Review—The “Real-Time” Revolution for In situ Soil Nutrient Sensing
Source abstract
Abstract
Globally, farmers are seeking advanced precision technology to help transform their practices into a more sustainable and productive agri-tech process. Accurate and real-time soil data has become one of the most valuable resources among farmers. Real-time soil sensor data can be exploited in manners that increase farm production and profit, maintain and increase product quality, promote food security, and ensure environmental protection. Researchers have already attempted to develop real-time in situ soil nutrient sensors based on optical and electrochemical techniques. Of these sensor systems, only a few of them are commercially available for monitoring. In this review, we present both available sensors and sensors under research in agriculture. Then briefly discuss both advantages and challenges to overcome in order to produce systems that deliver real-time quality soil information. Optical and electrochemical sensors are becoming less expensive to manufacture and can provide results that are comparable to laboratory soil analysis. Based on the literature presented here, there still exists a need to understand the effects of soil heterogeneity on the analytical performance of both electrochemical and optical systems when used in situ. By doing so, these sensors can be fully adopted as suitable commercial platforms. Overall, these sensors harness the potential to revolutionize decision management systems in agriculture as internet of things (IoT) soil nutrient sensors.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Smart Agriculture and AI · Biosensors and Analytical Detection · Water Quality Monitoring Technologies
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (55)
Show source-provided references
1. Food in the anthropocene: the eat-lancet com-mission on healthy diets from sustainable food systems10.1016/S0140-6736(18)31788-4 ↗
2. Food security: the challenge of feeding 9 billion people10.1126/science.1185383 ↗
3. Global pesticide use: profile, trend, cost/benefit and more
4. Soil macronutrient sensing for precision agriculture10.1039/b906634a ↗
5. Sensors for site-specific management10.2134/1997.stateofsitespecific.c10 ↗
6. Direct measurement of soil chemical properties on-the-go using ion-selective electrodes10.1016/j.compag.2005.05.001 ↗
7. Optical sensing methods for assessment of soil macronutrients and other properties for application in precision agriculture: a review
8. Nutrient sensing and signaling: Npks10.1146/annurev.arplant.58.032806.103750 ↗
9. Drinking water nitrate and human health: an updated review10.3390/ijerph15071557 ↗
10. Ball · 1999 · 237
11. 2008
12. Soil sensing: a new paradigm for agriculture10.1016/j.agsy.2016.07.001 ↗
13. Digital map-based site-specific granular fertilizer application system10.18520/cs/v111/i7/1208-1213 ↗
14. Evaluation of sensing technologies for on-the-go detection of macro-nutrients in cultivated soils10.1016/j.compag.2009.09.017 ↗
15. Polymer composite optically integrated lab on chip for the detection of ammonia10.1149/2.0121808jes ↗
16. Soil spectroscopy: an alternative to wet chemistry for soil monitoring10.1016/bs.agron.2015.02.002 ↗
17. The performance of visible, near-, and mid-infrared reflectance spectroscopy for prediction of soil physical, chemical, and biological properties10.1080/05704928.2013.811081 ↗
18. A revised soil spectrophotometer10.1016/S1474-6670(17)36782-4 ↗
19. Real-time multi isfet/fia soil analysis system with automatic sample extraction10.1016/S0168-1699(01)00159-4 ↗
20. A portable soil nitrogen detector based on nirs10.1007/s11119-012-9302-5 ↗
21. Near-versus mid-infrared diffuse reflectance spectroscopy for soil analysis emphasizing carbon and laboratory versus on-site analysis: where are we and what needs to be done?10.1016/j.geoderma.2009.04.005 ↗
22. Prediction of soil organic matter using a spatially constrained local partial least squares regression and the chinese vis-nir spectral library10.1111/ejss.12272 ↗
23. A nir technique for rapid determination of soil mineral nitrogen10.1023/A:1009916108990 ↗
24. Quantitative measurement of soil nitrate content using mid-infrared diffuse reflectance spectroscopy
25. Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties10.1016/j.geoderma.2005.03.007 ↗
26. On-line real time soil sensor
27. An on-the-go spectral reflectance sensor for soil
28. Mid-infrared spectroscopic determination of soil nitrate content10.1016/j.biosystemseng.2006.05.011 ↗
29. Portable Raman Sensor for Soil Nutrient Detection
30. Reflectance properties of soils10.1016/S0065-2113(08)60672-0 ↗
31. Smith · 1969
32. Yefimov · 2009
33. Mikhelson · 2013 · Vol. 81
34. Toward an in situ phosphate sensor in natural waters using a microfluidic flow loop analyzer10.1149/2.0891814jes ↗
35. Phosphate sensor using molybdenum10.1149/2.0161609jes ↗
36. A fft square wavevoltammetry sensing method for highly sensitive detection of phytic acid using a cerium oxide nanoparticles decorated graphene oxide10.1149/2.1191914jes ↗
37. Non-enzymatic electro-chemical detection of urea on silver nanoparticles anchored nitrogen-doped single-walled carbon nanotube modified electrode10.1149/2.0021808jes ↗
38. Determination of nitrite from water catchment areas using graphite based electrodes10.1149/2.0311813jes ↗
39. Ultra sensitivesensor for uranium monitoring in water ecosystems10.1149/2.1371910jes ↗
40. An automated system for rapid in-field soil nutrient testing
41. Proximal soil nutrient sensing using electrochemical sensors
42. Ion-selective electrodes for simultaneous real-time analysis for soil macronutrients10.32469/10355/4471 ↗
43. Development of micro-fluidic nitrate-selective sensor based on doped-polypyrrole nanowires10.1016/j.snb.2008.01.046 ↗
44. Nitrate ion-selective sensor based onelectrochemically prepared conducting polypyrrole films10.1002/elan.1140090612 ↗
45. Nanostructured (bio) sensors for smart agricul-ture10.1016/j.trac.2017.10.022 ↗
46. On the theory of the effects of salts arch10.1007/BF01918191 ↗
47. In-field measurement of soil nitrate using an ion-selective electrode
48. An electrochemical ammonia sensor on paper substrate10.1149/2.0941704jes ↗
49. An inkjet printed, roll-coated digital micro fluidicdevice for inexpensive, miniaturized diagnostic assays10.1039/C6LC01064D ↗
50. Smart gardening iot soil sheets for real-time nutrient analysis10.1149/2.0201808jes ↗
51. Iot sensor network approach for smart farming: An application in food, energy and water system10.1109/GHTC.2018.8601701 ↗
52. Thin film dual probe heat pulse(dphp) micro heater network for soil moisture content estimation in smart agriculture10.1149/2.0511902jes ↗
53. Field scale validation of an automated soil nitrate extraction and measurement system10.1007/s11119-008-9081-1 ↗
54. A mobile lab-on-a-chip device for on-site soil nutrient analysis10.1007/s11119-016-9452-y ↗
55. A traffic light soil water sensor for resource poor farmers: proof of concept. final project report