Submitted:
28 January 2026
Posted:
30 January 2026
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Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Advanced Oxidation and Mechanical Pre-Treatment of Porcine Slurry
2.1.1. Mechanical Separation and Particle Refinement
2.1.2. Ozone Purification Technology
2.1.3. Physicochemical Characterization
2.2. Agronomic Evaluation and Plant Material Characteristics
2.2.1. Varietal Adaptability and Characteristics
- Lactuca sativa var. longifolia (romaine lettuce): Characterized by upright, robust leaves with a marked central rib. This variety is generally considered high-yielding and requires a steady supply of nitrogen to maintain its crisp texture.
- Lactuca sativa var. capitata (butterhead lettuce): A butterhead variety with tender, smooth leaves. It is highly valued for its delicate flavor but is susceptible to tipburn and osmotic stress.
- Lactuca sativa var. capitata (red leaf lettuce): A curly-leaf variety known for its rapid growth and high environmental resilience. It serves as an excellent indicator for potential growth inhibition under sub-optimal nutritional conditions.
2.2.2. Nutrient Solution Preparation and Conditioning
2.2.3. Nitric Acid Acidification and Nitrogen Enrichment
2.2.4. Precision Irrigation Scheduling
- Peak Photosynthetic Period (08:00–18:00): 8 minutes of misting every 20 minutes to maintain high leaf turgor and support maximum transpiration.
- Twilight/Cool-down Period (18:00–22:00): 5 minutes every 30 minutes
- Nocturnal Period (22:00–08:00): 5 minutes every 45 minutes to prevent root dehydration while avoiding excessive cooling of the reservoir.
2.2.5. Production and Composition Assessment
- Periodical measurements: Along the experiment the content in chlorophyll of the plants was monitored as Chlorophyll Content Index (CCI), measured with an OptiSciences CCM200plus. Between 2 and 3 three plants of each variety in each aeroponic tower were chosen, and the chlorophyll content of 2-3 leaves of each plant was measured in a weekly basis. For the same plants, the length of the longest leaf was measured.
- Production assessment: At the end of the experiment, weight of each plant was performed for total, root and aerial part to assess production. Also, final values of leaves and root length of each plant were measured. The assessment of the consumption of nutrient solution for each aeroponic was also performed.
- Plant characterization: dry matter (80ºC until constant weight), organic nitrogen by Kjeldahl digestion (Selecta RAT-2) and quantification by potentiometry (Jenway Ion Meter 3345) with ammonia selective electrode (Jenway 3345), protein content by approach (organic nitrogen x 5), total phosphorus and potassium by acid solution of the ashes (loss on ignition in muffle furnace at 470ºC) with HNO3 3N and quantification by colorimetry for total phosphorus (Spectrometer Shimadzu UV-VIS 160) and flame photometry for total potassium (Flame photometer Corning 410).
2.3. IoT-Integrated Aeroponic Platform and Monitoring Framework
2.3.1. Structural Design and Modular Components
2.3.2. IoT Sensor Array and Cloud Infrastructure
2.3.3. Machine Learning and Predictive Analytics
3. Results
3.1. Solution Chemistry and Electrical Conductivity
3.2. NPK Mass Balance and Extraction Ratios
3.3. Physiological Response: Chlorophyll and Biomass
3.4. Nutrient Content of Harvested Tissue
4. Discussion
4.1. The Paradox of Ozone Treatment
4.2. The Critical Need for Potassium Supplementation
4.3. IoT as the Enabler of Organic Precision Agriculture
4.4. Territorial and Socio-Economic Impact
5. Conclusions
- Technical Reliability: Mechanical filtration down to 50-microns combined with ESP32-based IoT monitoring ensures that slurry-derived nutrient solutions can be delivered via high-pressure misting systems without significant mechanical failure or nozzle clogging.
- Varietal Sensitivity: While romaine lettuce variety exhibits high stability, the red leaf lettuce variety shows growth inhibition under ozonated slurry, highlighting the need for variety-specific nutrient management in organic systems.
- Nutrient Balance Imperative: Porcine slurry is naturally unbalanced for horticulture, providing a nitrogen surplus but a chronic potassium deficiency (covering only 32–64% of needs). Ozonation further mineralizes phosphorus but appears to reduce potassium bioavailability.
- Operational Safety: Ozone treatment effectively neutralizes pathogens (E. coli, virus PCV2/3) and stabilizes the solution, fulfilling the safety requirements for food crop production.
- Circular Economy Scale: Scaling this technology to just 5–10% of the regional porcine census could release up to 16,000 hectares of agricultural base from nitrate over-application, significantly protecting groundwater resources.
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| CCI | Chlorophyll Content Index | IoT | Internet of Things | |
| COD | Chemical Oxygen Demand | NPK | Nitrogen Phosphorus Potassium | |
| DM | Dry Matter | OM | Organic Matter | |
| EC | Electrical Conductivity | PCV2 | Porcine Circovirus Type 2 | |
| FOS | Filtered-Ozonated Slurry | PCV3 | Porcine Circovirus Type 3 | |
| FS | Filtered Slurry | SS | Standard Solution | |
| GHG | Greenhouse Gas | TN | Total Nitrogen |
References
- Cohen, J. World population in 2050: assessing the projections. In Seismic Shifts: The Economic Impact of Demographic Change; Little, J.S., Triest, R.K., Eds.; Federal Reserve Bank of Boston: Boston, MA, USA, 2002; pp. 83–113. Available online: https://www.bostonfed.org/economic/conf/conf46/conf46d1.pdf (accessed on 14 January 2026).
- ONU. World Population Prospects: The 2010 Revision; United Nations, Department of Economic and Social Affairs: New York, NY, USA, 2010. [Google Scholar]
- Bliesner, R.D.; Darghouth, M.S.; Hanneman, M.; Gohring, T. Implications of irrigated agriculture with growing water scarcity, increasing food requirements, environmental sustainability, and changing climate panel discussion. In Proceedings of the World Water and Environmental Resources Congress, Anchorage, AK, USA, 15–19 May 2005. [Google Scholar] [CrossRef]
- Margalef-Marti, R.; Carrey, R.; Merchán, D.; Soler, A.; Causapé, J.; Otero, N. Feasibility of using rural waste products to increase the denitrification efficiency in a surface flow constructed wetland. J. Hydrol. 2019, 578, 124035. [Google Scholar] [CrossRef]
- Menegat, S.; Ledo, A.; Tirado, R. Greenhouse gas emissions from global production and use of nitrogen synthetic fertilisers in agriculture. Sci. Rep. 2022, 12, 19777. [Google Scholar] [CrossRef] [PubMed]
- European Environment Agency and Federal Office for the Environment FOEN. Is Europe Living Within the Limits of Our Planet? An Assessment of Europe's Environmental Footprints in Relation to Planetary Boundaries; Publications Office, 2020; Available online: https://data.europa.eu/doi/10.2800/890673.
- OECD/FAO. OECD-FAO Agricultural Outlook 2023-2032; OECD Publishing: Paris, France, 2023. [Google Scholar] [CrossRef]
- Availability of fertilisers in the EU. Commission Communication on Ensuring Availability and Affordability of Fertilisers; European Commission: Brussels, Belgium, 2023; Available online: https://eur-lex.europa.eu/legal-content/EN/TXT/.
- Raviv, M.; Lieth, J.H.; Bar-Tal, A. Chapter 1 – Significance of Soilless Culture in Agriculture. In Soilless Culture, 2nd ed.; Raviv, M., Lieth, J.H., Bar-Tal, A., Eds.; Elsevier: Amsterdam, The Netherlands, 2019; pp. 3–14. [Google Scholar] [CrossRef]
- Osvald, J.; Petrovic, N.; Demsar, J. Sugar and organic acid content of tomato fruits (Lycopersicon lycopersicum mill.) grown on aeroponics at different plant density. Acta Aliment. 2001, 30, 53–61. [Google Scholar] [CrossRef]
- Butler, J.D.; Oebker, N.F. Hydroponics as a Hobby: Growing Plants Without Soil. In Circular 844; University of Illinois: Urbana, IL, USA, 61801; 2006; Available online: https://www.ideals.illinois.edu/items/33314 (accessed on 14 January 2026).
- NASA Spinoff. Progressive plant growing has business blooming. In Environmental and Agricultural Resources; NASA Spinoff: New York, NY, USA, 2006; pp. 64–77. Available online: https://spinoff.nasa.gov/Spinoff2006/PDF/accessible.pdf (accessed on 14 January 2026).
- Omer, A.R.; Walker, P.M. Treatment of Swine Slurry by an Ozone Treatment System to Reduce Odor. J. Environ. Prot. 2011, 2, 867–872. [Google Scholar] [CrossRef]
- Wu, J.J.; Park, S.; Hengemuehle, S.M.; Yokoyama, M.T.; Person, H.L.; Gerrish, J.B.; Masten, S.J. The Use of Ozone to Reduce the Concentration of Malodorous Metabolites in Swine Manure Slurry. J. Agric. Eng. Res. 1999, 72, 317–327. [Google Scholar] [CrossRef]
- Cipriani, J.; Benz, A.; Holmgren, A.; Kinter, D.; McGarry, J.; Rufino, G. A Systematic Review of the Effects of Horticultural Therapy on Persons with Mental Health Conditions. Occup. Ther. Ment. Health 2017, 33, 47–69. [Google Scholar] [CrossRef]
- de Keijzer, C.; Gascon, M.; Nieuwenhuijsen, M.J.; Dadvand, P. Long-term green space exposure and cognition across the life course: a systematic review. Curr. Environ. Health Rep. 2016, 3, 468–477. [Google Scholar] [CrossRef] [PubMed]
- Ntinas, G.K.; Bantis, F.; Koukounaras, A.; Kougias, P.G. Exploitation of Liquid Digestate as the Sole Nutrient Source for Floating Hydroponic Cultivation of Baby Lettuce (Lactuca sativa) in Greenhouses. Energies 2021, 14, 7199. [Google Scholar] [CrossRef]
- Engenhart, M. The influence of lead ions on productivity and mineral balance of Phaseolus-vulgaris L. in hydroponics and aeroponics. Flora 1984, 175(4), 273–282. [Google Scholar] [CrossRef]
- N-Amatic Systems, S.L. Procedimiento para la Recuperación de Efluentes Procedentes de la Industria Agroalimentaria y de las Deyecciones Ganaderas. Patent ES2845275. 2022. [Google Scholar]
- Huerta, O.; López, M.; Soliva, M. Procés de compostatge: caracterització de mostres. Diputació de Barcelona. 2010. Available online: https://llibreria.diba.cat/es/libro/proces-de-compostatge-caracteritzacio-de-mostres_48938 (accessed on 14 January 2026).
- Maroto Borrego, J.V.; Baixauli Soria, C. Cultivos Hortícolas al Aire Libre; Ediciones Mundi-Prensa: Madrid, Spain, 2019; ISBN 978-84-8476-713-8. [Google Scholar]
- Savvas, D.; Karagianni, V.; Kotsiras, A.; Demopoulos, V.; Karkamisi, I.; Pakou, P. Interactions between ammonium and pH of the nutrient solution supplied to gerbera (Gerbera jamesonii) grown in pumice. Plant and Soil 2003, 254, 393–402. [Google Scholar] [CrossRef]
- Ronga, D.; Setti, L.; Salvarani, C.; De Leo, R.; Bedin, E.; Pulvirenti, A.; Milc, J.; Pecchioni, N.; Francia, E. Effects of solid and liquid digestate for hydroponic baby leaf lettuce (Lactuca sativa L.) cultivation. Sci. Hortic. 2019, 244, 172–181. [Google Scholar] [CrossRef]
- Heinen, M.; de Jager, A.; Niers, H. Uptake of nutrients by lettuce on NFT with controlled composition of the nutrient solution. Neth. J. Agric. Sci. 1991, 39, 197–212. [Google Scholar] [CrossRef]
- Incrocci, L.; Massa, D.; Pardossi, A. New Trends in the Fertigation Management of Irrigated Vegetable Crops. Horticulturae 2017, 3, 37. [Google Scholar] [CrossRef]
- Zandvakili, O.R.; Barker, A.V.; Hashemi, M.; Etemadi, F.; Autio, W.R. Comparisons of commercial organic and chemical fertilizer solutions on growth and composition of lettuce. J. Plant Nutr. 2019, 42, 990–1000. [Google Scholar] [CrossRef]
- Nir, I. Growing plants in aeroponics growth systems. Acta Hortic. 1982, 126, 435–448. [Google Scholar] [CrossRef]
- Mbiyu, M.W.; Muthoni, J.; Kabira, J.; Elmar, G.; Muchira, C.; Pwaipwai, P.; Ngaruiya, J.; Otieno, S.; Onditi, J. Use of aeroponics technique for potato (Solanum tuberosum) minitubers production in Kenya. J. Horticulture and Forestry. 2012, 4(11), 172–177. Available online: https://hdl.handle.net/10568/66549.
- Barak, P.; Smith, J.D.; Krueger, A.R.; Peterson, L.A. Measurement of short-term nutrient uptake rates in cranberry by aeroponics. Plant Cell Environ. 1996, 19, 237–242. [Google Scholar] [CrossRef]
- Lakhiar, I. A.; Gao, J.; Syed, T. N.; Chandio, F. A.; Buttar, N. A. Modern plant cultivation technologies in agriculture under controlled environment: a review on aeroponics. J. Plant Interactions. 2018, 13(1), 338–352. [Google Scholar] [CrossRef]
- Gowtham, R.; Jebakumar, R. A. Machine Learning Approach for Aeroponic Lettuce Crop Growth Monitoring System. In Intelligent Sustainable Systems. ICoISS 2023. Lect. N. in Networks and Systems; ICoISS 2023. Lect. N. in Networks and Systems, 665, 99-116. Springer, Singapore. [CrossRef]
- Tang, L.; Syed, A.-u.-A.; Otho, A.R.; Junejo, A.R.; Tunio, M.H.; Hao, L.; Asghar Ali, M.N.H.; Brohi, S.A.; Otho, S.A.; Channa, J.A. Intelligent Rapid Asexual Propagation Technology—A Novel Aeroponics Propagation Approach. Agronomy 2024, 14, 2289. [Google Scholar] [CrossRef]
- Maynard, D.N.; Hochmuth, G.J. Knott's Handbook for Vegetable Growers, 5th ed.; John Wiley & Sons: Hoboken, NJ, USA, 2007; ISBN 978-0-471-73828-2. [Google Scholar]
- Hospital Universitari de Bellvitge. Un hort terapèutic contribuirà a cultivar el benestar emocional dels pacients de Salut Mental de l'Hospital de Bellvitge. Available online: https://bellvitgehospital.cat/ca/actualitat/noticia/un-hort-terapeutic-contribuira-cultivar-el-benestar-emocional-dels-pacients-de (accessed on 14 January 2026).



| Parameter | Filtered Slurry (FS) | Filtered-Ozonated Slurry (FOS) | Unit |
|---|---|---|---|
| Density | 1008 | 1006 | kg/m3 |
| Dry Matter (DM) | 3.33 | 3.74 | % |
| Organic Matter (OM) | 63.4 | 64.8 | % DM |
| Total Nitrogen (TN) | 10.23 | 9.70 | % DM |
| Organic Nitrogen | 3.21 | 3.23 | % DM |
| Ammoniacal Nitrogen | 7.02 | 6.48 | % DM |
| Phosphorus (P) | 2.13 | 2.10 | % DM |
| Potassium (K) | 9.02 | 8.21 | % DM |
| Calcium (Ca) | 3.06 | 3.06 | % DM |
| Magnesium (Mg) | 1.24 | 1.22 | % DM |
| Iron (Fe) | 0.36 | 0.39 | % DM |
| C/N Ratio | 9.88 | 10.03 | - |
| Nitrites | 5.77 | 6.74 | mg/kg |
| COD | 40485 | 48845 | mg O2/L |
| Parameter | Filtered Slurry (FS) | Filtered-Ozonated Slurry (FOS) | Unit |
|---|---|---|---|
| Density | 1003 | 1002.5 | mg/L |
| pH | 7.86 | 7.90 | - |
| Electrical Conductivity (EC) | 2.47 | 2.58 | dS/m |
| Total Nitrogen (TN) | 53 | 46 | mg/L |
| Soluble Ammoniacal Nitrogen (SAN) | 130 | 170 | mg/L |
| Available Phosphorus (AP) | 30.9 | 55 | mg/L |
| Available Potassium (AK) | 180 | 160 | mg/L |
| Treatment | Resulting Nitrogen (N) Ratio |
Resulting Phosphorus (P) Ratio |
Resulting Potassium (K) Ratio |
|---|---|---|---|
| Ideal Target | 5.1 | 1.0 | 9.17 |
| FS (after acid) | 7.24 (42% Excess) | 1.0 | 5.83 (36% Deficient) |
| FOS (after acid) | 5.59 (10% Excess) | 1.0 | 2.92 (68% Deficient) |
| Variety | Parameter | Control (SS) | Filtered Slurry (FS) | Filtered-Ozonated Slurry (FOS) |
|---|---|---|---|---|
| Romaine lettuce | Total Fresh Weight (g) | 246.00 Aa * | 185.44 Aa | 231.88 Aa |
| Aerial Fresh Weight (g) | 200.63 Aa | 153.13 Aa | 187.75 Aa | |
| Chlorophyll (CCI, 11/06) | 27.19 Aa | 27.26 Aa | 28.01 Aa | |
| Butterhead lettuce | Total Fresh Weight (g) | 189.19 Aa | 126.50 Aa | 197.06 Aa |
| Aerial Fresh Weight (g) | 143.25 Aa | 99.63 Aa | 153.63 Aa | |
| Chlorophyll (CCI, 11/06) | 16.40 Aa | 13.79 Ba | 17.47 Ba | |
| Red leaf lettuce |
Total Fresh Weight (g) | 177.81 Aa | 143.75 Aa | 129.25 Ba |
| Aerial Fresh Weight (g) | 147.81 Aa | 118.50 Aa | 100.81 Ba | |
| Chlorophyll (CCI, 11/06) | 29.18 Aa | 15.25 Ba | 15.20 Ba |
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