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Keywords = photosynthetic photon flux density

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21 pages, 4056 KB  
Article
Optimizing Red–Blue LED Light Recipes for Improved Biomass Production and Nutritional Quality of Purple Celery in Plant Factory Cultivation
by Wei Lu, Chan Zhang, Chunlei Zhu, Kexin Guo, Jiuhui Tang, Yuansheng Bao, Chi Qin, Zijing Luo, Mingman Xu, Chengyao Jiang, Mengyao Li, Yangxia Zheng, Sen Wang and Naimin Kong
Agriculture 2026, 16(16), 1768; https://doi.org/10.3390/agriculture16161768 - 18 Aug 2026
Viewed by 272
Abstract
Purple celery (Apium graveolens L.) is a high-value functional vegetable rich in anthocyanins, but achieving a balanced optimization between biomass accumulation and nutritional quality in plant factories remains challenging due to species-specific spectral trade-offs, and current research lacks integrated light recipes that [...] Read more.
Purple celery (Apium graveolens L.) is a high-value functional vegetable rich in anthocyanins, but achieving a balanced optimization between biomass accumulation and nutritional quality in plant factories remains challenging due to species-specific spectral trade-offs, and current research lacks integrated light recipes that simultaneously optimize photosynthetic efficiency, antioxidant defenses, and functional quality while suppressing nitrate accumulation. This study evaluated five LED treatments over 30 days: white light (CK), monochromatic red (R), and red-to-blue photon flux density ratios of 5:5, 7:3, and 8:2. Red light induced stem elongation but suppressed root development. Conversely, 8R2B delivered the best performance, significantly elevating leaf, petiole, root, and total fresh biomass and increasing total dry weight by 68.8% over CK. It also markedly enhanced chlorophyll a, b, total chlorophyll, and carotenoids, as well as improved PSII quantum yield (YII), photochemical quenching (qP), and electron transport rate (ETR), while reducing non-photochemical heat dissipation (NPQ) by 61.0%, indicating superior light-use efficiency. Furthermore, 8R2B upregulated CAT and POD activities promoted soluble sugars (up 688.4% in leaves), soluble proteins, and ascorbic acid accumulation, yet reduced leaf nitrate by 28.5%. Principal component analysis confirmed 8R2B as the most effective formulation across all growth, photochemical, defense, and quality traits. These findings provide a novel, evidence-based 8:2 red-to-blue LED light recipe for high-yield, high-quality, and commercially viable purple celery production in controlled environment agriculture. Full article
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17 pages, 24659 KB  
Article
Effects of Different Light Spectral Compositions on the Growth of ‘Akihime’ Strawberry (Fragaria × ananassa) in an Indoor Vertical Farm
by Pornpailin Luengluetham and Sutsawat Duangsrisai
Horticulturae 2026, 12(8), 998; https://doi.org/10.3390/horticulturae12080998 - 12 Aug 2026
Viewed by 330
Abstract
Light spectral composition is an important environmental factor affecting strawberry growth and fruit production in controlled-environment agriculture. This study evaluated the effects of five light-emitting diode (LED) spectra on photosynthetic performance, vegetative growth, flowering, fruit production, and final biomass in ‘Akihime’ strawberry ( [...] Read more.
Light spectral composition is an important environmental factor affecting strawberry growth and fruit production in controlled-environment agriculture. This study evaluated the effects of five light-emitting diode (LED) spectra on photosynthetic performance, vegetative growth, flowering, fruit production, and final biomass in ‘Akihime’ strawberry (Fragaria × ananassa). Plants were grown for 31 weeks under LED treatments with different proportions of blue, green, red, and far-red light, while the photosynthetic photon flux density was maintained at 250–300 μmol m−2 s−1. Photosynthetic responses were influenced mainly by developmental stage, although significant treatment × weeks after transplanting interactions were detected for the maximum relative electron transport rate and light saturation point. LE3 (B15.6:G18.7:R49.2:FR16.3) produced greater petiole length and root dry weight than the control. LE2 (B19.2:G30.0:R49.5:FR1.3) showed the earliest observed anthesis, although final flower number and fruit number did not differ among treatments. LE3 and LE4 produced significantly greater mean fruit weight than the control, and LE3 ranked highest in the Best–Worst Method–Technique for Order Preference by Similarity to an Ideal Solution (BWM–TOPSIS) evaluation. These findings suggest that strawberry responses depended on the complete spectral composition rather than on the red-to-blue ratio alone. Stage-specific spectral management may therefore improve the performance of ‘Akihime’ strawberry in indoor vertical farming. Full article
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19 pages, 3384 KB  
Article
A Proof-of-Concept Greenhouse Lighting Control System for Lettuce Using a Real-Time Chlorophyll Fluorescence Biofeedback
by Suyun Nam and Rhuanito Soranz Ferrarezi
AgriEngineering 2026, 8(7), 263; https://doi.org/10.3390/agriengineering8070263 - 26 Jun 2026
Viewed by 787
Abstract
Supplemental light-emitting diode (LED) lighting is essential for greenhouse crop production when solar radiation is insufficient, but it also contributes substantially to operating costs. Conventional strategies based on fixed photosynthetic photon flux density (PPFD) do not accurately reflect plant photosynthetic status, often leading [...] Read more.
Supplemental light-emitting diode (LED) lighting is essential for greenhouse crop production when solar radiation is insufficient, but it also contributes substantially to operating costs. Conventional strategies based on fixed photosynthetic photon flux density (PPFD) do not accurately reflect plant photosynthetic status, often leading to inefficient use of light energy. A chlorophyll fluorescence (CF)-based biofeedback system offers a plant-driven approach that dynamically adjusts light output to maintain target photosynthetic parameters. This system has been successfully tested in growth chambers with controlled environmental conditions, but no research has been conducted in greenhouses yet. This study developed and tested a greenhouse-compatible biofeedback lighting system using ‘Casey’ lettuce (Lactuca sativa) to evaluate its performance compared with conventional light controls. Two biofeedback control logics were applied: electron transport rate (ETR)-based (target ETR of 85 or 120 µmol·m−2·s−1) and quantum yield of photosystem II (ΦPSII)-based control (target ΦPSII of 0.735), with constant PPFD- and timer-based lighting as reference treatments. Both biofeedback logics maintained their target values, confirming stable performance under dynamic greenhouse conditions. Despite successful real-time light regulation in greenhouse conditions, shoot biomass and energy-use efficiency did not differ among treatments under moderate greenhouse conditions (p > 0.05). This study establishes a functional prototype of a real-time physiological biofeedback system for greenhouse supplemental lighting control. Full article
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14 pages, 1855 KB  
Article
One-Year Phenology of Leaf Gas Exchange Dynamics in Coccocypselum lanceolatum
by Miroslava Rakocevic
Biology 2026, 15(13), 994; https://doi.org/10.3390/biology15130994 - 24 Jun 2026
Viewed by 249
Abstract
Coccocypselum lanceolatum is a tropical, perennial, creeping, herbaceous C3 plant species that is found in deeply shaded humid forests. This species has potential for medicinal and culinary uses. Knowledge about this species and other herbaceous Rubiaceae is confined to phytocoenological and morpho-anatomical studies. [...] Read more.
Coccocypselum lanceolatum is a tropical, perennial, creeping, herbaceous C3 plant species that is found in deeply shaded humid forests. This species has potential for medicinal and culinary uses. Knowledge about this species and other herbaceous Rubiaceae is confined to phytocoenological and morpho-anatomical studies. Here, it was hypothesized that (1) leaf gas exchange dynamics over a one-year period in C. lanceolatum are related to light conditions, phenology and environmental seasonal changes; (2) photosynthetic performance is focused on enhanced carbon gains through a high leaf net assimilation rate (Anet) relative to light availability, a low dark respiration rate (Rd) and a light compensation point (LCP); and (3) these parameters will vary over leaf age. The photosynthetic photon flux density (PPFD), characterizing the growth and development of C. lanceolatum, was reduced to 4–11% of incoming light in the open area, while the red-to-far-red light ratio (R:FR) was reduced from 1.15 to mean diurnal values of 0.45–0.81, depending on forest canopy dynamics. Leaf gas exchange parameters [Anet, stomatal conductance (gs), leaf transpiration (E), and intrinsic water use efficiency (iWUE)] were observed over a one-year period. Anet, gs, and E were correlated with energy factors (PPFD and air temperature) during vegetative growth, while only iWUE showed a correlation with leaf gas exchange parameters during blooming and fruiting, indicating that seasonality and phenology were additional drivers of leaf gas exchange. As a deep-shade forest species, C. lanceolatum displayed low iWUE (3–21 μmol m−2 s−1) and was adapted to maximize carbon gain and prioritize high gs rather than water economy. The extremely low LCP (4.2 μmol m−2 s−1), low Rd (0.2 to 0.43 μmol m−2 s−1), maximum net photosynthesis (Amax, 5 μmol m−2 s−1), and apparent quantum efficiency of CO2 assimilation (Φ of 0.04 µmol µmol−1) were adaptational traits of this species for low light. Finally, the Anet, gs, E, iWUE, gross photosynthesis under light saturation, Rd, LCP, and light saturation point values were different when comparing young and adult leaves. The ecophysiological responses over a one-year period shown here could assist in the success of C. lanceolatum as a sustainable soil-cover plant in shaded areas. Full article
(This article belongs to the Section Plant Science)
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34 pages, 14731 KB  
Article
Real-Time Monitoring of Environmental Variables in Microalgae Cultures with Modbus Sensors and Python
by Jorge Fonseca-Campos, Luis C. Fernández Linares, Alma Rosa Domínguez-Bocanegra, Israel Reyes-Ramírez, Julio Alberto Mendoza-Mendoza, Jorge A. Mendoza-Pérez, Juan L. Mata-Machuca and Ricardo Aguilar-López
Appl. Sci. 2026, 16(13), 6310; https://doi.org/10.3390/app16136310 - 23 Jun 2026
Viewed by 442
Abstract
Microalgae are photosynthetic organisms that produce bioproducts of commercial interest and are efficient sequestering CO2. The monitoring and control processes are areas for improvement to increase the efficiency of its production. There are sensor options for monitoring microalgae cultures, but the [...] Read more.
Microalgae are photosynthetic organisms that produce bioproducts of commercial interest and are efficient sequestering CO2. The monitoring and control processes are areas for improvement to increase the efficiency of its production. There are sensor options for monitoring microalgae cultures, but the vast majority rely on microcontrollers, often lacking the robustness required for applications in more demanding conditions. Also, commercial systems with industrial capabilities can fit the above purpose, but they require licensing and are expensive. Therefore, this work presents the technical details of developing an open-source platform to monitor environmental variables using Modbus industrial sensors and Python used to control the photoperiod and for measuring pH, dissolved oxygen, electrical conductivity, water and air temperatures, photosynthetic photon flux density, irradiance, and turbidity in three photobioreactors containing the microalgae Chlorella vulgaris. The resulting time series showed that the platform preserved data and had a low outlier rate. pH measurements showed that during photosynthesis, the microalgae used CO2 as their carbon source. Dissolved oxygen and culture medium temperature had an almost perfect Pearson’s anticorrelation with air-sparging. However, with aeration interruption, the correlation was 0.804, because dissolved oxygen depends on illumination, aeration, temperature, and biomass quantity, as shown in the time series. Full article
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22 pages, 2611 KB  
Article
Sequential Evaluation of Liquid-to-Gas Ratio, Photoperiod, and Light Intensity for Chlorella vulgaris-Based Biogas Upgrading in a PBR–Absorption Column System
by Loreta Drazdienė, Alvydas Zagorskis and Tomas Januševičius
Processes 2026, 14(12), 1848; https://doi.org/10.3390/pr14121848 - 7 Jun 2026
Viewed by 415
Abstract
Biological biogas upgrading using microalgae offers a sustainable route for simultaneous CO2 removal and biomass production. This study sequentially evaluated liquid-to-gas ratios, L/G, of 0.6–4.0, photoperiods of 0:24–16:8 h, and light intensities of 150–400 µmol m−2 s−1 in a semi-continuous [...] Read more.
Biological biogas upgrading using microalgae offers a sustainable route for simultaneous CO2 removal and biomass production. This study sequentially evaluated liquid-to-gas ratios, L/G, of 0.6–4.0, photoperiods of 0:24–16:8 h, and light intensities of 150–400 µmol m−2 s−1 in a semi-continuous photobioreactor–absorption column (PBR-AC) with Chlorella vulgaris under moderate alkalinity conditions of 1053–1350 mg L−1 CaCO3. The system operated at D = 0.1 d−1, a gas flow of 0.05 L min−1, and GRT of 1.30 h. Increasing L/G from 0.6 to 4.0 improved CO2-RE from 67.9% to 81.6% and CH4 from 77.0% to 82.9%, showing that intensified recirculation partly compensated for the moderate carbonate-buffering capacity. Among illuminated photoperiods, 16:8 h performed best, reaching 81.4% CO2-RE and 81.7% CH4. At L/G = 4.0 and 16:8 h, increasing photosynthetic photon flux density (PPFD) from 200 to 300 µmol m−2·s−1 further improved CO2-RE from 81.4% to 82.86%, CH4 from 81.7% to 84.4%, and biomass productivity from 0.230 to 0.250 g L−1 d−1. The dark control achieved 57.06% CO2-RE, indicating substantial physicochemical CO2 absorption, while illumination added up to 24.35 percentage points. Overall, the system showed strong upgrading potential under moderate alkalinity, although O2 contamination, which was 1.5–2.5%, remains a key limitation. Full article
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18 pages, 8386 KB  
Article
Effects of Stage-Specific Red-to-White Light Ratios on the Growth and Nutritional Properties of Pak Choi
by Xiangyu Wang, Shijun Zhu, Jun Ju, Minggui Zhang, Youzhi Hu, Xiaolong Yang, Jiali Song and Houcheng Liu
Horticulturae 2026, 12(5), 618; https://doi.org/10.3390/horticulturae12050618 - 15 May 2026
Viewed by 1065
Abstract
In plant factories with artificial lighting (PFALs), spectral regulation serves as the predominant factor governing plant growth and development. The implementation of red-enriched spectral regimens during cultivation promotes biomass accumulation, whereas blue-dominant spectra enhance the biosynthesis of phytochemicals and nutritional compounds in plants. [...] Read more.
In plant factories with artificial lighting (PFALs), spectral regulation serves as the predominant factor governing plant growth and development. The implementation of red-enriched spectral regimens during cultivation promotes biomass accumulation, whereas blue-dominant spectra enhance the biosynthesis of phytochemicals and nutritional compounds in plants. Nevertheless, systematic investigations into the effects of staged spectral regimens on both plant development and secondary metabolite biosynthesis remain limited. This study evaluated four distinct stage-specific dynamic lighting regimens (T1–T4) under a constant total photosynthetic photon flux density (PPFD) of 200 μmol·m−2·s−1. The treatments utilized three distinct red-to-white photon flux ratios (R:W = 3:1, 1:1, and 1:3) administered sequentially during critical developmental phases of Pak choi: the seedling stage, the early growth stage (15 days after transplanting, DAT), and the late growth stage (16–30 DAT). The effects of these treatments on biomass production, morphological development, photosynthetic pigments, nutritional metabolites, antioxidant levels and radical quenching capacity were evaluated. The results demonstrated that the T4 treatment significantly enhanced biomass production, increasing shoot fresh weight by 51.3% compared to the T1 treatment at the late growth stage. The application of a higher red-light proportion (HR, R:W = 3:1) during the seedling stage significantly increased leaf area by 70% compared to the low red-light treatment (LR, R:W = 1:3). Regarding nutritional quality, while carotenoid content showed no significant differences among treatments, higher blue-light proportions selectively stimulated the biosynthesis of chlorophyll, vitamin C, and soluble proteins. Specifically, the T3 treatment enhanced certain traits during the early growth stage, whereas the T2 treatment best maintained specific antioxidant capacities (FRAP and flavonoids) at the late growth stage prior to harvest. Notably, nitrate levels were not significantly affected by the spectral shifts. This study establishes that the temporal modulation of red-to-white spectral ratios enables the targeted optimization of either crop yield (T4) or specific harvest-stage nutritional attributes (T2) in Pak choi. Full article
(This article belongs to the Special Issue Optimized Light Management in Controlled-Environment Horticulture)
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29 pages, 11103 KB  
Article
Lighting Energy and Revenue Analysis in an Agrivoltaic Agrotunnel for Lettuce and Swiss Chard Production
by Nima Asgari, Aditi Basdeo, Joshua Givans and Joshua M. Pearce
Sustainability 2026, 18(9), 4481; https://doi.org/10.3390/su18094481 - 2 May 2026
Viewed by 1363
Abstract
Although the economic importance of optimizing lighting systems and energy use in indoor farming is well known, there is a notable lack of studies focusing on economic trade-off analysis between agrivoltaic and grid-powered solutions integrated into light map analysis and revenue sensitivity assessments. [...] Read more.
Although the economic importance of optimizing lighting systems and energy use in indoor farming is well known, there is a notable lack of studies focusing on economic trade-off analysis between agrivoltaic and grid-powered solutions integrated into light map analysis and revenue sensitivity assessments. To address this gap, this study investigates an indoor true vertical lettuce agrotunnel. Regional, seasonal, and market type sensitivity analyses were carried out on the prices and experimental yields to calculate the revenue from lettuce production. Technoeconomic analysis indicated that agrivoltaics outperformed the grid-only power supply by net present cost and levelized cost of electricity reductions of 13.2% and 44.2%, respectively. Photosynthetic photon flux density (PPFD) and daily light integral (DLI) were compared for the cases of 41–61 cm distances between the lights and the walls. With the 20 cm distance variations, 16.6–17.8% changes in the average PPFD were achievable without increasing energy consumption. In addition, annual revenue from lettuce green mix packs ranged from $61,735 to $86,164 USD for singles and from $83,603 to $116,685 USD for multiple plants per pot strategies, depending on the variety packs. Luxury and mid-range price categories kept the return on investment above 10% at all capital cost levels. The agrotunnel achieved the maximum specific yield of >70 kg/m2/year. Full article
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15 pages, 1866 KB  
Article
Regulation on the Induction of Protocorm-like Bodies and Callus in Dendrobium officinale
by Ge-Ge Xu, Xiu-Mei Dong, Wei Chang and Shi-Bao Zhang
Horticulturae 2026, 12(5), 555; https://doi.org/10.3390/horticulturae12050555 - 2 May 2026
Viewed by 2306
Abstract
As globally important ornamental and medicinal plants, orchids exhibit significant differences in the difficulty and pathways of in vitro regeneration. Most orchid species can directly form protocorm-like bodies (PLBs) through the differentiation of shoot tips or other explants, which then regenerate into new [...] Read more.
As globally important ornamental and medicinal plants, orchids exhibit significant differences in the difficulty and pathways of in vitro regeneration. Most orchid species can directly form protocorm-like bodies (PLBs) through the differentiation of shoot tips or other explants, which then regenerate into new plantlets, while some species form callus through explant dedifferentiation followed by PLB differentiation from the callus. At present, the regenerative mechanisms underlying PLB and callus in orchids, as well as the key factors influencing their differentiation, remain poorly elucidated. In this study, seedlings of Dendrobium officinale obtained from aseptic seed germination were used to investigate the effects of explant type, 2,4-D concentration, temperature, light intensity and photoperiod on the induction of PLBs and callus. The results showed that there were no significant differences in callus induction among the tested explants in D. officinale, whereas stem nodal segments were more suitable for PLB induction. For both internodal and nodal segments, the incidence rate of callus formation was higher than that of PLBs. The concentration of 2,4-D influenced the induction direction of the explants; higher concentration promoted PLB induction, while lower concentration was sufficient for callus formation. Low temperature and low light intensity inhibited PLB induction while promoting callus formation in D. officinale. High temperature and intense light partially caused desiccation of explants. A temperature of 25/22 °C (day/night) and a photosynthetic photon flux density of 50 µmol m−2 s−1 were more suitable for callus or PLB induction in D. officinale. A shorter photoperiod favored callus induction, while a longer photoperiod was beneficial for PLB induction. This study reveals the differences in influencing factors for PLB and callus induction in D. officinale, providing important insights for the propagation of orchid seedlings and laying a significant foundation for elucidating the mechanisms of PLB and callus induction. Full article
(This article belongs to the Special Issue In Vitro Conservation and Rapid Propagation of Horticultural Crops)
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21 pages, 1138 KB  
Article
Lighting Spectrum, Intensity, and Photoperiod Induce Distinct Photoresponses in Chrysanthemum coronarium Greens, Cultivated in CEA
by Akvilė Viršilė, Kristina Laužikė, Ieva Karpavičienė, Audrius Pukalskas and Giedrė Samuolienė
Plants 2026, 15(9), 1394; https://doi.org/10.3390/plants15091394 - 1 May 2026
Viewed by 777
Abstract
In controlled-environment agriculture (CEA), light serves both as an energy source for photosynthesis and as a regulatory factor. However, the light responses of underutilized leafy greens are still not fully characterized compared with model crops such as lettuce. This study evaluated the effects [...] Read more.
In controlled-environment agriculture (CEA), light serves both as an energy source for photosynthesis and as a regulatory factor. However, the light responses of underutilized leafy greens are still not fully characterized compared with model crops such as lettuce. This study evaluated the effects of lighting parameters on the growth, metabolism, antioxidant properties, and mineral composition of Chrysanthemum coronarium (shungiku) greens cultivated hydroponically in CEA. Three parallel experiments were conducted, aiming to explore the effects of (I) light spectrum using red (R, 660 nm), blue (B, 447 nm), and combined RB light; (II) photoperiod, using 12, 16, and 24 h photoperiods at equal daily light integral; and 150, 200, 250, and 300 µmol m−2 s−1 photosynthetic photon flux density (PPFD) at 16 h photoperiod. RB light promoted the highest biomass accumulation and light use efficiency (LUE), while monochromatic red and blue light limited growth and reduced Fe and Zn contents. A 12 h photoperiod yielded the best results for leaf area, fresh weight, and LUE compared with 16 and 24 h photoperiods. Higher PPFD increased biomass, soluble sugars, antioxidant capacity, organic acids, and micronutrients, with peak LUE at 200 µmol m−2 s−1 instead of the maximum yield at 300 µmol m−2 s−1. These findings emphasize the importance of crop-specific and trait-oriented light optimization for underutilized leafy vegetables. Full article
(This article belongs to the Special Issue Light and Plant Responses)
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16 pages, 3871 KB  
Article
Short Day Lengths Can Mitigate Excessive Stem Elongation and Promote Flowering of Echeveria Cultivars Under Low and Moderate Daily Light Integrals
by Anthony J. Soster, Charlie C. Smith and Roberto G. Lopez
Horticulturae 2026, 12(5), 551; https://doi.org/10.3390/horticulturae12050551 - 30 Apr 2026
Viewed by 2687
Abstract
Echeveria spp. (Mexican hens and chicks) are among the most popular genera of succulents sold because they are compact and form attractive, symmetrical rosettes with brightly colored, fleshy, broad, iridescent leaves, as well as large, showy inflorescences. However, they are slow-growing, and flower [...] Read more.
Echeveria spp. (Mexican hens and chicks) are among the most popular genera of succulents sold because they are compact and form attractive, symmetrical rosettes with brightly colored, fleshy, broad, iridescent leaves, as well as large, showy inflorescences. However, they are slow-growing, and flower induction protocols are not widely available. Therefore, the objectives of this study were (1) to determine if photoperiod and the photosynthetic daily light integral (DLI) can be manipulated to promote rapid growth and leaf expansion without excessive extension growth of several cultivars of Echeveria and (2) to establish the critical photoperiod for flower induction. Cuttings of E. spp. and hybrids ‘Apus’, ‘Canadian’, ‘Elegans Blue’, ‘Jade Point’, and ‘Topsy Turvy’ were received from a commercial breeder and grown in a greenhouse at 20 °C for 5 weeks. Photoperiods were created using a truncated 9 h short day (SD) or a SD extended to 10, 11, 13, 15, 16 h or a 4 h night-interruption (NI), using light-emitting diode (LED) lamps providing a total photon flux density of ≈2 μmol·m−2·s−1 of red (R) + white (W) + far-red (FR) radiation. DLIs of 4.8 and 12.8 mol·m−2·d−1 were maintained with and without shade cloth and supplemental lighting. Photoperiod and DLI interacted to influence the final height of E. ‘Canadian’, ‘Elegans Blue’, and ‘Jade Point’; plants were tallest under photoperiods > 13 h and low DLI. Similar trends were observed for growth index and average plant diameter. No clear trend was observed for leaf unfolding or leaf length across DLI or photoperiod treatments. Flower initiation of E. ‘Apus’ and ‘Jade Point’ was highest under a DLI of 12.8 mol·m−2·d−1. Additionally, E. ‘Jade Point’ only developed inflorescences under day lengths ≤ 11 h, indicating an obligate SD response. Our results suggest that growers should maintain DLIs > 10 mol·m−2·d−1 and SD conditions to promote flower initiation of the Echeveria cultivars tested. Such conditions would prevent excessive stem elongation and encourage flowering, increasing crop quality and marketability. Full article
(This article belongs to the Special Issue Regulation of Flowering and Development in Ornamental Plants)
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27 pages, 10837 KB  
Article
LED Light Intensity Regulates Nitrogen Assimilation Enzyme Activity and Metabolic Responses in Iceberg and Leaf Lettuce (Lactuca sativa L.)
by Nga T. T. Nguyen, Nasratullah Habibi, Naveedullah Sediqui, Oliveira Leonardo de Almeida, Maryam Dabirimirhosseinloo, Naoki Terada, Atsushi Sanada and Kaihei Koshio
Plants 2026, 15(9), 1321; https://doi.org/10.3390/plants15091321 - 25 Apr 2026
Cited by 1 | Viewed by 688
Abstract
Light availability is a key environmental factor regulating nitrogen assimilation, carbon metabolism, and nutritional quality in leafy vegetables grown in controlled environments. However, how practical lighting regimes used in plant factories with artificial lighting (PFALs) influence the coordination between nitrogen assimilation and central [...] Read more.
Light availability is a key environmental factor regulating nitrogen assimilation, carbon metabolism, and nutritional quality in leafy vegetables grown in controlled environments. However, how practical lighting regimes used in plant factories with artificial lighting (PFALs) influence the coordination between nitrogen assimilation and central carbon metabolism across different lettuce cultivar types remains insufficiently understood. This study investigated how moderate differences in photosynthetic photon flux density (PPFD) influence nitrogen metabolism and metabolic coordination in hydroponically cultivated lettuce. Two cultivars representing contrasting morphological types, iceberg lettuce (‘Celebration’) and leaf lettuce (‘Sunny’), were grown under LED light intensities of 150 and 200 µmol·m−2·s−1. Nitrate, nitrite, and ammonium concentrations were measured together with the activities of nitrate reductase (NRA) and nitrite reductase (NiRA), as well as ascorbic acid content. Metabolomic profiling was additionally performed to characterize broader metabolic responses. Higher light intensity enhanced nitrate reduction capacity in both cultivars, but the resulting patterns of nitrogen accumulation were strongly genotype-dependent. The leaf lettuce cultivar ‘Sunny’ exhibited increased NRA and reduced nitrate accumulation under higher light intensity, whereas the iceberg lettuce cultivar ‘Celebration’ accumulated more nitrate under the same conditions. Ammonium responses further suggested differences in downstream nitrogen assimilation processes. Elevated light intensity also increased ascorbic acid levels in both cultivars. Metabolomic analysis revealed contrasting cultivar-specific shifts in central carbon metabolism, particularly involving soluble sugars and tricarboxylic acid cycle intermediates, indicating differential coordination between carbon metabolism and nitrogen utilization. Overall, these findings demonstrate that moderate changes in light intensity within the practical PFAL cultivation range can significantly influence the integration of carbon and nitrogen metabolism in lettuce. Importantly, cultivar-specific physiological traits determine how these metabolic responses translate into nitrate accumulation and nutritional quality in controlled-environment production systems. Full article
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28 pages, 3634 KB  
Article
Design and Deployment of an IoT-Based Digital Agriculture System in a Hydroponic Plant Factory
by Herrera-Arroyo Raul Omar, Moreno-Aguilera Cristal Yoselin, Coral Martinez-Nolasco, Víctor Sámano-Ortega, Mauro Santoyo-Mora and Martínez-Nolasco Juan José
Technologies 2026, 14(5), 247; https://doi.org/10.3390/technologies14050247 - 22 Apr 2026
Viewed by 1815
Abstract
The incorporation of the Internet of Things (IoT) in indoor agricultural systems has become an essential tool for monitoring and analyzing environmental variables, contributing to more efficient decision-making. This article presents the design and implementation of an IoT-based digital agriculture system applied to [...] Read more.
The incorporation of the Internet of Things (IoT) in indoor agricultural systems has become an essential tool for monitoring and analyzing environmental variables, contributing to more efficient decision-making. This article presents the design and implementation of an IoT-based digital agriculture system applied to a Plant Factory (PF) for hydroponic vegetable cultivation using the Nutrient Film Technique (NFT). The objective of this study was to develop a system capable of effectively monitoring and controlling the environmental variables that directly influence the microclimate of a closed agricultural environment. The proposed system integrates a four-layer IoT architecture based on a MODBUS RS-485 communication bus, which allows for continuous data acquisition and the operation of multiple sensors and controlled devices. Additionally, user-oriented tools such as a human–machine interface (HMI), a web application, a mobile application and an automatic alert module were incorporated, enhancing accessibility and remote supervision. Experimental results showed stable control performance of ambient temperature (TA), relative humidity (RH), photoperiod, and photosynthetic photon flux density (PPFD), along with continuous monitoring of CO2 concentration. A 30-day validation experiment using Swiss chard (Beta vulgaris L. var. cicla) under controlled conditions was conducted. The results showed progressive plant development, with leaf area increasing from 15.17 cm2 to 690.39 cm2, plant height from 7 cm to 31 cm, fresh weight from 23 g to 171 g, and the number of leaves from 9 to 20. These results support the functional validity of the proposed system as a reliable platform for environmental monitoring and control in controlled-environment agriculture. Full article
(This article belongs to the Special Issue IoT-Enabling Technologies and Applications—2nd Edition)
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19 pages, 1015 KB  
Article
When Does Directional Reflectance Matter? Evaluating BRDF Effects in Plant Canopy Light Simulations
by Jens Balasus, Felix Wirth, Alexander Herzog and Tran Quoc Khanh
Plants 2026, 15(7), 1043; https://doi.org/10.3390/plants15071043 - 27 Mar 2026
Cited by 1 | Viewed by 784
Abstract
Virtual plant models combined with ray-tracing simulations are an established tool for evaluating plant–light interactions. Current approaches often simplify leaf surface properties by assuming diffuse reflectance behavior, despite experimental evidence that leaf reflectance is direction-dependent across much of the visible spectrum. This study [...] Read more.
Virtual plant models combined with ray-tracing simulations are an established tool for evaluating plant–light interactions. Current approaches often simplify leaf surface properties by assuming diffuse reflectance behavior, despite experimental evidence that leaf reflectance is direction-dependent across much of the visible spectrum. This study investigates whether incorporating measured, spectrally resolved and direction-dependent (BRDF) reflectance properties into these models affects simulation outcomes. Using virtual 3D cucumber (Cucumis sativus) plant models with PhongShader-based optical leaf characteristics for BRDF consideration, light absorption and local photon flux densities were simulated under a wide range of lighting conditions, including diffuse and directed sunlight scenarios. While total light absorption at the leaf level is only marginally affected (mean absolute percentage error, MAPE < 2%), spectral distortions in leaf surroundings, especially under direct light, exceeded 8% in the blue wavelength range. Beyond their relevance for estimating photosynthetic rates, such distortions directly affect the spectral composition within the canopy, which is particularly critical in greenhouse applications where optical sensors are used to monitor spectral ratios and, therefore, require the accurate prior simulation of canopy light conditions. This is particularly relevant for setups with directional artificial lighting. The findings suggest that BRDF modeling is not critical for calculating photosynthetic rates under most conditions, but is required in spectral analyses or for optimizing artificial lighting designs. Full article
(This article belongs to the Section Plant Modeling)
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Article
Foldable Lyre and Vertical Shoot Positioning Training Systems on Physiology and Yield of ‘Merlot’ Grapevines Grown in a Humid Temperate Region
by Leonardo Silva Campos, Marco Antonio Tecchio, Henrique Pessoa dos Santos, Juliane Barreto de Oliveira, Carolina Ragoni Maniero, Jessicka Fernanda Lopes de Camargo Cham, Aline Cristina de Aguiar, Sergio Ruffo Roberto and Giuliano Elias Pereira
Horticulturae 2026, 12(4), 407; https://doi.org/10.3390/horticulturae12040407 - 25 Mar 2026
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Abstract
The strategic choice of training system is essential for adapting viticulture to current climate change, ensuring a balance of physiological efficiency and the sustainability of productivity and oenological quality. This study evaluated the effects of vertical shoot positioning and foldable lyre systems (set [...] Read more.
The strategic choice of training system is essential for adapting viticulture to current climate change, ensuring a balance of physiological efficiency and the sustainability of productivity and oenological quality. This study evaluated the effects of vertical shoot positioning and foldable lyre systems (set at angles of 20°, 30° and 40°) on the physiological performance and yield of ‘Merlot’ grapevines. The experiment was conducted in a humid temperate region in Brazil over two consecutive seasons. The experiment followed a randomized block design. The variables evaluated included: the number of clusters per shoot, cluster weight, pruning weight, Ravaz Index, leaf area and yield; gas exchange parameters such as net CO2 assimilation rate, stomatal conductance, transpiration rate, rubisco carboxylation efficiency, intercellular CO2 concentration and photosynthetic photon flux density; and chemical composition of berries such as pH, Total Soluble Solids and Titratable Acidity. The data were subjected to an analysis of variance, and the means were compared using Tukey’s test at a 5% probability level. The results indicated that canopy architecture significantly influenced solar radiation interception, with the 30° and 40° foldable lyre systems achieving the highest mean daily radiation levels, exceeding the vertical positioning system by 73.7% and 76.6%, respectively. Although gas exchange at the leaf level remained comparable across all systems, agronomic performance varied considerably. The 40° foldable lyre system achieved the highest yield (22.99 t ha−1), representing a 63.1% increase over the vertical positioning system (14.10 t ha−1). The number of buds in the foldable lyre systems increased by around 70%, which is closely in line with the observed increase in yield. In addition, the foldable lyre systems provided about 40% more leaf area than the vertical positioning system. These findings suggest that divided canopy systems, such as foldable lyre systems, particularly at 30° and 40°, optimize bud load, fruitfulness per shoot, light interception and significantly increase yield without compromising individual physiological efficiency and berry chemical composition, with a balance between vegetation and fruit load preserved and with positive effects on the ripeness and quality of the grapes. Full article
(This article belongs to the Section Viticulture)
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