Sustainable agriculture faces major issues with resource efficiency, nutrient distribution, and plant health. Traditional soil-based and soilless farming systems encounter issues including excessive water use, insufficient nutrient uptake, nitrogen deficiency, and restricted plant development. According to the previous literature, aeroponic systems accelerate plant growth rates, improve root oxygenation, and significantly enhance water use efficiency, particularly when paired with both low- and high-pressure misting systems. However, despite these advantages, they also present certain challenges. A major drawback is the inefficiency of nitrogen fixation, resulting in insufficient nutrient availability and heightened plant stress from uncontrolled misting, which ultimately reduces yield. Many studies have investigated plasma uses in both soil-based and soilless plant cultures; nevertheless, however, its function in aeroponics remains unexplored. Therefore, the present work aims to thoroughly investigate and review the integration of plasma-activated water (PAW) and plasma-activated mist (PAM) in aeroponics systems to solve important problems. A review of the current literature discloses that PAW and PAM expand nitrogen fixation, promote nutrient efficiency, and modulate microbial populations, resulting in elevated crop yields and enhanced plant health, akin to soil-based and other soilless systems. Reactive oxygen and nitrogen species (RONS) produced by plasma treatments improve nutrient bioavailability, root development, and microbial equilibrium, alleviating critical challenges in aeroponics, especially within fine-mist settings. This review further examines artificial intelligence (AI) and the Internet of Things (IoT) in aeroponics. Models driven by AI enable the accurate regulation of fertilizer concentrations, misting cycles, temperature, and humidity, as well as real-time monitoring and predictive analytics. IoT-enabled smart farming systems employ sensors for continuous nutrient monitoring and gas detection (e.g., NO₂, O₃, NH₃), providing automated modifications to enhance aeroponic efficiency. Based on a brief review of the current literature, this study concludes that the future integration of plasma technology with AI and IoT may address the limitations of aeroponics. The integration of plasma technology with intelligent misting and data-driven control systems can enhance aeroponic systems for sustainable and efficient agricultural production. This research supports the existing body of research that advocates for plasma-based innovations and intelligent agricultural solutions in precision farming.

Fusion of the deep networks for rapid detection of branch-infected aeroponically cultivated mulberries using multimodal traits

Sustainable agriculture necessitates innovative solutions to enhance plant growth while optimizing resource efficiency. Plasma discharge generates reactive oxygen and nitrogen species (NH₄⁺, NO₃⁻, and NO₂⁻), which form plasma-activated water upon dissolution, affecting the nutritional solution pH and electrical conductivity (EC) and, consequently, plant development. Four treatments were applied, resulting from combining high or low plasma discharge intensities at 45 or 60 min spray intervals: low plasma discharge with a 45 min interval (T1), low plasma discharge with a 60 min interval (T2), high plasma discharge with a 45 min interval (T3), and high plasma discharge with a 60 min interval (T4). The experiment followed a 4 × 5 × 2 factorial design comprising the four treatments, five replications per treatment, and two independent experimental repeats, resulting in forty experimental units. Each unit contained 12 lettuce plants, for a total of 480 plants. The multivariate analysis of variance confirmed statistically significant treatment effects. The combination of high plasma intensity and a 45 min spray interval significantly increased the growth parameters and yield as compared with the other treatments. In particular, compared with T1, which produced the lowest values across all measured parameters, T3 resulted in a 97% increase in leaf area, a 72% increase in stem diameter, a 49% increase in leaf number, a 44% increase in leaf width, and a 30% increase in leaf length. Additionally, T3 increased edible yield by 210% and total biomass production by 203% compared with T1. These results demonstrate the combined effect of plasma intensity and spraying frequency in optimizing plant development in aeroponic systems. As far as mineral uptake is concerned, T3 increased the nitrogen, potassium, phosphorus, calcium, and magnesium concentrations by 18.2%, 16.7%, 32.3%, 20.2%, and 11.2%, respectively, compared with T1. The regression analysis further validated the robustness of the findings, indicating plasma intensity to be a dominant factor. Enhanced mineral uptake (N, P, K, Ca, and Mg) and consistent growth trends across treatments highlighted the significance of plasma technology in optimizing plant growth, yield, and nutrient absorption, suggesting it is a sustainable and efficient approach to modern agriculture.