adenekan, O. A., Amiolemen, S. O., & Omoyajowo, K. O. (2017). The effects of the presence of oil well in South-East Nigeria on quality of cassava (Manihot esculenta Crantz): A case study of Anambra West Local Government Area. In 1st National Conference on Chemical Technology (Vol. 1, pp. 9-10). National Research Institute for Chemical Technology (NARICT), Basawa - Zaria, Nigeria.

Ali, T., & Ali, J. (2020). Factors affecting the consumers’ willingness to pay for health and wellness food products. Journal of Agriculture and Food Research, 2, 100076. https://doi.org/10.1016/j.jafr.2020.100076

Alphonce, R., & Waized, B. M. (2020). Consumer preference for novelty in processed foods: A developing country perspective. Journal of Agribusiness in Developing and Emerging Economies, 10(4), 429-446. https://doi.org/10.1108/JADEE-03-2019-0036

Aluko, T., Njoku, K., Adesuyi, A., & Akinola, M. (2018). Health risk assessment of heavy metals in soil from the iron mines of Itakpe and Agbaja, Kogi State, Nigeria. Pollution, 4(3), 527-538. https://doi.org/10.22059/poll.2018.256048.674

Balali-Mood, M., Naseri, K., Tahergorabi, Z., Khazdair, M. R., & Sadeghi, M. (2021). Toxic mechanisms of five heavy metals: Mercury, lead, chromium, cadmium, and arsenic. Frontiers in Pharmacology, 12, 643972. https://doi.org/10.3389/fphar.2021.643972

Covello, V. T., & Sandman, P. M. (2001). Risk communication: Evolution and revolution. Solutions to an Environment in Peril, 164-178.

Damalas, C. A., & Eleftherohorinos, I. G. (2011). Pesticide exposure, safety issues, and risk assessment indicators. International Journal of Environmental Research and Public Health, 8, 1402-1419.

EPA, U.S. Environmental Protection Agency. (2009). Mercury human exposure. http://www.epa.gov/hg/exposure.htm

Ghouma, A., Aydi, A., Rodriguez Martin, J. A., & Gasmi, M. (2022). Health risk assessment associated to heavy metal pollution levels in Mediterranean environment soils: A case study in the watershed of Sebkhet Ariana, Tunisia. Arabian Journal of Geosciences, 15. https://doi.org/10.1007/s12517-022-09877-8

Hamza, M. F., Hamad, N. A., Hamad, D. M., Khalafalla, M. S., Abdel-Rahman, A. A. H., & Zeid, I. F. (2021). Synthesis of eco-friendly biopolymer, alginate-chitosan composite to adsorb the heavy metals, Cd (II) and Pb (II) from contaminated effluents. Materials (Basel), 14(9), 2189.

Henrich, J., Heine, S. J., & Norenzayan, A. (2010). The weirdest people in the world? Behavioral and Brain Sciences, 33(2-3), 61-83.

IPCC. (2007). Climate change 2007: The physical science basis. Contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change.

Joya, K., Ramli, N. N., Shamsudin, M. N., & Kamarulzaman, N. H. (2022). Consumers’ willingness to pay for food safety attributes of tomato. British Food Journal, 124(3), 701-717. https://doi.org/10.1108/BFJ-02-2021-0164

Khan, A., Khan, S., Khan, M. A., Qamar, Z., & Waqas, M. (2015). The uptake and bioaccumulation of heavy metals by food plants, their effects on plants nutrients, and associated health risk: A review. Environmental Science and Pollution Research, 22, 13772-13799.

Liu, Y., Li, S., Ni, Z., Qu, M., Zhong, D., Ye, C., & Tang, F. (2016). Pesticides in persimmons, jujubes and soil from China: Residue levels, risk assessment and relationship between fruits and soils. Science of the Total Environment, 542, 620-628.

Martí-Cid, R., Bocio, A., Llobet, J. M., & Domingo, J. L. (2008). Intake of chemical contaminants through fish and seafood consumption by children of Catalonia, Spain: Health risks. Food and Chemical Toxicology, 46(6), 1717-1721.

Oloruntoba, E., Gurusa, O., Omokhodion, F., Fobil, J., Basu, N., Arko-Mensah, J., & Robin, T. (2021). Spatial distribution of heavy metals and pollution of environmental media around a used lead-acid battery recycling center in Ibadan, Nigeria. Journal of Health Pollution, 11(29), 210304. https://doi.org/10.5696/2156-9614-11.29.210304

Omoyajowo, K. O., Adesuyi, A. A., Omoyajowo, K. A., Odipe, O. E., & Ogunyebi, L. A. (2022). Strategies to reduce pesticide residues in food: Remarks on pesticide food poisoning scenarios in Nigeria (1958-2018).

Omoyajowo, K. O., Njoku, K. L., Babalola, O. O., & Adenekan, O. A. (2017). Nutritional composition and heavy metal content of selected fruits in Nigeria. Journal of Agriculture and Environment for International Development (JAEID), 111(1), 123-139. https://doi.org/10.12895/jaeid.20171.56

Omoyajowo, K., Raimi, M., Waleola, T., Odipe, O., & Ogunyebi, A. (2021). Public awareness, knowledge, attitude, and perception on microplastics pollution around Lagos Lagoon. Ecological Safety and Balanced Use of Resources, 2(24), 35-46.

Omoyajowo, K., Danjin, M., Omoyajowo, K., Odipe, O., Mwadi, B., May, A., Ogunyebi, A., & Rabie, M. (2023). Exploring the interplay of environmental conservation within spirituality and multicultural perspectives: Insights from a cross-sectional study. Environmental Development and Sustainability. Advance online publication. https://doi.org/10.1007/s10668-023-03319-5

Omoyajowo, K. O., Raimi, M. O., Omoyajowo, K. A., Makengo, M. B., Adegboyo, S., Innocent, D. C., Oni, S., Oguntuyi, J., Oyediran, A., Ogunyebi, A. L., & Kakwi, D. (2024a). Towards a reduced pollution society: Systematic review on the role of storytelling, social media, humor, and celebrities’ influence for research communication. Journal of Applied Sciences and Environmental Management, 28(2), 603-623.

Omoyajowo, K., Agbaogun, B., Ogunyebi, A., Kanaan, M., Omoyajowo, B., Makengo, B. M., Alayemi, A., Omoyajowo, K., & Alao, R. (2024b). Is Bisphenol A (BPA) a public health concern? A cross-sectional study of public knowledge, attitude, and risk perception in the southwestern part of Nigeria. FUDMA Journal of Sciences, 8(2), 364-372. https://doi.org/10.33003/fjs-2024-0802-2371

Otitoloju, A. A. (2016). Today’s Apple: Perspective of an Environmental Toxicologist. 12th Inaugural Lecture,University of Lagos. University of Lagos Press.

Owusu, V., & Anifori, M. O. (2013). Consumer willingness to pay a premium for organic fruit and vegetable in Ghana. International Food and Agribusiness Management Association (IFAMA), 16(1), 67-86. https://doi.org/10.22004/AG.ECON.144649

Oyawole, F. P., Akerele, D., & Dipeolu, A. O. (2016). Factors influencing willingness to pay for organic vegetables among civil servants in a developing country. International Journal of Vegetable Science, 22(2), 121-128. https://doi.org/10.1080/19315260.2014.942763

Peretti-Watel, P., L’Haridon, O., Seror, V., & Time, M. L. (2007). Medical information and the demand for health: Results from a choice experiment. Health Economics, 16(10), 1103-1120.

Pieniak, Z., Verbeke, W., Scholderer, J., Brunsø, K., & Olsen, S. O. (2010). Impact of consumers' health beliefs, health involvement and risk perception on fish consumption: A study in five European countries. British Food Journal, 112(8), 962-975.

Pretty, J. (2008). Agricultural sustainability: Concepts, principles and evidence. Philosophical Transactions of the Royal Society B: Biological Sciences, 363(1491), 447-465.

Rai, P. K., Lee, S. S., Zhang, M., Tsang, Y. F., & Kim, K. H. (2019). Heavy metals in food crops: Health risks, fate, mechanisms, and management. Environment International, 125, 365-385.

Rathna Priya, T., Eliazer Nelson, A. R. L., Ravichandran, K., & Antony, U. (2019). Nutritional and functional properties of coloured rice varieties of South India: A review. Journal of Ethnic Foods, 6, 1-11.

Renn, O. (2008). Risk governance: Coping with uncertainty in a complex world. Earthscan.

Richards, M., & Sander, B. O. (2014). Alternate wetting and drying in irrigated rice: Implementation guidance for policymakers and investors. CCAFS and IRRI.

Siegrist, M., Cousin, M. E., Kastenholz, H., & Wiek, A. (2007). Public acceptance of nanotechnology foods and food packaging: The influence of affect and trust. Appetite, 49(2), 459-466.

Slovic, P. (1987). Perception of risk. Science, 236(4799), 280-285.

Slovic, P. (1999). Trust, emotion, sex, politics, and science: Surveying the risk-assessment battlefield. Risk Analysis, 19(4), 689-701.

Slovic, P. (2000). The perception of risk. Earthscan.

Taber, J. M., Leyva, B., & Persoskie, A. (2015). Why do people avoid medical care? A qualitative study using national data. Journal of General Internal Medicine, 30(3), 290-297. https://doi.org/10.1007/s11606-014-3089-1

Wassmann, R., Hosen, Y., & Sumfleth, K. (2009). Reducing methane emissions from irrigated rice. Soil Science and Plant Nutrition, 55(5), 716-726.

Watanabe, T., Shimbo, S., Moon, C. S., Zhang, Z. W., & Ikeda, M. (2012). Cadmium intake and metabolic burden of residents in non-polluted areas in Japan. International Archives of Occupational and Environmental Health, 65(1), 57-63.

Wilcock, A., Pun, M., Khanona, J., & Aung, M. (2004). Consumer attitudes, knowledge and behaviour: A review of food safety issues. Trends in Food Science & Technology, 15(2), 56-66.

Xie, S., Chen, L., & Chen, X. (2019). Analysis and evaluation of heavy metal pollution of health food in Fujian Province in recent years. Channel Pharmaceutical, 31(12), 83-85.

Zulkafflee, N. S., Mohd Redzuan, N. A., Nematbakhsh, S., Selamat, J., Ismail, M. R., Praveena, S. M., Yee Lee, S., & Abdull Razis, A. F. (2022). Heavy metal contamination in Oryza sativa L. at the eastern region of Malaysia and its risk assessment. International Journal of Environmental Research and Public Health, 19, 739.

Published

2024-12-31

How to Cite

Yahaya, A. A., Hakimi, D., Shehu, M. D., & Daniya, E. (2024). DEVELOPMENT OF MATHEMATICAL MODEL FOR OPTIMAL RICE PRODUCTION IN NIGER STATE, NIGERIA. FUDMA JOURNAL OF SCIENCES, 8(6), 450 - 454. https://doi.org/10.33003/fjs-2024-0806-2990