Abstract
The cultivation of rice, one of the most important staple crops worldwide, has very high water requirements. A variety of irrigation practices are applied, whose pros and cons, both in terms of water productivity and of their effects on the environment, are not completely understood yet. The continuous monitoring of irrigation and rainfall inputs, as well as of soil water dynamics, is a very important factor in the analysis of these practices. At the same time, however, it represents a challenging and costly task because of the complexity of the processes involved, of the difference in nature and magnitude of the driving variables and of the high variety of field conditions. In this paper, we present the prototype of an integrated, multisensor system for the continuous monitoring of water dynamics in rice fields under different irrigation regimes. The system consists of the following: (1) flow measurement devices for the monitoring of irrigation supply and tailwater drainage; (2) piezometers for groundwater level monitoring; (3) level gauges for monitoring the flooding depth; (4) multilevel tensiometers and moisture sensor clusters to monitor soil water status; (5) eddy covariance station for the estimation of evapotranspiration fluxes and (6) wireless transmission devices and software interface for data transfer, storage and control from remote computer. The system is modular and it is replicable in different field conditions. It was successfully applied over a 2-year period in three experimental plots in Northern Italy, each one with a different water management strategy. In the paper, we present information concerning the different instruments selected, their interconnections and their integration in a common remote control scheme. We also provide considerations and figures on the material and labour costs of the installation and management of the system.
Similar content being viewed by others
References
Alberto, M. C. R., Wassmann, R., Buresh, R. J., Quilty, J. R., Correa, T. Q., Sandro, J. M., & Centeno, C. A. R. (2014). Measuring methane flux from irrigated rice fields by eddy covariance method using open-path gas analyzer. Field Crops Research, 160, 12–21. doi:10.1016/j.fcr.2014.02.008.
Alberto, M. C. R., Wassmann, R., Hirano, T., Miyata, A., Hatano, R., Kumar, A., et al. (2011). Comparisons of energy balance and evapotranspiration between flooded and aerobic rice fields in the Philippines. Agricultural Water Management, 98(9), 1417–1430. doi:10.1016/j.agwat.2011.04.011.
Allen, R. G., Pereira, L. S., Raes, D., & Smith, M. (1998). Crop evapotranspiration : guidelines for computing crop water requirements. Rome:Food and Agriculture Organization of the United Nations.
Antonopoulos, V. Z. (2010). Modelling of water and nitrogen balances in the ponded water and soil profile of rice fields in Northern Greece. Agricultural Water Management, 98(2), 321–330. doi:10.1016/j.agwat.2010.08.026.
Belder, P., Bouman, B. A.., Cabangon, R., Guoan, L., Quilang, E. J.., Yuanhua, L., et al. (2004). Effect of water-saving irrigation on rice yield and water use in typical lowland conditions in Asia. Agricultural Water Management, 65(3), 193–210. doi:10.1016/j.agwat.2003.09.002
Belder, P., Bouman, B. A. M., & Spiertz, J. H. J. (2007). Exploring options for water savings in lowland rice using a modelling approach. Agricultural Systems, 92(1–3), 91–114. doi:10.1016/j.agsy.2006.03.001.
Bethune, M., Austin, N., & Maher, S. (2001). Quantifying the water budget of irrigated rice in the Shepparton Irrigation Region, Australia. Irrigation Science, 20(3), 99–105. doi:10.1007/s002710100035.
Bouman, B. A. M., Humphreys, E., Tuong, T. P., & Barker, R. (2007). Rice and water. In Advances in Agronomy (Vol. 92, pp. 187–237). Elsevier. http://linkinghub.elsevier.com/retrieve/pii/S0065211304920044. Accessed 20 July 2015
Bouman, B. A. M., Peng, S., Castañeda, A. R., & Visperas, R. M. (2005). Yield and water use of irrigated tropical aerobic rice systems. Agricultural Water Management, 74(2), 87–105. doi:10.1016/j.agwat.2004.11.007.
Cabangon, R. J., Tuong, T. P., & Abdullah, N. B. (2002). Comparing water input and water productivity of transplanted and direct-seeded rice production systems. Agricultural Water Management, 57(1), 11–31 Accessed 27 May 2015.
Cabangon, R. J., Tuong, T. P., Castillo, E. G., Bao, L. X., Lu, G., Wang, G., et al. (2004). Effect of irrigation method and N-fertilizer management on rice yield, water productivity and nutrient-use efficiencies in typical lowland rice conditions in China. Paddy and Water Environment, 2(4), 195–206. doi:10.1007/s10333-004-0062-3.
Campbell Scientific, Inc. (2011). RF401-Series & RF430-Series Spread Spectrum Radio Modems. www.campbellsci.com. Accessed 04 May 2012.
Campbell Scientific, Inc. (2012). LoggerNet Version 4.1 Instruction Manual. www.campbellsci.com
Chen, S.-K., & Liu, C. W. (2002). Analysis of water movement in paddy rice fields (I) experimental studies. Journal of Hydrology, 260(1–4), 206–215. doi: http://dx.doi.org/10.1016/S0022-1694(01)00615–1
Clemmens, A. J., Wahl, T. L., Bos, M. G., & Replogle, J. A. (2001). Water measurement with flumes and weirs (4th ed., ). Littleton:Water Resources Publications, LLC..
De Silva, C. S., & Rushton, K. R. (2008). Representation of rainfed valley ricefields using a soil–water balance model. Agricultural Water Management, 95(3), 271–282. doi:10.1016/j.agwat.2007.10.010.
Dong, B., Molden, D., Loeve, R., Li, Y. H., Chen, C. D., & Wang, J. Z. (2004). Farm level practices and water productivity in Zhanghe Irrigation System. Paddy and Water Environment, 2(4), 217–226. doi:10.1007/s10333-004-0066-z.
Dunn, B. W., & Gaydon, D. S. (2011). Rice growth, yield and water productivity responses to irrigation scheduling prior to the delayed application of continuous flooding in south-east Australia. Agricultural Water Management, 98(12), 1799–1807. doi:10.1016/j.agwat.2011.07.004.
ERSAL (1996). I suoli della Lomellina centro-meridionale : progetto “Carta pedologica” (p. 127). Milano:Ente regionale di sviluppo agricolo della Lombardia.
Facchi, A., Gharsallah, O., Chiaradia, E. A., Bischetti, G. B., & Gandolfi, C. (2013). Monitoring and modelling evapotranspiration in flooded and aerobic rice fields. Procedia Environmental Sciences, 19, 794–803. doi:10.1016/j.proenv.2013.06.088.
Feng, L., Bouman, B. A. M., Tuong, T. P., Cabangon, R. J., Li, Y., Lu, G., & Feng, Y. (2007). Exploring options to grow rice using less water in northern China using a modelling approach. Agricultural Water Management, 88(1–3), 1–13. doi:10.1016/j.agwat.2006.10.006
Govindarajan, S., Ambujam, N. K., & Karunakaran, K. (2008). Estimation of paddy water productivity (WP) using hydrological model: an experimental study. Paddy and Water Environment, 6(3), 327–339. doi:10.1007/s10333-008-0131-0.
Hasegawa, S. (1992). Soil and water engineering for paddy field management (Vol. 26). Thailand: Asian Institute of Technology, Bangko. http://EconPapers.repec.org/RePEc:eee:agiwat:v:26:y:1994:i:1-2:p:149-150
Jang, T. I., Kim, H. K., Seong, C. H., Lee, E. J., & Park, S. W. (2012). Assessing nutrient losses of reclaimed wastewater irrigation in paddy fields for sustainable agriculture. Agricultural Water Management, 104, 235–243. doi:10.1016/j.agwat.2011.12.022.
Jung, J.-W., Yoon, K.-S., Choi, D.-H., Lim, S.-S., Choi, W.-J., Choi, S.-M., & Lim, B.-J. (2012). Water management practices and SCS curve numbers of paddy fields equipped with surface drainage pipes. Agricultural Water Management, 110, 78–83. doi:10.1016/j.agwat.2012.03.014.
Khepar, S. D., Yadav, A. K., Sondhi, S. K., & Siag, M. (2000). Water balance model for paddy fields under intermittent irrigation practices. Irrigation Science, 19(4), 199–208 Accessed 27 May 2015.
Köppen, W., Geiger, R., Borchardt, W., Wegener, K., Wagner, A., Knoch, K., et al. (1936). In Handbuch der klimatologie (vol. 3, ). Berlin: Gebrüder Borntraeger.
Masseroni, D., Facchi, A., Romani, M., Chiaradia, E. A., Gharsallah, O., & Gandolfi, C. (2014). Surface energy flux measurements in a flooded and an aerobic rice field using a single eddy-covariance system. Paddy and Water Environment. doi:10.1007/s10333-014-0460-0.
Natuhara, Y. (2013). Ecosystem services by paddy fields as substitutes of natural wetlands in Japan. Ecological Engineering, 56, 97–106. doi:10.1016/j.ecoleng.2012.04.026.
Sharma, P. K., Bhushan, L., Ladha, J. K., Naresh, R. K., & Gupta, R. K. (2002). Crop-water relations in rice-wheat cropping under different tillage systems and water-management practices in a marginally sodic, medium-textured soil. In B. A. M. Bouman, H. Hengsdijk, B. Hardy, P. Bindraban, T. Tuong, & J. Ladha (Eds.), Water-wise rice production. Metro Manila, Philippines : [Wageningen]: IRRI; Plant Research International.
Singh, A. K., Choudhury, B. U., & Bouman, B. A. M. (2002). Effects of rice establishment methods on crop performance, water use, and mineral nitrogen. In B. A. M. Bouman, H. Hengsdijk, B. Hardy, P. Bindraban, T. Tuong, & J. Ladha (Eds.), Water-wise rice production. Metro Manila, Philippines : [Wageningen]: IRRI; Plant Research International.
Sudhir-Yadav, Humphreys, E., Kukal, S. S., Gill, G., & Rangarajan, R. (2011). Effect of water management on dry seeded and puddled transplanted rice. Field Crops Research, 120(1), 123–132. doi:10.1016/j.fcr.2010.09.003
Tabbal, D. F., Bouman, B. A. M., Bhuiyan, S. I., Sibayan, E. B., & Sattar, M. A. (2002). On-farm strategies for reducing water input in irrigated rice; case studies in the Philippines. Agricultural Water Management, 56(2), 93–112 Accessed 27 May 2015.
Thakur, A. K., Mohanty, R. K., Patil, D. U., & Kumar, A. (2014). Impact of water management on yield and water productivity with system of rice intensification (SRI) and conventional transplanting system in rice. Paddy and Water Environment, 12(4), 413–424. doi:10.1007/s10333-013-0397-8.
Tuong, T. P., Bouman, B. A. M., & Mortimer, M. (2005). More rice, less water-integrated approaches for increasing water productivity in irrigated rice-based systems in Asia. Plant Production Science, 8(3), 231–241 Accessed 20 July 2015.
Violante, P. (2000). Metodi di analisi chimica del suolo. Franco Angeli.
Vu, S. H., Watanabe, H., & Takagi, K. (2005). Application of FAO-56 for evaluating evapotranspiration in simulation of pollutant runoff from paddy rice field in Japan. Agricultural Water Management, 76(3), 195–210. doi:10.1016/j.agwat.2005.01.012.
Watanabe, H., Nguyen, M. H. T., Souphasay, K., Vu, S. H., Phong, T. K., Tournebize, J., & Ishihara, S. (2007). Effect of water management practice on pesticide behavior in paddy water. Agricultural Water Management, 88(1–3), 132–140. doi:10.1016/j.agwat.2006.10.009.
Watanabe, H., & Takagi, K. (2000). A simulation model for predicting pesticide concentrations in paddy water and surface soil II. Model validation and application. Environmental Technology, 21(12), 1393–1404. doi:10.1080/09593332208618169.
Xiaoguang, Y., Bouman, B. A. M., Huaqi, W., Zhimin, W., Junfang, Z., & Bin, C. (2005). Performance of temperate aerobic rice under different water regimes in North China. Agricultural Water Management, 74(2), 107–122. doi:10.1016/j.agwat.2004.11.008.
Yagi, K., Tsuruta, H., Kanda, K., & Minami, K. (1996). Effect of water management on methane emission from a Japanese rice paddy field: automated methane monitoring. Global Biogeochemical Cycles, 10(2), 255–267. doi:10.1029/96GB00517.
Acknowledgments
The research described in this paper was financed by Regione Lombardia (BIOGESTECA Project) and the Italian Ministry of Education, Universities and Research (PRIN2010-2011), which are gratefully acknowledged. The authors also wish to thank Gianluca Beltarre and his staff for the assistance in the field work.
Disclaimer
The brand names of sensors and any commercial products or materials mentioned in this publication are for identification purpose only and do not constitute any endorsement or recommendation for use, by the University of Milan and the co-authors’ institutions.
Authors’ contributions
The authors contributed equally.
Conflict of interests
The authors declare that they have no competing interests.
Funding
The work was supported by Regione Lombardia under the grants “Fondo per la promozione di accordi istituzionali,” Project “ Biogesteca ” – Piattaforma di biotecnologie verdi e di tecniche gestionali per un sistema agricolo ad elevata sostenibilità ambientale.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Chiaradia, E.A., Facchi, A., Masseroni, D. et al. An integrated, multisensor system for the continuous monitoring of water dynamics in rice fields under different irrigation regimes. Environ Monit Assess 187, 586 (2015). https://doi.org/10.1007/s10661-015-4796-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10661-015-4796-8