Year 2021,
, 84 - 98, 01.03.2021
Hakan Koyuncu
,
Burak Gunduz
Baki Koyuncu
Supporting Institution
yok
References
- [1] Iqbal, A., Altaf, I., “Development of an Intelligent Condition-based Soil Moisture Control System”, International Journal for Innovative Research in Science & Technology, 2(5): 214-219, (2015).
- [2] Aniley, A.A., Kumar, S.K.N., Kumar, A.A., “A Soil Moısture Sensors In Agrıculture and The Possıble Applıcatıon Of materıals In Soil Moisture Sensors Fabricatıon”, International Journal of Advanced Engineering Research and Technology, 6(1): 134-142, (2018).
- [3] Quiring, S., Ford, T., Wang, J., Khong, A., Harris, E., Lindgren, T., Goldberg, D., Li , Z., “The North American Soil Moisture Database: Development and Applications”, Bulletin of the American Meteorological Society, (2015).
- [4] Pavanelli, D. , “Indirect Methods to Estimate Suspended Sediment Concentration: Reliability and Relationship of Turbidity and Settleable Solids”, Biosystems Engineering, 90(1): 75-83, (2005).
- [5] Tanrıverdı, C., Degırmencı, H., Gonen, E., Boyacı, S., “A Comparıson Of The Gravimetrıc And TDR Methods In Terms Of Determınıng The Soıl Water Content Of The Corn Plant”, Scientific Papers - Series A. Agronomy, 59: 153-158, (2016).
- [6] Chen, Y., Xue, J., Yu, H., Xu, J., Zhen, Z., Tu, X., Ma, Z., Zhao, Y., Liu, Y., Computer and Computing Technologies in Agriculture IX, 9th International Conference on Computer and Computing Technologies in Agriculture, (2015).
- [7] Abhishek, L., Barath, B.R.,” Automation in Agriculture Using IOT and Machine Learning”, Automation in Agriculture Using IOT and Machine Learning, 8(8): 1520-1524, (2019).
- [8] Topp, G.C., Davis, J.L. , Annan, A.P. , “Electromagnetic Determination Of Soil Water Content: Measurement İn Coaxial Transmission Lines”. Water Resources Research, 16: 579-582, (1980).
- [9] Shah, N.G., Das, I., “Precision Irrigation: Sensor Network Based Irrigation, Problems, Perspectives and Challenges of Agricultural Water Management”, IntechOpen, 217-232, (2012).
- [10] Robinson, D.A., Campbell, C.S., Hopmansc, J.W., Hornbuckle, B.K., Jones, S.B., Knight, R., Ogden, F., Selker, J., Wendroth, O., “Soil Moisture Measurement for Ecological and Hydrological Watershed-Scale Observatories: A Review”, Vadose Zone Journal, 7(1): 358-389, (2008).
- [11] Bogena,H.R., Huisman, J.A., Oberdorster, C., Vereecken, H., “Evaluation of a low-cost soil water content sensor for wireless network applications”, Journal of Hydrology, 344(1-2): 32– 42, (2007).
- [12] Munoth, P., Goyal, R., Garg, A., “Estimatıon Of Soil Moısture And Its Application To Irrigatıon Water Allocation: A Review”, Proceedings of International Conference on Hydraulics, Water Resources and Coastal Engineering, 331-342, (2016).
- [13] Kirkham, M.B., “Principles Of Soil And Plant Water Relations”, Elsevier Academic Press, (2014).
- [14] Gürgülü, H., “Sulamanın Programlanmasında Çiftçilere Özel Teknikler”, Akıllı Tarım, 1: 36-39, (2011).
- [15] Jacobsen, O.H., Schjønning, P., “Field Evaluation of Time Domain Reflectometry for Soil Water Measurements”, Journal of Hydrology, 151(2): 159–172, (1993).
- [16] Quinones, H., Ruelle, P., “Operative Calibration Methodology of a TDR Sensor for Soil Moisture Monitoring under Irrigated Crops”, Subsurface Sensing Technologies and Applications, 2(1): 31-45, (2001).
- [17] Jones, H.G., “Monitoring plant and soil water status: established and novel methods revisited and their relevance to studies of drought tolerance”, Journal of Experimental Botany, 58(2): 119–130, (2007).
- [18] Zotarelli, L., Scholberg, J.M.S., Dukes, M.D., Muñoz-Carpena, R., “Fertilizer Residence Time Affects Nitrogen Uptake Efficiency and Growth of Sweet Corn”, Journal of Environmental Quality, 37(3): 1271-8, (2008).
- [19] Li, J., Carlson, B.E., Lacis, A.A., "Application of spectral analysis techniques in the inter- comparison of aerosol data, Part 4: Synthesized analysis of multisensor satellite and ground-based AOD measurements using combined maximum covariance analysis”, Atmospheric Measurement Techniques, 7: 2531-2549, (2014).
- [20] Burana, M.C., Akyildiz, I.F., “Channel model and analysis for wireless underground sensor networks in the soil medium”, Physical Communication, 3: 245–254, (2010).
- [21] Wang X., Liu, L., Zhu, R., Kang, T., Tong, L., Xie, H., “Cytotoxic activities of some selected medicinal plants of the genus Euphorbia”, Journal of Medicinal Plants Research, 5(31): 6766-6769, (2011).
- [22] Muñoz-Carpena, R., Dukes, M.D., Li, Y., Klassen, W., “Design and Field Evaluation of a New Controller For Soil-Water Based Irrigation”, Applied Engineering in Agriculture, 24(2): 183–191, (2008).
- [23] Xiao, X., Fahl, K., Stein, R., “Biomarker distributions in surface sediments from the Kara and Laptev seas (Arctic Ocean): indicators for organic-carbon sources and sea-ice coverage” , Quaternary Science Reviews, 79: 40-52, (2013).
- [24] Smajstrla, A.G., Locascio, S.J., “Tensiometer controlled drip irrigation scheduling of Tomato”, Applied Engineering in Agriculture. 12(3): 315-319, (1996).
- [25] Muñoz-Carpena, R., Dukes, M.D., Li, Y., Klassen, W., “Field Comparison Of Tensiometer And Granular Matrix Sensor Automatic Drip İrrigation On Tomato”, Horttechnology, 15(3): 584–590, (2013).
- [26] Hook, W.R., Livingston, N.J., Sun, Z.J., Hook, P.B., “Remote Diode Shorting Improves Measurement Soil Water by Time domain Reflectometry”, Science Society of America Journal, 56(5): 1384-1391, (1992).
- [27] Evett, S.R., “Some Aspects of Time Domain Reflectometry (TDR), Neutron Scattering, and Capacitance Methods of Soil Water Content Measurement”, In: Comparison of Soil Water Measurement Using the Neutron Scattering, Time Domain Reflectometry and Capacitance Methods, International Atomic Energy Agency, 5–49, (2000).
- [28] Hervai, A., Pirkhoffer, E., Fábián, S. Ákos, Halmai, Ákos, Nagy, G., Lóczy , D., & Czigány, S. (2017). Interpolation and 3D visualization of soil moisture. Landscape & Environment, 11(1): 23-34, (2017).
- [29] Shamir, O., Goldshleger, N., Basson, U., Reshef, M., “Laboratory Measurements of Subsurface Spatial Moisture Content by Ground-Penetrating Radar (GPR) Diffraction and Reflection Imaging of Agricultural Soils”, Remote Sensing, 10(10): 1-17, (2018).
- [30] Fan , B., Liu, X., Zhu, Q., Qin, G., Li, J., Lin, H., Guo ,L., “Exploring the interplay between infiltration dynamics and Critical Zone structures with multiscale geophysical imaging: A review”, Geoderma, (2020).
- [31] Jackson, T.J., Hsu, A.Y., O'Neill, P.E., “Surface Soil Moisture Retrieval and Mapping Using High-Frequency Microwave Satellite Observations in the Southern Great Plains”, Journal of Hydrometeorology, 3(6): 688–699, (2002).
- [32] Nath, S., Nath, J.K., Sarma, K.C., “Analysis of Soil Moisture Sensors”, International Journal for Research in Engineering Application & Management, 4(3):579-582, (2018).
- [33] Eller, H., Denoth, A. , “A capacitive soil moisture sensor”, Journal of Hydrology, 185(1–4): 137–146, (1996).
- [34] Varma, M.S.S., Ghosh, J., Gl, M., Adhikary, A., Sonowal, A., “Design, development and performance study of a polymer coated capacitive sensor for measuring the moisture content of the soil”, IRO Transactions On Science And Technology, 1(1): 49–57, (2016).
- [35] A. Panigrahy, S. Chavan, R. N. Patil, “An Effective Method for Soil Moisture Sensing using Arduino Uno and Interfacing with GSM Sim900”, International Journal for Scientific Research and Development, 4(4): 2014–2016, (2016).
- [36] Mander, G., Arora, M., “Design of capacitive sensor for monitoring moisture content of soil and analysis of analog voltage with variability in moisture”, Recent Advances in Engineering and Computational Sciences, 1-5, (2014).
- [37] Datta, S., Taghvaeian, S., Ochsner, T.E., Moriasi, D., Gowda, P., Steiner, J.L., “Performance Assessment of Five Different Soil Moisture Sensors under Irrigated Field Conditions in Oklahoma”, Sensors, 18: 1-17, (2018).
- [38] Sumarudin, A., Ghozali, A., Hasyim, A., Efendi, A., “Implementation monitoring temperature, humidity and mositure soil based on wireless sensor network for e-agriculture technology”, IOP Conference Series: Materials Science and Engineering, 128,(2016).
- [39] Padarian, J. , Minasny, B. , Mcbratney, A., “Using Google's cloud-based platform for digital soil mapping”, Computers & Geosciences, 83: 80-83, (2015).
Construction of 3D Soil Moisture Maps in Agricultural Fields by Using Wireless Sensor Communication
Year 2021,
, 84 - 98, 01.03.2021
Hakan Koyuncu
,
Burak Gunduz
Baki Koyuncu
Abstract
Over-irrigation without considering the soil property reduce the product yield and variety in many agricultural areas. In this study, it is aimed to produce a more useful, and user-friendly 3D soil moisture detection system by using wireless communication across the agricultural areas. The deficiencies of agricultural land can be eliminated in terms of irrigation, product variety, and product yield. 3D moisture information obtained from the soil can be transferred to a database system and the farmers can use this system to cultivate across the correct fields. A capacitive soil moisture sensor is deployed as a sensor unit. Each sensor unit with its electronics is placed in a PVC pipe with a specific length. This PVC pipe is placed vertically in the soil with sensor electrodes contacting the soil. Moisture measurements are carried out across the agricultural area. The system provides 3D moisture maps of the soil at fixed depths. Each 3D map represents a sub-surface moisture layer. The sensor units are calibrated by measuring the moisture in the water, corresponding to %100 moisture in the soil, and the moisture in dry air, corresponding to %0 moisture in the soil. A percentage moisture determination formula is developed between these two extreme levels for each sensor unit. Hence the benefit of the results will be the knowledge of % moisture values in-depth profile of the agricultural areas. Farmers will have comprehensive and real-time information about moisture data and this data will help them to grow better crops.
References
- [1] Iqbal, A., Altaf, I., “Development of an Intelligent Condition-based Soil Moisture Control System”, International Journal for Innovative Research in Science & Technology, 2(5): 214-219, (2015).
- [2] Aniley, A.A., Kumar, S.K.N., Kumar, A.A., “A Soil Moısture Sensors In Agrıculture and The Possıble Applıcatıon Of materıals In Soil Moisture Sensors Fabricatıon”, International Journal of Advanced Engineering Research and Technology, 6(1): 134-142, (2018).
- [3] Quiring, S., Ford, T., Wang, J., Khong, A., Harris, E., Lindgren, T., Goldberg, D., Li , Z., “The North American Soil Moisture Database: Development and Applications”, Bulletin of the American Meteorological Society, (2015).
- [4] Pavanelli, D. , “Indirect Methods to Estimate Suspended Sediment Concentration: Reliability and Relationship of Turbidity and Settleable Solids”, Biosystems Engineering, 90(1): 75-83, (2005).
- [5] Tanrıverdı, C., Degırmencı, H., Gonen, E., Boyacı, S., “A Comparıson Of The Gravimetrıc And TDR Methods In Terms Of Determınıng The Soıl Water Content Of The Corn Plant”, Scientific Papers - Series A. Agronomy, 59: 153-158, (2016).
- [6] Chen, Y., Xue, J., Yu, H., Xu, J., Zhen, Z., Tu, X., Ma, Z., Zhao, Y., Liu, Y., Computer and Computing Technologies in Agriculture IX, 9th International Conference on Computer and Computing Technologies in Agriculture, (2015).
- [7] Abhishek, L., Barath, B.R.,” Automation in Agriculture Using IOT and Machine Learning”, Automation in Agriculture Using IOT and Machine Learning, 8(8): 1520-1524, (2019).
- [8] Topp, G.C., Davis, J.L. , Annan, A.P. , “Electromagnetic Determination Of Soil Water Content: Measurement İn Coaxial Transmission Lines”. Water Resources Research, 16: 579-582, (1980).
- [9] Shah, N.G., Das, I., “Precision Irrigation: Sensor Network Based Irrigation, Problems, Perspectives and Challenges of Agricultural Water Management”, IntechOpen, 217-232, (2012).
- [10] Robinson, D.A., Campbell, C.S., Hopmansc, J.W., Hornbuckle, B.K., Jones, S.B., Knight, R., Ogden, F., Selker, J., Wendroth, O., “Soil Moisture Measurement for Ecological and Hydrological Watershed-Scale Observatories: A Review”, Vadose Zone Journal, 7(1): 358-389, (2008).
- [11] Bogena,H.R., Huisman, J.A., Oberdorster, C., Vereecken, H., “Evaluation of a low-cost soil water content sensor for wireless network applications”, Journal of Hydrology, 344(1-2): 32– 42, (2007).
- [12] Munoth, P., Goyal, R., Garg, A., “Estimatıon Of Soil Moısture And Its Application To Irrigatıon Water Allocation: A Review”, Proceedings of International Conference on Hydraulics, Water Resources and Coastal Engineering, 331-342, (2016).
- [13] Kirkham, M.B., “Principles Of Soil And Plant Water Relations”, Elsevier Academic Press, (2014).
- [14] Gürgülü, H., “Sulamanın Programlanmasında Çiftçilere Özel Teknikler”, Akıllı Tarım, 1: 36-39, (2011).
- [15] Jacobsen, O.H., Schjønning, P., “Field Evaluation of Time Domain Reflectometry for Soil Water Measurements”, Journal of Hydrology, 151(2): 159–172, (1993).
- [16] Quinones, H., Ruelle, P., “Operative Calibration Methodology of a TDR Sensor for Soil Moisture Monitoring under Irrigated Crops”, Subsurface Sensing Technologies and Applications, 2(1): 31-45, (2001).
- [17] Jones, H.G., “Monitoring plant and soil water status: established and novel methods revisited and their relevance to studies of drought tolerance”, Journal of Experimental Botany, 58(2): 119–130, (2007).
- [18] Zotarelli, L., Scholberg, J.M.S., Dukes, M.D., Muñoz-Carpena, R., “Fertilizer Residence Time Affects Nitrogen Uptake Efficiency and Growth of Sweet Corn”, Journal of Environmental Quality, 37(3): 1271-8, (2008).
- [19] Li, J., Carlson, B.E., Lacis, A.A., "Application of spectral analysis techniques in the inter- comparison of aerosol data, Part 4: Synthesized analysis of multisensor satellite and ground-based AOD measurements using combined maximum covariance analysis”, Atmospheric Measurement Techniques, 7: 2531-2549, (2014).
- [20] Burana, M.C., Akyildiz, I.F., “Channel model and analysis for wireless underground sensor networks in the soil medium”, Physical Communication, 3: 245–254, (2010).
- [21] Wang X., Liu, L., Zhu, R., Kang, T., Tong, L., Xie, H., “Cytotoxic activities of some selected medicinal plants of the genus Euphorbia”, Journal of Medicinal Plants Research, 5(31): 6766-6769, (2011).
- [22] Muñoz-Carpena, R., Dukes, M.D., Li, Y., Klassen, W., “Design and Field Evaluation of a New Controller For Soil-Water Based Irrigation”, Applied Engineering in Agriculture, 24(2): 183–191, (2008).
- [23] Xiao, X., Fahl, K., Stein, R., “Biomarker distributions in surface sediments from the Kara and Laptev seas (Arctic Ocean): indicators for organic-carbon sources and sea-ice coverage” , Quaternary Science Reviews, 79: 40-52, (2013).
- [24] Smajstrla, A.G., Locascio, S.J., “Tensiometer controlled drip irrigation scheduling of Tomato”, Applied Engineering in Agriculture. 12(3): 315-319, (1996).
- [25] Muñoz-Carpena, R., Dukes, M.D., Li, Y., Klassen, W., “Field Comparison Of Tensiometer And Granular Matrix Sensor Automatic Drip İrrigation On Tomato”, Horttechnology, 15(3): 584–590, (2013).
- [26] Hook, W.R., Livingston, N.J., Sun, Z.J., Hook, P.B., “Remote Diode Shorting Improves Measurement Soil Water by Time domain Reflectometry”, Science Society of America Journal, 56(5): 1384-1391, (1992).
- [27] Evett, S.R., “Some Aspects of Time Domain Reflectometry (TDR), Neutron Scattering, and Capacitance Methods of Soil Water Content Measurement”, In: Comparison of Soil Water Measurement Using the Neutron Scattering, Time Domain Reflectometry and Capacitance Methods, International Atomic Energy Agency, 5–49, (2000).
- [28] Hervai, A., Pirkhoffer, E., Fábián, S. Ákos, Halmai, Ákos, Nagy, G., Lóczy , D., & Czigány, S. (2017). Interpolation and 3D visualization of soil moisture. Landscape & Environment, 11(1): 23-34, (2017).
- [29] Shamir, O., Goldshleger, N., Basson, U., Reshef, M., “Laboratory Measurements of Subsurface Spatial Moisture Content by Ground-Penetrating Radar (GPR) Diffraction and Reflection Imaging of Agricultural Soils”, Remote Sensing, 10(10): 1-17, (2018).
- [30] Fan , B., Liu, X., Zhu, Q., Qin, G., Li, J., Lin, H., Guo ,L., “Exploring the interplay between infiltration dynamics and Critical Zone structures with multiscale geophysical imaging: A review”, Geoderma, (2020).
- [31] Jackson, T.J., Hsu, A.Y., O'Neill, P.E., “Surface Soil Moisture Retrieval and Mapping Using High-Frequency Microwave Satellite Observations in the Southern Great Plains”, Journal of Hydrometeorology, 3(6): 688–699, (2002).
- [32] Nath, S., Nath, J.K., Sarma, K.C., “Analysis of Soil Moisture Sensors”, International Journal for Research in Engineering Application & Management, 4(3):579-582, (2018).
- [33] Eller, H., Denoth, A. , “A capacitive soil moisture sensor”, Journal of Hydrology, 185(1–4): 137–146, (1996).
- [34] Varma, M.S.S., Ghosh, J., Gl, M., Adhikary, A., Sonowal, A., “Design, development and performance study of a polymer coated capacitive sensor for measuring the moisture content of the soil”, IRO Transactions On Science And Technology, 1(1): 49–57, (2016).
- [35] A. Panigrahy, S. Chavan, R. N. Patil, “An Effective Method for Soil Moisture Sensing using Arduino Uno and Interfacing with GSM Sim900”, International Journal for Scientific Research and Development, 4(4): 2014–2016, (2016).
- [36] Mander, G., Arora, M., “Design of capacitive sensor for monitoring moisture content of soil and analysis of analog voltage with variability in moisture”, Recent Advances in Engineering and Computational Sciences, 1-5, (2014).
- [37] Datta, S., Taghvaeian, S., Ochsner, T.E., Moriasi, D., Gowda, P., Steiner, J.L., “Performance Assessment of Five Different Soil Moisture Sensors under Irrigated Field Conditions in Oklahoma”, Sensors, 18: 1-17, (2018).
- [38] Sumarudin, A., Ghozali, A., Hasyim, A., Efendi, A., “Implementation monitoring temperature, humidity and mositure soil based on wireless sensor network for e-agriculture technology”, IOP Conference Series: Materials Science and Engineering, 128,(2016).
- [39] Padarian, J. , Minasny, B. , Mcbratney, A., “Using Google's cloud-based platform for digital soil mapping”, Computers & Geosciences, 83: 80-83, (2015).