Research Article

Horticultural Science and Technology. 31 August 2018. 542-551
https://doi.org/10.12972/kjhst.20180054

ABSTRACT


MAIN

  • Introduction

  • Materials and Methods

  •    Plant Materials and Growing Conditions

  •    Pulsed LEDs

  •    Growth Characteristics

  •    Photosynthetic Characteristics

  •    Mineral Contents

  •    Efficiency of Pulsed LEDs

  •    Experimental Design and Statistical Analysis

  •    Calculation of Nutrient use Efficiency

  • Results and Discussion

  •    Pulsed Treatments

  •    Growth Characteristics

  •    Photosynthetic Characteristics

  •    Mineral Contents

  •    Efficiency of the Pulsed LEDs

  • Conclusion

Introduction

Light is a crucial factor in the life cycle of plants and its quality, quantity, and photoperiod affect plant growth and development by influencing germination, phototropism, flowering, and photosynthesis (Goto, 2003). Moreover, manipulation of light for cultivation is gaining importance with the recent popularity of cultivation under controlled environments, such as plant factories, growth chambers, and greenhouses. Lighting sources such as metal halide lamps, fluorescent lamps, and high pressure

sodium lamps have been used to determine the effects of light quality on production of commercial crops. However, these artificial light sources have disadvantages including a high cost, fixed quality, low photosynthetic active radiation, and low energy efficiency (Chang et al., 2012).

Recently, light-emitting diodes (LEDs) have increasingly been used to research the physiological responses of plants to light as well as for commercial production of horticultural crops. Initially, the major challenges for commercial plant cultivation using LEDs included its high cost and low lighting efficiency. However, recently rapid drop in LED prices have made them a competitive artificial lighting option. As of January 2017, the global average price of LEDs ranges from 7 to 8 dollars (LEDinside, 2017) and the LED photosynthetic photon flux density (PPFD) per watt has become superior to fluorescent lamps (Stutte, 2015). Moreover, LEDs have economic advantages including semi-permanent life span and a high energy conversion rate. Also, LEDs have functional advantages such as space use efficiency due to their small-size, and the possibility of adjusting the light spectrum by using different LED combinations (Yeh and Chung, 2009).

The use of LEDs also allows for the application of pulse irradiation to plants, with control of the frequencies and duty ratios of light (Loo et al., 2009). The pulse irradiation is generated by the pulse width modulation (PWM) method, which offers various frequencies and duties in lighting systems (Nozue et al., 2010). As the PWM using LEDs becomes increasingly advanced, reports suggest an effect on plant growth and development. For example, Tennessen et al. (1995) showed that the photosynthetic response to pulsed LED (light/dark, 198/2 ms) was better than that to continuous lighting in tomato plants. Moreover, fresh weight and photosynthetic activity of lettuce plants were increased by pulsed LEDs, suggesting that this could be an efficient lighting source for lettuce cultivation (Mori et al., 2002; Yoneda and Mori, 2004). Senol et al. (2016) explored the effects of pulsed LED irradiation on the morphological and physiological response in greenhouse-cultivated carnations.

Pulsed LEDs of different wavelengths (red, blue, green, white) may significantly affect lettuce germination, hypocotyl length, fresh and dry weight, chlorophyll, and carotenoids. Pardo et al. (2016) reported that pulsed red light increased hypocotyl length and fresh weight, and pulsed blue light caused an accumulation of chlorophyll a, b, and carotenoids; however, the results were not conclusive because the control (no-pulsed LED) wavelength used was only white. Meanwhile, most of the earlier studies compared pulsed LEDs efficiencies with different duty ratios and continuous LEDs (control) under the same light intensity. In other words, the light quantum irradiated by continuous and pulsed LEDs was the same, which indicates that more electricity would be required in pulsed treatment than the control due to the characteristic of the pulse, i.e., intermittent irradiation. In horticulture, the ultimate goal of using pulsed LEDs is to save energy without growth inhibition rather than simply to explore the effect of pulsed irradiation on crop growth and development. Thus, this study aimed to determine the effects of pulsed irradiation using LEDs on lettuce growth and photosynthetic characteristics, and to explore the potential energy savings in lettuce cultivation. Our hypothesis was that pulsed irradiation using LEDs can induce similar growth as continuous irradiation by adjusting the frequency.

Materials and Methods

Plant Materials and Growing Conditions

Red leaf lettuce (Lactuca sativa L. ‘Sunmang’) seeds were sown on a 105-plug tray containing horticultural growing medium (Myung-Moon; Dongbu Hannong, Seoul, Korea), and placed in a growth chamber (DS-50CPH; Dasol Scientific, Hwaseong, Korea). The environmental conditions were: 20°C air temperature, 60% relative humidity, and a 12 h (day 12h /night 12h) photoperiod. Lettuce seedlings were subjected to LED lighting which included a combination of red (R; 655 nm; Bright LED Electronics, Seoul, Korea), white [W; 456 nm (69%) + 558 nm (31%)], and blue (B; 456 nm) LED chips (Itswell, Incheon, Korea). The ratio of the R, W, and B LEDs based on the number of chips was 7:2:1 and the PPFD was approximately 246 µmol·m-2·s-1 (Fig. 1). Eighteen days after sowing, each lettuce seedling was transplanted into a pot (10.6 cm × 10.6 cm × 11.5 cm, L × W × H) containing the growing medium. For each treatment, 16 seedlings were placed in a tray (45 × 45 × 7 cm, L × W × H) and were treated with irradiation from pulsed LEDs for 4 weeks under the same growth conditions as described above. Pots, while in the tray, were sub-irrigated once a week in a nutrient solution (2 L) for lettuce (macro elements: NO3- 8.0, NH4+ 2.0, H2PO4- 2.0, K+ 4.0, Ca2+ 4.0, Mg2+ 2.0, SO42- 2.0 me·L-1, micro elements: Fe 3.0, B 0.3, Mn 1.5, Cu 0.08, Mo 0.02 mg·L-1; with pH 5.5 and EC 1.16 dS·m-1), and distilled water (2 L) was supplied at 2-3 day intervals.

http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/HST_36_04_09_F1.jpg

Fig. 1. Relative spectral distribution for LEDs (R:W:B = 7:2:1) used in this study. Spectral scans were recorded at 25 cm from the lighting sources and at five points (center and four corners of each tray of pots) with a spectroradiometer.

Pulsed LEDs

All LED lighting systems had a uniform ratio of R, W, and B as described above (i.e., R:W:B = 7:2:1). Pulsed irradiation of the LED lighting was applied using a PWM device (Biwon Tech, Cheonan, Korea) operated at different frequencies (0.3, 1, 3, 10, and 30 kHz) with 75% duty ratio (Table 1). Frequency, duty ratio, and averaged PPFD are defined as:

Frequency = 1 / (TL + TD)

Duty ratio = TL / (TL + TD)

Averaged PPFD = IL × TL / (TL + TD)

TL and TD are the period time for light and dark, respectively, and IL is the PPFD in the light period. Continuous light was used as a control. Each pot in the tray was systematically rearranged for even light distribution once a day.

Table 1. Photosynthetic photon flux density (PPFD) and light period of pulsed LED treatments http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/Table_HST_36_04_09_T1.jpg

zOn/off time of lighting generated by LEDs (R:W:B = 7:2:1) within one second.

yContinuous lighting.

Growth Characteristics

After 4 weeks of treatment, the shoot and the root weight (fresh and dried), leaf area, specific leaf weight (SLW), and chlorophyll content (SPAD) were measured. The fresh biomass was measured with an electronic scale (Si-234; Denver Instrument, NY, USA) and subsequently the shoots and roots were separately dried at 70°C in an oven (VS-120203; Vision Scientific, Daejeon, Korea) for 3 d before measuring their dry weight. The leaf area and chlorophyll content were measured using a leaf area meter (LI-3000A; LI-COR, Lincoln, NE, USA) and a portable chlorophyll meter (SPAD-502; Minolta, Osaka, Japan), respectively. SLW was calculated by dividing the shoot dry weight by the leaf area.

Photosynthetic Characteristics

From chlorophyll fluorescence emission, maximum fluorescence (Fm) and minimum fluorescence (Fo) were measured to determine the maximum quantum efficiency of photosystem II (PS II) of lettuce plants grown under different of pulsed LEDs frequencies. The maximum quantum efficiency of PSII (Fv/Fm, where Fv is the variable fluorescence) was calculated by the equation: Fv/Fm = (Fm-Fo)/Fm. Measurements of maximum quantum efficiency of PSII were recorded at 4 weeks after the onset of LED treatment using a chlorophyll fluorescence meter (PAM 2000; Walz, Effeltrich, Germany). For the 30-min dark adapted plants, the third fully expanded leaf from the top was taken to obtain Fv/Fm. Saturating light pulse (20 kHz) was applied at 1100 µmol·m-2·s-1 for 0.8 s.

The net photosynthetic rate (Pn) was determined at 4 weeks after LED treatment. For this, the third fully expanded leaf from the top was measured using a portable photosynthesis system (LI-6400; LI-COR, Lincoln, NE, USA). The measurements were recorded from 10 a.m. to 1 p.m., and the leaf cuvette was maintained at 350 µmol·s-1 of flow rate, 400 µmol·mol-1 of CO2 level, 400 µmol·m-2·s-1 of PPFD, at 20°C.

Mineral Contents

Mineral content was analyzed following a slightly modified wet digestion method as suggested by Havlin and Soltanpour (1980). In brief, following the method described by Lee et al. (2015), approximately 0.1 g dried lettuce shoot was analyzed with an ICP-OES spectrophotometer (Optima 7300 DV, Perkin Elmer, Waltham, MA, USA) for P, K, Ca, Mg, S, Fe, Mn, Zn, and Cu. The macro and micro minerals contents were represented as milligrams (mg) and micrograms (µg) per g of dry weight, respectively.

Efficiency of Pulsed LEDs

The light use efficiency (LUE) of the pulsed treatments, as compared to the control, was calculated by dividing the shoot fresh weight by the PPFD (g FW·PPFD-1) after 4 weeks of treatment. The relative parameter level for each was expressed as a percentage of the control value.

Experimental Design and Statistical Analysis

The experiment was replicated twice for all treatments using a completely randomized design. Before the transplanting, 16 lettuce seedlings per treatment were randomized into 6 light treatments. All parameters were measured using 4 plants at 2 and 4 weeks. One-way analysis of variance (ANOVA) was performed using a statistical analysis software (SAS 9.2; SAS Institute, Cary, NC, USA) with the GLM procedure. Mean difference comparison among different treatments was performed using Duncan’s multiple-range test at different levels.

Results and Discussion

Pulsed Treatments

Duty ratio (percentage of on time from one light cycle) had a direct effect on the light intensity (PPFD) regardless of frequency (Table 1). Lowering the duty ratio to 75% resulted in a light intensity reduction of 24-26%. Further, the frequency changed the lighting duration: as the frequency decreased, the duration of light-on and light-off periods within 1 s increased.

The R:W:B of 7:2:1, which was used in this study, was the most efficient ratio in terms of biomass accumulation as well as energy use efficiency in lettuce plants (Son et al., 2016; Fig. 1). In addition, the pulsed LED treatment saved electric energy, although PPFD for pulsed LEDs was relatively lower than that of the control as expected. According to Shimada and Taniguchi (2011), simultaneous pulsed irradiation with red and blue LEDs was more effective for improved growth and development than alternative pulsed irradiation with red and blue LEDs. Since the pulsed LED light quality also affects plant growth and development (Pardo et al., 2016), the same LED ratio was used to compare the lettuce growth as well as energy use efficiency between the pulsed treatments and control in this study.

Growth Characteristics

Growth of lettuce cultivated under pulsed irradiation for 4 weeks was influenced by the pulsed LED frequency (Table 2). Growth parameters, such as shoot dry weight, fresh and dry weight of roots, and SLW, showed higher values in the control (continuous light). However, the shoot fresh weight was unaffected by pulsed treatments. Notably, at a frequency of 1 kHz, plants showed no significant differences in shoot and root growth, except for root dry weights. Moreover, leaf area in all pulsed LED treatments showed an increase compared with the control. SLW, indicating leaf thickness, was highest in the control. The chlorophyll contents (SPAD value) showed no significant difference between the pulsed LED treatments and the control. Among the pulsed LED treatments, 1 kHz resulted in the highest shoot and root biomass and higher SLW.

Son et al. (2016) found that lettuce growth under pulsed LEDs with a 75% duty ratio was better than with a 50% duty ratio, which was directly influenced by PPFD. However, they observed significantly lower growth under pulsed LEDs with a 75% duty ratio than under the continuous light, except for 1 kHz. Meanwhile, lettuce growth in this study showed no significant difference between the pulsed LEDs and the continuous LEDs. This discordance might be explained by the difference in PPFD. The pulsed LED with 75% duty ratio generated about 133 µmol·m-2·s-1 in the earlier study (Son et al., 2016) compared to 185 µmol·m-2·s-1 in this study. This implies that the pulsed treatment with a lower PPFD might have a lower light intensity, thus a lower amount of light energy, negatively affecting plant growth. Further experiments should be performed to explore this hypothesis. Cho et al. (2013) also suggested that the PPFD level (≥100 µmol·m-2·s-1) in pulsed LEDs is a crucial factor affecting plant growth and LUE. In previous studies, there was a positive effect from the particular frequency range generated by LEDs. The production of wheat subjected to pulsed treatment with 1 kHz was the same as wheat production subjected to continuous light (Dong et al., 2015). In addition, potato seedlings grown under 180 and 720 Hz induced greater growth than those under continuous lighting (Jao and Fang, 2004). Given these results, pulsed irradiation frequencies, combined with a certain level of PPFD, might be able to produce similar or greater yield than continuous light. The chlorophyll content; i.e., the SPAD value, typically stays concordant with changes in PPFD (Smith, 1936). However, none of the pulsed LEDs caused a significant decrease in the SPAD value despite the reduction of PPFD. Dong et al. (2015) found that pulsed LEDs with a millisecond-scale period did not suppress chlorophyll biosynthesis in wheat leaves during vegetative growth.

Table 2. Lettuce plant growth parameters under pulsed LEDs after 4 weeks of LED treatment (n = 4). The parameters: fresh weight (FW) and dry weight (DW) of shoots and roots, leaf area, specific leaf weight (SLW), and chlorophyll content (SPAD) http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/Table_HST_36_04_09_T2.jpg

zDifferent letters within columns indicate significant differences by Duncan’s multiple range test.

yContinuous irradiation of combined with red (R; 655 nm), white (W; 456 nm + 558 nm), and blue (B; 456 nm) LEDs [R:W:B = 7:2:1 (based on the number of LED chip)].

xSignificance at p < 0.05 (*), p < 0.001 (***) level, or not-significant (NS).

Photosynthetic Characteristics

Pulsed LED treatments influenced the photosynthetic apparatus in lettuce plants (Fig. 2). Fv/Fm ratio showed no significant difference between the control and the pulsed LED treatments regardless of frequency (Fig. 2A), as did Pn (Fig. 2B). In photosystem II, Fv/Fm reflects the potential quantum efficiency and is an indicator of plant photosynthetic performance. Normal or optimal value for Fv/Fm is typically around 0.83 (Maxwell and Johnson, 2000). The current study showed that all the pulsed LED treatments, as well as the control, had similar Fv/Fm values (0.822-0.831), indicating that the function of photosynthetic machinery was normal under intermittent light conditions. The positive effect was found in the results by Olvera-Gonzalez et al. (2013) where they obtained a better quantum efficiency of photosystem II (ΦPSII) under pulsed LEDs (50% ratio with 0.1, 1, 100, or 1,000 Hz) than those under continuous light in tomato plants. In addition, Dong et al. (2015) found that the ΦPSII and photosynthetic electron transport (ETR) for wheat plants subjected to intermittent irradiation with 70% and 80% duty ratios were significantly higher than that of continuous light.

http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/HST_36_04_09_F2.jpg

Fig. 2. Maximum quantum efficiency of photosystem II (A) and photosynthetic rate (B) of lettuce plants grown under various pulsed LEDs for 4 weeks.

Typically, Pn is positively correlated with the PPFD (Emerson and Arnold, 1932), which was positively associated with duty ratio in this study. Hashimoto et al. (1988) observed no decrease in Pn when the pulsed irradiation PPFD was the same as continuous light. In this study, however, Pn of all the pulsed LEDs showed no significant decrease, despite the reduction of PPFD as compared to continuous light, regardless of frequency. This result is consistent with our previous study (Son et al., 2016). Jishi et al. (2011), which also observed that the pulsed LEDs (at 75% duty ratio) with 0.1, 0.2, 0.4, 0.8, 1.6, 3.2, 6.4, and 12.8 kHz frequencies did not cause a significant decrease in Pn compared to continuous light in romaine lettuce. This phenomenon may be explained by the electron transport system where there is some time gap for transporting the light energy between one and the next electron receptor. Thus, pulsed irradiation might improve the light use efficiency for photosynthesis compared to continuous irradiation (Jishi et al., 2015). These results suggest the possibility of normal photochemistry and photosynthesis in plants exposed to pulsed irradiation.

Mineral Contents

Lettuce leaf mineral contents showed significant differences from the pulsed LED treatments (Table 3). The contents of K, Ca, and Mg macronutrients were significantly higher in all pulsed LED treatments than the control. Specifically, the 3 kHz treatment showed the highest macronutrient content. Among micronutrients, Fe and Cu were not significantly different, but Mn and Zn in the control were higher than the pulsed LED treatments.

Table 3. Mineral content of lettuce leaves grown under pulsed LEDs for 4 weeks (n = 4) DW: Dry weight. http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/Table_HST_36_04_09_T3.jpg

zDifferent letters within columns indicate significant differences by Duncan’s multiple range test.

ySignificance at p < 0.05 (*), p <0.001 (***) level, or not-significant (NS).

The vegetable nutritional quality is important to the human diet (Levander, 1990), and it can be affected by the plant growth conditions, such as temperature, daily solar radiation (light intensity), and nutrient availability (Fallovo et al., 2009). However, information on the effects of pulsed irradiation on lettuce mineral composition is lacking. In this study, pulsed irradiation using LED positively affected the macronutrient uptake, which implies that there is no mineral content reduction due to relatively low light intensity. In terms of plant physiology, the improvement of P, K, Ca, and Mg content in plants were associated with an increase in growth rate and root uptake efficiency (Sorensen, 2000). Thus, the increased contents of theses macronutrients in pulsed LED treatments contributed to the lettuce’s plant growth maintenance, even though the PPFD was lower than in continuous light. However, further experiments are needed to reveal the mechanism underlying the enhanced mineral uptake under the pulsed light.

Efficiency of the Pulsed LEDs

The pulsed LED efficiency, in terms of growth, relative percentages of PS II (Fv/Fm), maximum quantum efficiency, and light use efficiency was calculated based on the control (Fig. 3). The efficiencies of Fv/Fm in all pulsed LED treatments were similar to the control, although the light quantum irradiated to plants, the PPFD, was higher in the control than the pulsed LED treatments. The fresh weight of shoots in pulsed LED treatments were decreased by up to 15% when compared to the control, even though the PPFD was decreased by up to 25% in pulsed LED treatments. Even for the 1 kHz treatment, no decrease in the shoot fresh weight was observed. Moreover, all the pulsed LED treatments were higher than the control in light use efficiency (LUE). The 1 kHz treatment was the most efficient among all the treatments including the control. In practice, the application of pulsed LEDs for economic crop production is difficult due to the light intensity reduction as compared to continuous light. However, our results indicate that the specific frequencies could be more effective for biomass production and LUE compared to continuous light.

http://static.apub.kr/journalsite/sites/kshs/2018-036-04/N0130360409/images/HST_36_04_09_F3.jpg

Fig. 3. Maximum quantum efficiency of photosystem II (Fv/Fm), photosynthetic photon flux density (PPFD), shoot fresh weight (Shoot FW), and light use efficiency (LUE; shoot fresh weight per unit PPFD) of lettuce plants grown under various pulsed LEDs for 4 weeks. The percentage was calculated based on the control value.

Conclusion

In this study, it was found that the frequency of pulsed LEDs could be applied to plant cultivation as an artificial lighting technology without the growth inhibition. Our results demonstrate that pulsed LED treatment with 75% duty ratio showed no inhibition on both the growth and the photosynthetic rate as compared to continuous light. Pulsed LED treatment at 1 kHz was the most effective in terms of growth as well as energy use efficiency. Together, the data suggest that pulsed irradiation using LEDs with enough PPFD for photosynthesis could be effectively used to save energy without plant growth inhibition in closed-type plant production systems.

References

1
Chang MH, Das D, Varde PV, Pecht M (2012) Light emitting diodes reliability review. Microelectron Reliab 52:762-782. doi:10.1016/ j.microrel.2011.07.063
2
Cho KJ, Cho JY, Park IS, Oh W (2013) Effects of duty ratio of pulsed LED light on growth and photosynthetic rate of lettuce grown in a plant factory system. J Kor Soc People Plants Environ 16:472-434. doi:10.11628/ksppe.2013.16.6.427
3
Dong C, Shao L, Liu G, Wang M, Liu H, Xie B, Li B, Fu Y, Liu H (2015) Photosynthetic characteristics, antioxidant capacity and biomass yield of wheat exposed to intermittent light irradiation with millisecond-scale periods. J Plant Physiol 184:28-36. doi:10.1016/j.jplph. 2015.06.012
4
Emerson R, Arnold W (1932) A separation of the reactions in photosynthesis by means of intermittent light. J Gen Physiol 15:391-420. doi:10.1085/jgp.15.4.391
5
Fallovo C, Rouphael Y, Cardarelli M, Rea E, Battistelli A, Colla G (2009) Yield and quality of leafy lettuce in response to nutrient solution composition and growing season. J Food Agric Environ 7:456-462
6
Goto E (2003) Effects of light quality on growth of crop plants under artificial lighting. Environ Control Biol 41:121-132. doi:10.2525/ ecb1963.41.121
7
Hashimoto Y, Yi Y, Nyunoya F, Anzai Y, Yamazaki H, Nakayama S, Ikeda A (1988) Vegetable growth as affected by on-off light intensity developed for vegetable factory. Acta Hortic 229:259-264. doi:10.17660/ActaHortic.1988.229.26
8
Havlin JL, Soltanpour PN (1980) A nitric acid plant tissue digest method for use with inductively coupled plasma spectrometry. Commun Soil Sci Plant Anal 11:969-980. doi:10.1080/00103628009367096
9
Jao RC, Fang W (2004) Effect of frequency and duty ratio on the growth of potato plantlets in vitro using light-emitting diodes. HortScience 39:375-379
10
Jishi T, Fujiwara K, Nishino K, Yano A (2011) Pulsed light at lower duty ratios with lower frequencies is disadvantageous for CO2 uptake in cos lettuce compared to continuous light. In Proceedings of 4th Lighting Conference of China, Japan and Korea; 2011 Sep 22-24; Ealian, China, pp 321-324
11
Jishi T, Matsuda R, Fujiwara K (2015) A kinetic model for estimating net photosynthetic rates of cos lettuce leaves under pulsed light. Photosyn Res 124:107-116. doi:10.1007/s11120-015-0107-z
12
LEDinside (2017) Japan's ASP topped LED light bulb street prices in Jan. 2017. Available via http://www.ledinside.com/pricequotes/ 2017/2/japans_asp_topped_led_light_bulb_street_prices_in_jan_2017 Accessed 6 February 2017
13
Lee SR, Kang TH, Han CS, Oh MM (2015) Air anions improve growth and mineral content of kale in plant factories. Hortic Environ Biotechnol 56:462-471. doi:10.1007/s13580-015-0035-z
14
Levander OA (1990) Fruit and vegetable contributions to dietary mineral intake in human health and disease. HortScience 25:1486-1488
15
Loo KH, Lun WK, Tan SC, Lai YM, Tse CK (2009) On driving techniques for LEDs: toward a generalized methodology. IEEE Trans on Power Electron 24:2967-2976. doi:10.1109/TPEL.2009.2021183
16
Maxwell K, Johnson GN (2000) Chlorophyll fluorescence — A practical guide. J Exp Bot 51:659-668. doi:10.1093/jexbot/51.345.659
17
Mori Y, Takatsuji M, Yasuoka T (2002) Effects of pulsed white LED light on the growth of lettuce. J Soc High Technol Agric 14:136-140. doi:10.2525/jshita.14.136
18
Nozue H, Shimada A, Taniguchi Y, Nozue M (2010) Improving the productivity of plants using an LED light equipped with control module. Sci High Technol Agric 22:81-87. doi:10.2525/shita.22.81
19
Olvera-González E, Alaniz-Lumbreras D, Ivanov-Tsonchev R, Villa-Hernández J, de la Rosa-Vargas I, López-Cruz I, Lara-Herrera A (2013) Chlorophyll fluorescence emission of tomato plants as a response to pulsed light based LEDs. Plant Growth Regul 69:117-123. doi:10.1007/s10725-012-9753-8
20
Pardo GP, Velázquez ST, Orea AC, Aguilar CH, Pacheco FAD, Martínez FR (2016) Pulsed LED light in germination and growth of lettuce seeds. Bot J 46:13-26
21
Senol R, Kilic S, Tasdelen K (2016) Pulse timing control for LED plant growth unit and effects on carnation. Comput Electron Agric 123:125-134. doi:10.1016/j.compag.2016.02.013
22
Shimada A, Taniguchi Y (2011) Red and blue pulse timing control for pulse width modulation light dimming of light emitting diodes for plant cultivation. J Photochem Photobiol B: Biol 104:399-404. doi:10.1016/j.jphotobiol.2011.04.007
23
Smith EL (1936) Photosynthesis in relation to light and carbon dioxide. Proc Natl Acad Sci USA 22:504-511. doi:10.1073/ pnas.22.8.504
24
Son KH, Jeon YM, Oh MM (2016) Application of supplementary white and pulsed light-emitting diodes to lettuce grown in a plant factory with artificial lighting. Hortic Environ Biotechnol 57:560-572. doi:10.1007/s13580-016-0068-y
25
Sorensen JN (2000) Ontogenetic changes in macro nutrient composition of leaf-vegetable crops in relation to plant nitrogen status: A review. J Veg Crop Prod 6:75-96. doi:10.1300/J068v06n01_08
26
Stutte GW (2015) Commercial transition to LEDs: A pathway to high-value products. HortScience 50:1297-1300
27
Tennessen DJ, Bula RJ, Sharkey TD (1995) Efficiency of photosynthesis in continuous and pulsed light emitting diode irradiation. Photosynth Res 44:261-269. doi:10.1007/BF00048599
28
Yeh N, Chung JP (2009) High-brightness LEDs-energy efficient lighting sources and their potential in indoor plant cultivation. Renew Sustain Energy Rev 13:2175-2180. doi:10.1016/j.rser.2009.01.027
29
Yoneda K, Mori Y (2004) Method of cultivating plant and illuminator for cultivating plant. European Patent Office EP1374665A1
페이지 상단으로 이동하기