Next Article in Journal
Energy Efficiency of Continuous Rye, Rotational Rye and Barley in Different Fertilization Systems in a Long-Term Field Experiment
Next Article in Special Issue
The Effects of Potassium Fertilization and Irrigation on the Yield and Health Status of Jerusalem Artichoke (Helianthus tuberosus L.)
Previous Article in Journal
Consensus Genetic Linkage Map Construction Based on One Common Parental Line for QTL Mapping in Wheat
Previous Article in Special Issue
Improving Water Use Efficiency by Optimizing the Root Distribution Patterns under Varying Drip Emitter Density and Drought Stress for Cherry Tomato
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Effect of Deficit Irrigation and Reduced N Fertilization on Plant Growth, Root Morphology and Water Use Efficiency of Tomato Grown in Soilless Culture

1
School of Agricultural Equipment Engineering, Jiangsu University, Zhenjiang 212013, China
2
College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
3
School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang 212013, China
4
Department of Irrigation and Drainage, University of Agriculture, Faisalabad 38000, Pakistan
5
Research Center of Fluid Machinery Engineering and Technology, Jiangsu University, Zhenjiang 212013, China
*
Author to whom correspondence should be addressed.
Agronomy 2021, 11(2), 228; https://doi.org/10.3390/agronomy11020228
Submission received: 8 December 2020 / Revised: 21 January 2021 / Accepted: 22 January 2021 / Published: 26 January 2021
(This article belongs to the Special Issue Optimizing Plant Water Use Efficiency for a Sustainable Environment)

Abstract

:
This study was conducted to investigate the effects of various irrigation water (W) and nitrogen (N) levels on growth, root-shoot morphology, yield, and irrigation water use efficiency of greenhouse tomatoes in spring–summer and fall–winter. The experiment consisted of three irrigation water levels (W: 100% of crop evapotranspiration (ETc), 80%, and 60% of full irrigation) and three N application levels (N: 100%, 75%, and 50% of the standard nitrogen concentration in Hoagland’s solution treatments equivalent to 15, 11.25, 7.5 mM). All the growth parameters of tomato significantly decreased (p < 0.05) with the decrease in the amount of irrigation and nitrogen application. Results depicted that a slight decrease in irrigation and an increase in N supply improved average root diameter, total root length, and root surface area, while the interaction was observed non-significant at average diameter of roots. Compared to the control, W80 N100 was statistically non-significant in photosynthesis and stomatal conductance. The W80 N100 resulted in a yield decrease of 2.90% and 8.75% but increased irrigation water use efficiency (IWUE) by 21.40% and 14.06%. Among interactions, the reduction in a single factor at W80 N100 and W100 N75 compensated the growth and yield. Hence, W80 N100 was found to be optimal regarding yield and IWUE, with 80% of irrigation water and 15 mM of N fertilization for soilless tomato production in greenhouses.

1. Introduction

Tomato is not only one of the world’s most popular vegetable crops in taste but also a rich source of antioxidant lycopene, vitamins, organic acids, and essential minerals to keep us healthy [1]. As the leading tomato producer, recent total production of tomato in China has reached 6.05 million tons per year according to the report of the Food and Agriculture Organization of the United Nations (FAO) [2]. The tomato growth area in solar greenhouses is increasing rapidly in China to utilize the land and limited water resources more efficiently. Greenhouse technology added remarkable profits to farmers’ income with the ease in managing the growth conditions compared to the field. To produce fresh tomatoes, tomatoes grown in greenhouses need far less water and N per kg of fresh tomato production than under conventional management but still, there is a large community of farmers using a high amount of fertilizers and water with the aim to increase yield [3]. However, the increased supply of water and fertilizers does not increase yield proportionally. As nitrogen (N) is a major constituent of fertilizers, the excessive nitrogen application may increase undesired plant leaf growth affecting the tomato yield instead. Therefore, it is imperative to optimize the amount of water and N supply for tomato production to maintain a balance among plant growth (root/shoot) and yield to enhance the water use efficiency (WUE).
Since water and N are intrinsically linked, suitable irrigation along with considerable inputs of nitrogen fertilizer is required to regulate plant physiology in results of plant water and nutrient uptake [4]. In an attempt to save water, deficit irrigation is a promising technique, and it increases WUE due to reduced transpiration caused by water stress. Some researchers have reported that deficit irrigation decreases tomato fruit yield [5,6] within an acceptable range but increased tomato quality [1,7,8].
Nitrogen is another important crop limiting factor for controlling physiological crop processes promoting plant growth and yield. Many studies reported that increased application of N improves plant water use efficiency, increasing leaf photosynthesis by promoting leaf and root development, and hence enhancing plant biomass production [9,10]. In contrast, excessive N application in tomato cultivation may result in high nitrate leaching, representing a high risk of nitrate pollution [3,7,11] and inhibiting crop transpiration [12,13]. Under limited nitrogen availability, root morphology plays an important role, which may increase root surface area or root elongation for nutrient acquisition. Such improvements may enhance the resource allocation to root development as a whole, leading to greater root–shoot ratios under nutrient-limited conditions [14]. This extensive root system promotes water uptake ability when the plant is susceptible to water stress [15]. However, further investigation on effects of reduced irrigation and nitrogen on root characteristics and yield of tomato grown in a soilless substrate is needed.
There are numerous studies about tomato yield, water use efficiency, and fruit quality responses to deficit irrigation [16,17] and nitrogen [18,19] individually. However, few studies were done on the effects of different amounts of irrigation water and nitrogen applications under soilless substrate on the shoot and root parameters. Therefore, it becomes imperative to employ appropriate strategies for the proper supply of nutrients with a decreased water amount to ensure proper root–shoot growth and enhance water use efficiency by saving water and nitrogen inputs. The aims of this research were to (i) explore the effects of various water and N levels on root–shoot morphology, (ii) determine yield and irrigation water use efficiency (IWUE), and (iii) study the relationship between photosynthetic parameters and water use efficiency under different W and N rates. The obtained results can recommend an optimal strategy for water and N management for greenhouse tomatoes.

2. Materials and Methods

2.1. Site Description

The pot experiments were conducted in two growing seasons from March to July (spring–summer, SS) and September to December (fall–winter, FW) in 2019 in a greenhouse located at Jiangsu University, Zhenjiang, PR China, (32.20° N, 119.45° E). Average indoor greenhouse relative humidity and temperature were 70.85%, 22.76 °C, and 77.89%, 20.20 °C, during growing seasons, respectively.
Tomato (Solanum lycopersicum L.) Hezuo 906 variety was used as crop material for this experiment. For both seasons (SS and FW), tomato seedlings were transplanted in pots on 1st March and 5th September, respectively. Plants were supported by a nylon cord vertically. Pruning was done to maintain the proper growth following the well-managed agronomic local practices. Plant density was maintained as 3 plants m−2. Pots with height of 25 cm and diameter of 19 cm were filled with coarse perlite substrate (2–4 mm) to the height of 22.5 cm from the bottom. Some physical properties of perlite include bulk density (BD) 0.098 (g·cm−3), effective pore space (EPS) 71.9% (v/v), and conventional container capacity (CCC) 49.3% (v/v).

2.2. Experiment Design and Method

The experiment was composed of three irrigation levels and three N levels. Three levels of irrigation water were applied based on crop evapotranspiration (ETc) in the control treatment, i.e., 100% ETc (W100), 80% of W100 (W80), and 60% of W100 (W60), and three levels of N concentration were applied as a fertilization based on percent of the N available in full strength Hoagland’s solution, i.e., 100% (N100), 75% (N75), and 50% (N50). The plants were watered with Hoagland nutrient solution, which was modified in order to obtain three different N doses, by means of total or partial substitution of KNO3 and Ca(NO3)2 by adding CaCl2 and K2SO4 if necessary, where the tap water with electrical conductivity (EC) of 0.003 dSm−1 was used to prepare the nutrient solution. The measured EC of the full-strength Hoagland solution was 1.94 dSm−1, whereas the EC for N75 and N50 were 1.69 dSm−1 and 1.44 dSm−1, respectively. The pH of the nutrient solution was maintained between 5.5 and 6.5 by adding NaOH or HCl as needed. The treatments consisted of the application of different doses of N (15, 11.25, 7.5 mM). The experimental plan produced nine treatments with three replicates in each treatment (3 × 3 × 3), where each treatment consisted of 3 plants, as shown in Table 1. The randomized complete block design was used for the given set of pots in this experiment.
Uniform irrigation was applied for the first 10 days after transplanting the seedlings for proper establishment. The water consumed by plants was calculated based on the substrate water balance method in the control treatment. The amount of irrigation was applied and recorded to replace the consumed water in the control treatment (W100 N100) in each irrigation event using the following equation.
ETc = IL − ΔS
where I is the total amount of irrigation water, L is the water leached after irrigation, and ΔS is the difference between the amount of substrate water stored before harvesting and treatment initiation. Moreover, there was no runoff in this experiment; however, a tiny amount of water leached out after a few irrigation events.

2.3. Measurements

2.3.1. Growth Measurements

Plant growth is defined by morphological measurement that includes the stem diameter, plant height, and plant leaf area. Manual calculation of plant height from each treatment was performed using a measuring tape (±0.1 mm error). The height of each selected plant was taken from the base of the stem to the growing tip of the last leaf. Similarly, stem diameter of all plants was measured from each treatment using a Vernier caliper at the base of the stem. Leaf area was determined just before the final harvest. The area of pruned leaves during all growth stages was summed up and added to the measured leaf area at the time of harvest to get the total leaf area of the plant. The total leaf area of the tomato plants [7] was calculated based on study of Schwarz and Kläring [20].
A L = a L w b
T . A L = a k = t i t f L w b
where T.AL reflects the total leaf area of a plant, Lw is leaf width, a = 0.2031 and b = 1.6738 are the constant of integration and allometry coefficient, respectively, ti and tf are time limits from the initial time (day) of transplanting to final harvesting. At the end of the maturation stage, tomato plants from each treatment were selected, and fruit-free plants were used to assess fresh and dry plant biomass. Upon drying in an oven for 24 h at 105 °C, dry biomass including earlier collected leaves by pruning was measured to obtain the total dry biomass of plant from each treatment.

2.3.2. Root Morphology

Root morphological traits such as average diameter (AD, mm), total root length (TRL, cm), root surface area (RSA, cm2), and root volume (RV, cm3) were measured at the end of the harvesting. The substrate containing roots of tomato was taken out of the pot and immersed in water. The substrate clod was rinsed using pressurized tap water after an hour of immersion in water and live roots were removed after the substrate debris and dead roots flowed away with water. Live roots were spread evenly in a tray containing deionized water and scanned using a flatbed scanner (300 dpi). Root images were analyzed after scanning using WinRhizo image analysis software (Regent Instruments, Quebec, Canada) and the average diameter (AD) and total root length (TRL), root surface area (RSA) and root volume (RV) were calculated using this software.

2.3.3. Photosynthesis Parameters/Leaf Gas Exchange

In both seasons, photosynthesis (Pn) and stomatal conductance (gs) were determined at the fruiting stage, i.e., 57 days after transplantation (DAT) for SS, and 60 DAT in FW 2019, respectively. Pn and gs of the newly expanded leaves were measured from 9:00 to 11:00 in the morning using a Li-6400 portable photosynthesis system (Li-COR Biosciences Ltd., Cambridge, UK). The photosynthetic active radiation (PAR), temperature, and CO2 concentration during the measurements were 800 µmol m−2 s−1, 28 °C, and 500 µmol mol−1, respectively.

2.3.4. Fruit Yield and Irrigation Water Use Efficiency

Tomato fruits were weighed separately from the first harvest until the last harvest and the total yield of each treatment was calculated at the end of the experiment. The total water applied as irrigation was determined as the total sum of applied water in each irrigation event during the whole experiment. Irrigation water use efficiency (IWUE) is the performance of tomato yield to applied irrigation water and it was calculated as [21]:
I W U E = Y W
where, Y indicates yield (ton ha−1) and W represents water applied as irrigation (mm).

2.4. Data Analysis

Analysis of variance was attained using Statistix 8.1 statistical software. For means comparisons, least significant difference (LSD) was applied at p < 0.05 significance level.

3. Results

3.1. Plant Growth Parameter

Morphological traits such as plant height, stem diameter, and leaf area were used to represent plant growth. Both irrigation and N fertilization levels affected plant growth significantly, as shown in Table 2. When analyzed across the N fertilization, the plant height, stem diameter, and leaf area showed a significant decrease with the decrease in each irrigation level. Analysis across the irrigation levels showed that N100 and N75 plants had significantly higher stem diameter, plant height, and leaf area than did N50 plants. However, N100 and N75 had no significant difference with each other across irrigation levels in plant height.
Considering the interaction effect of irrigation and N fertilization, the treatment W100 NI00 was significantly higher in stem diameter, plant height, and leaf area than other interaction levels during both growing seasons, which was one of the treatments with the largest irrigation amount with maximum nitrogen input. Among the interaction of irrigation and N fertilization, stem diameter remained non-significant during both growing seasons, however, the plant height and leaf area were significant at p < 0.05 during SS, while these were significant at p < 0.01 during the FW season.
Total fresh and dry plant biomass were determined to evaluate the effects of different irrigation and N fertilization on plant growth, and results are shown in Table 3. Analysis across the N treatments, fresh plant biomass (PFM) and dry plant biomass (PDM) were decreased significantly, parallel with a decrease in irrigation level. Considering only N levels, N75 had no significant difference with N100 in dry plant biomass, while both were significantly higher than N50. At the interaction effect of irrigation and N fertilization (W × N), the PFM and PDM showed significant differences during the SS and FW seasons. The obtained biomass results in this study are quite similar to results obtained by another study conducted on tomato growth by Rasool et al. [22].

3.2. Root Morphology

Total root length, total root surface area, average diameter, and total root volume characteristics are described in Figure 1 and Figure 2 under the results of irrigation and N fertilization experiments carried out during spring–summer and fall–winter.
Across the N-application rate, the effect of irrigation was significant on root morphological traits (TRL, RSA, AD, and RV). The TRL, RSA, and RV were significantly higher in W80 when compared with full irrigation (W100) and severe deficit (W60), while AD had no significant difference between W100 and W80. Analysis across irrigation showed that N100 resulted in higher values of root traits among other N fertilization treatments. However, TRL, AD, and RV had no significant difference between N100 and N75, except RSA, which had a significant difference among all N treatments.
The interaction of irrigation and N fertilization (W × N) was significant at TRL, RSA, and RV, except for AD which gave a non-significant difference during both seasons. The interaction of W80 N100 gave highest TRL and RSA, and had a significant difference when compared with other interactive pairs of irrigation and N during SS and FW. Similarly, RV was found almost the same in W80 N100 and W80 N75 with slightly higher values in W80 N75, but there was no significant difference between both treatments.

3.3. Photosynthesis (Pn) and Stomatal Conductance (gs)

Upon analysis across N fertilization, Pn and gs decreased significantly with each decreased level of irrigation. Pn and gs were found to be higher under full irrigation than those tomato plants under deficit water during both seasons, as shown in Table 4. Similarly, Pn and gs of tomato plants under high-N fertilization were higher than those of plants under low-N fertilization, irrespective of irrigation amount. Considering N fertilization overall, the pattern of Pn and gs were found to be parallel to irrigation except for gs at N100 and N75 during both seasons, where both treatments did not show a significant difference. Whatever the availability of N in the substrate, the increased availability of water in the rootzone has resulted in increased Pn. Compared to the control, the decrease in Pn was 7.72% and 36.77% in W80, and 11.09% and 40.79% in W60 during SS and FW, respectively.
Considering the interaction of irrigation and nitrogen (W × N), the response of Pn and gs were recorded statistically significant to irrigation and N fertilization. Conversely, W80 N100 did not induce any loss in Pn during SS and FW, and gs during the FW season, and remain statistically non-significant when compared to treatment W100 N100, as shown in Table 4. The highest values of Pn and gs were found to be maximum under the interaction of the maximum level of water and nitrogen application.

3.4. Yield and Irrigation Water Use Efficiency Response to Water and Nitrogen Levels

As shown in Table 5, the tomato consumed a high water amount in the spring–summer season than in the fall–winter season. The highest tomato yield was observed in treatments with high water and N fertilization during the SS and FW seasons. The tomato yield decreased significantly (p < 0.05) with a decrease in irrigation amount, irrespective of N application. Similarly, when analyzed across the irrigation, the tomato yield increased with an increase in N-application and reached maximum values at N100 (p < 0.05).
The interaction effect of irrigation and N fertilization had a significant effect on yield (p < 0.05) in both seasons. Maximum yield was achieved at W100 N100. The treatments of interaction, W100 N75 and W80 N100, did not induce significant loss of yield when compared to W100 N100 during SS, while W100 N100 remained significantly higher than other interaction treatments.
Considering IWUE, irrespective of N, the highest water use efficiency was recorded at an irrigation level of W80 and W60 in SS and FW, respectively. The highest IWUE was achieved in the highest N fertilization (N100) when compared across the irrigation but there was no significant difference in the IWUE between N100 and N75 in FW.
During SS and FW, there was also a significant interaction between irrigation and N-fertilizer for IWUE. The interaction of W80N100 gave maximum irrigation water use efficiency during both seasons. Davies et al. [23] reported watering strategies to decrease the transpiration rate in plants, leading to a decrease in leaf area and stomatal openings, eventually improving IWUE.

3.5. Relationship between Fruit Yield (FY), Photosynthesis (Pn), and Water Used (WU) under the Effect of Water and N Fertilization

The linear regression relationships of FY with water used, Pn, and gs during SS and FW are shown in Figure 3. Maximum linear regression (R2) among FY and Pn was observed as compared to water in use. For FY and Pn, the largest linear regression coefficients (R2) of 0.97 for SS and 0.98 for FW season were observed. The lowest values of R2 were found to be at linear regression relationships of FY with WU.

4. Discussion

Increasing growth and yield rely on optimal water and N application [24]. Water is essential for plant growth and its deficit would impact plant growth and production, depending on severity and duration of water deficit. It is well recognized that shoot and root growth have a direct influence on crop yield under an optimal growth environment, whereas their response can vary under a deficit water condition as well as nitrogen amount. Water and N fertilization demonstrated significant effects on overall plant growth and photosynthetic capacity of tomato. Fresh and dry plant biomass, leaf area, and plant height showed maximum values at treatments without shortage of irrigation and N-application. Similar findings have been observed by Hou et al. [25] who found that stem diameter and plant height increased significantly with the increase in irrigation quantity at different growth stages of tomatoes. Rasool, Guo, Wang, Chen, and Ullah [22] stated comparable results and indicated that tomato biomass production was improved significantly due to the sufficient water supply during the crop maturity stage. Leaf area is an important growth parameter that serves for photosynthesis and gas exchange by allowing the PAR (photosynthetic active radiation) to fall on its surface area. The decreased leaf area could be due to stomatal closure and photosynthesis inhibition as a physiological response of plants to water and nitrogen deficit where flow of abscisic acid from roots to leaves tend to reduce stomatal aperture ultimately, causing reduction in leaf growth [26].
Being a primary organ, root characteristics are closely related to their water and nutrient absorption ability [27]. At the highest N-application, the W80 (a water deficit treatment) gave the maximum root average diameter, length, surface area, and volume, which is evidence that N-application enhances the root growth, and which can lead to an increased root biomass. This structural change in roots may have occurred due to reallocation of assimilates from shoot to root by plants under water stress, which resulted in decreased shoot growth and increased root system traits such as root length, root surface area, and root volume under reduced irrigation, as water is the main driver of resource allocation [28]. Moreover, N provided additive importance under water stress [29]. This could be because more photosynthetic products become conveyed to the root system under water stress, which improves root growth and nutrient and water absorption by enhancing root length, and finer root and deeper root spreading in the rootzone [30]. Changes in the root system to obtain more water and nutrients, the shoot system (reduced plant growth and leaf area), and physiology to trigger the underlying mechanisms are possible under deficit irrigation. However, the mechanisms through which the water deficit level of W80 might possibly regulate root growth were not fully revealed by the present study. The increase in IWUE may be possible due to the decrease in stomatal conductance caused by the increased signal transduction network of guard cells [31]. Our study was also supported by Wang et al. [32], who stated that the interaction of medium deficit irrigation and N-nutrients show a significantly improved root surface area and total root volume, and could make a plant drought resistant without significant loss of yield. In addition, a better nutrient and water environment in the root zone can produce abscisic acid in the xylem by improving root to shoot signals, which can regulate vegetative growth and stomata switch [33,34].
Pn and gs are affected by water and N-application [35]. In our study, Pn and gs showed a decline with the increase of water deficit and reducing N-nutrition. Comparable results were also stated by Chen et al. [36], who revealed that an increase in water stress increased abscisic acid in roots, resulting in low photosynthesis and stomatal conductivity with its transportation to canopy causing stomatal closure. Del Amor et al. [37] also found the reduction in gs was due to a decrease in water availability in tomato plants. In our findings, an increase in water and N supply resulted in an increase in photosynthesis and a bigger biomass, which ultimately resulted in increased tomato fruit yield. Moreover, Garcia et al. [38] observed that the reduction in gs due to water stress is also influenced by nitrogen application quantity. They stated that applying nitrogen at 60% did not show a significant reduction in gs, which confirmed the findings of our study that N75 did not decrease yield significantly compared to that measured at N100. Water stress reduces photosynthesis in tomato leaves, decreasing dry material accumulation and reducing tomato growth, which in turn decreases yield [39].
Both irrigation and nitrogen fertilization are essential factors for tomato growth, and they both influence yield and IWUE, however, nitrogen provided an additive importance to sustain the yield under certain ranges of deficit irrigation. Yield decrease was observed more with a decrease in irrigation rather than nitrogen. Patane and Cosentino [40] also reported that a yield decrease under deficit irrigation was observed nearly twice as low compared to full irrigation. The non-significant difference in yield at W100 and W80 under N100 is evidence that N-application improves yield within a specific range of deficit irrigation [41], whereas further decreases in water or increases in nitrogen may lead to salt accumulation in the root zone, which could seriously affect the tomato yield [7].
Deficit watering has been described as a beneficial alternative strategy of water saving under an open field, as well as greenhouse cultivation in arid and semi-arid regions where water is the most limiting factor for crop cultivation. Traditionally, in situations of frequent water shortage and drought spells, it has been recommended to alleviate the adverse effects of water stress on crop yield and increase the efficiency of water efficiency [42]. Water use efficiency is a critical indicator at all scales, specifically during drought conditions when irrigation water is scarce. The highest irrigation water use efficiency was recorded at W80 N100 because of a non-significant difference in yield with the control, while water application was apparently reduced at W80 compared to W100. Considering N-application, the highest water use efficiency was recorded at a higher nitrogen level. Among interactions, at the highest N, W80 resulted in the highest water use efficiency and N application reduced the impact of reduced water on yield and hence resulted in high IWUE. Therefore, it is very important to optimize nitrogen and irrigation water supplies to improve crop yield, and water and nitrogen use efficiency in substrate cultivation. Earlier research has also determined that water use efficiency decreases with a rise in irrigation water amount [43]. The best irrigation rate under three different nitrogen levels for optimum WUE and IWUE in cucumber is 0.8 Ep [44]. These results indicated that the reasonable application of nitrogen fertilizer should be emphasized. The highly efficient coordination of irrigation and nitrogen fertilization should also be stressed.
Along with deficit irrigation and reduced nitrogen application in greenhouses, WUE can be further improved by providing better climate control, CO2 dosage, and its integration with other possible techniques like growth-promoting substances, grafting, and with the use of anti-transpirants. Hence, interactive effects of such potential applications with deficit irrigation and nitrogen can be studied in future in broader perspectives.

5. Conclusions

Plants grown under deficit irrigation must be well-fertilized to serve as a compensation factor so as not to suffer from double stress. The increased tomato root length, surface area, and root volume in W80 provided more absorption surface for N uptake, which could be a reason to improve the biomass, yield, and water use efficiency, and provided evidence for better utilization of high N under moderate water stress. Due to limited availability of water, relatively small deficit irrigations are found applicable with an acceptable risk of yield decrease. In the current study, highest tomato yield was found at the highest irrigation and N application. There was no significant difference in yield upon reducing one of both inputs, i.e., 20% irrigation reduction from full irrigation or 25% reduction in N applied in control, but a simultaneous decrease of irrigation and nitrogen could not maintain the yield and IWUE at its highest level. These findings illustrate the importance for evaluation of impact on tomato yield under various levels of the interaction between nitrogen and water for proper management practices for sustainable agro-production. As there was no significant difference in yield among W100 N100, W100 N75, and W80 N100, hence, considering optimal tradeoffs between yield, water saving, and water use efficiency, the W80 N100 could be adopted as an optimal strategy where N100 can be used as a source to mitigate the effects of deficit irrigation and reduce the risk of yield loss where scarcity of water availability exists. Besides a water and nutrient saving strategy, future works can consider the integration of deficit irrigation and reduced nitrogen with growth promoting organisms or with the use of anti-transpirants to sustain tomato yield and improve fruit nutritional quality.

Author Contributions

Conceptualization, I.U. and H.M.; methodology, I.U. and H.G.; software, G.R.; validation, A.S. and M.I.K.; formal analysis, I.U. and G.R.; investigation, Q.J.; writing—original draft preparation, I.U.; writing—review and editing, I.U., H.M., and G.R.; visualization, H.G.; supervision, H.M.; funding acquisition, H.M. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by “National Key R&D Projects, grant number 2018YFF0213600”, “National Natural Science Foundation of China, grant number 61233006”, “Natural Science Foundation of Jiangsu Province of China, grant number BK20180864”, and “Jiangsu Synergy Innovation Center Program of Modern Agricultural Equipment and Technology, grant number 4091600028”.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Wang, C.; Gu, F.; Chen, J.; Yang, H.; Jiang, J.; Du, T.; Zhang, J. Assessing the response of yield and comprehensive fruit quality of tomato grown in greenhouse to deficit irrigation and nitrogen application strategies. Agric. Water Manag. 2015, 161, 9–19. [Google Scholar] [CrossRef]
  2. FAO. FAOSTAT (Food and Agriculture Organization of the United Nations). Available online: http://faostat3.fao.org/home/E (accessed on 6 February 2018).
  3. Sun, Y.; Hu, K.; Fan, Z.; Wei, Y.; Lin, S.; Wang, J. Simulating the fate of nitrogen and optimizing water and nitrogen management of greenhouse tomato in North China using the EU-Rotate_N model. Agric. Water Manag. 2013, 128, 72–84. [Google Scholar] [CrossRef]
  4. Zotarelli, L.; Scholberg, J.M.; Dukes, M.D.; Muñoz-Carpena, R.; Icerman, J. Tomato yield, biomass accumulation, root distribution and irrigation water use efficiency on a sandy soil, as affected by nitrogen rate and irrigation scheduling. Agric. Water Manag. 2009, 96, 23–34. [Google Scholar] [CrossRef]
  5. Patanè, C.; Tringali, S.; Sortino, O. Effects of deficit irrigation on biomass, yield, water productivity and fruit quality of processing tomato under semi-arid Mediterranean climate conditions. Sci. Hortic. 2011, 129, 590–596. [Google Scholar] [CrossRef]
  6. Shabbir, A.; Mao, H.; Ullah, I.; Buttar, N.A.; Ajmal, M.; Lakhiar, I.A. Effects of drip irrigation emitter density with various irrigation levels on physiological parameters, root, yield, and quality of cherry tomato. Agronomy 2020, 10, 1685. [Google Scholar] [CrossRef]
  7. Ullah, I.; Hanping, M.; Chuan, Z.; Javed, Q.; Azeem, A. Optimization of irrigation and nutrient concentration based on economic returns, substrate salt accumulation and water use efficiency for tomato in greenhouse. Arch. Agron. Soil Sci. 2017, 63, 1748–1762. [Google Scholar] [CrossRef]
  8. Ripoll, J.; Urban, L.; Staudt, M.; Lopez-Lauri, F.; Bidel, L.P.; Bertin, N. Water shortage and quality of fleshy fruits—Making the most of the unavoidable. J. Exp. Bot. 2014, 65, 4097–4117. [Google Scholar] [CrossRef] [Green Version]
  9. Wang, L.; Palta, J.A.; Chen, W.; Chen, Y.; Deng, X. Nitrogen fertilization improved water-use efficiency of winter wheat through increasing water use during vegetative rather than grain filling. Agric. Water Manag. 2018, 197, 41–53. [Google Scholar] [CrossRef]
  10. Hongyan, M.H.G.; Ni, J.; Gong, L.; Zhang, X. Effects of different fertilization on nutrient and growth of lettuce and models simulation. J. Drain. Irrig. Mach. Eng. 2020, 38, 1264–1269. [Google Scholar]
  11. Rasool, G.; Guo, X.; Wang, Z.; Ali, M.U.; Chen, S.; Zhang, S.; Wu, Q.; Ullah, M.S. Coupling fertigation and buried straw layer improves fertilizer use efficiency, fruit yield, and quality of greenhouse tomato. Agric. Water Manag. 2020, 239, 106239. [Google Scholar] [CrossRef]
  12. Matimati, I.; Verboom, G.A.; Cramer, M.D. Nitrogen regulation of transpiration controls mass-flow acquisition of nutrients. J. Exp. Bot. 2014, 65, 159–168. [Google Scholar] [CrossRef] [Green Version]
  13. Hanping, M.; Ullah, I.; Jiheng, N.; Javed, Q.; Azeem, A. Estimating tomato water consumption by sap flow measurement in response to water stress under greenhouse conditions. J. Plant Interact. 2017, 12, 402–413. [Google Scholar] [CrossRef]
  14. López-Bucio, J.; Cruz-Ramırez, A.; Herrera-Estrella, L. The role of nutrient availability in regulating root architecture. Curr. Opin. Plant Biol. 2003, 6, 280–287. [Google Scholar] [CrossRef]
  15. Ding, L.; Lu, Z.; Gao, L.; Guo, S.; Shen, Q. Is Nitrogen a Key Determinant of Water Transport and Photosynthesis in Higher Plants Upon Drought Stress? Front. Plant Sci. 2018, 9, 1143. [Google Scholar] [CrossRef]
  16. Hooshmand, M.; Albaji, M.; Ansari, N.A.Z. The effect of deficit irrigation on yield and yield components of greenhouse tomato (Solanum lycopersicum) in hydroponic culture in Ahvaz region, Iran. Sci. Hortic. 2019, 254, 84–90. [Google Scholar] [CrossRef]
  17. Zhang, H.; Xiong, Y.; Huang, G.; Xu, X.; Huang, Q. Effects of water stress on processing tomatoes yield, quality and water use efficiency with plastic mulched drip irrigation in sandy soil of the Hetao Irrigation District. Agric. Water Manag. 2017, 179, 205–214. [Google Scholar] [CrossRef]
  18. Truffault, V.; Ristorto, M.; Brajeul, E.; Vercambre, G.; Gautier, H. To stop nitrogen overdose in soilless tomato crop: A way to promote fruit quality without affecting fruit yield. Agronomy 2019, 9, 80. [Google Scholar] [CrossRef] [Green Version]
  19. Rosa-Rodríguez, R.D.l.; Lara-Herrera, A.; Trejo-Téllez, L.I.; Padilla-Bernal, L.E.; Solis-Sánchez, L.O.; Ortiz-Rodríguez, J.M. Water and fertilizers use efficiency in two hydroponic systems for tomato production. Hortic. Bras. 2020, 38, 47–52. [Google Scholar] [CrossRef]
  20. Schwarz, D.; Kläring, H.-P. Allometry to estimate leaf area of tomato. J. Plant Nutr. 2001, 24, 1291–1309. [Google Scholar] [CrossRef]
  21. Yang, H.; Cao, H.X.; Hao, X.M.; Guo, L.J.; Li, H.Z.; Wu, X.Y. Evaluation of tomato fruit quality response to water and nitrogen management under alternate partial root-zone irrigation. Int. J. Agric. Biol. Eng. 2017, 10, 85–94. [Google Scholar] [CrossRef]
  22. Rasool, G.; Guo, X.; Wang, Z.; Chen, S.; Ullah, I. The interactive responses of fertigation levels under buried straw layer on growth, physiological traits and fruit yield in tomato plant. J. Plant Interact. 2019, 14, 552–563. [Google Scholar] [CrossRef]
  23. Davies, W.J.; Wilkinson, S.; Loveys, B. Stomatal control by chemical signalling and the exploitation of this mechanism to increase water use efficiency in agriculture. New Phytol. 2002, 153, 449–460. [Google Scholar] [CrossRef] [Green Version]
  24. Liu, W.; Wang, J.; Wang, C.; Ma, G.; Wei, Q.; Lu, H.; Xie, Y.; Ma, D.; Kang, G. Root growth, water and nitrogen use efficiencies in winter wheat under different irrigation and nitrogen regimes in North China Plain. Front. Plant Sci. 2018, 9, 1798. [Google Scholar] [CrossRef] [Green Version]
  25. Hou, M.; Zhu, L.; Jin, Q. Surface drainage and mulching drip-irrigated tomatoes reduces soil salinity and improves fruit yield. PLoS ONE 2016, 11, e0154799. [Google Scholar] [CrossRef]
  26. Badr, M.; El-Tohamy, W.; Hussein, S.; Gruda, N. Tomato yield, physiological response, water and nitrogen use efficiency under deficit and partial root zone drying irrigation in an arid region. J. Appl. Bot. Food Qual. 2018, 91, 332–340. [Google Scholar]
  27. Ristova, D.; Busch, W. Natural variation of root traits: From development to nutrient uptake. Plant Physiol. 2014, 166, 518–527. [Google Scholar] [CrossRef] [Green Version]
  28. Khapte, P.; Kumar, P.; Burman, U.; Kumar, P. Deficit irrigation in tomato: Agronomical and physio-biochemical implications. Sci. Hortic. 2019, 248, 256–264. [Google Scholar] [CrossRef]
  29. Basal, O.; Szabó, A. The Combined Effect of Drought Stress and Nitrogen Fertilization on Soybean. Agronomy 2020, 10, 384. [Google Scholar] [CrossRef] [Green Version]
  30. Sharp, R.E.; Poroyko, V.; Hejlek, L.G.; Spollen, W.G.; Springer, G.K.; Bohnert, H.J.; Nguyen, H.T. Root growth maintenance during water deficits: Physiology to functional genomics. J. Exp. Bot. 2004, 55, 2343–2351. [Google Scholar] [CrossRef] [Green Version]
  31. Schroeder, J.I.; Kwak, J.M.; Allen, G.J. Guard cell abscisic acid signalling and engineering drought hardiness in plants. Nature 2001, 410, 327–330. [Google Scholar] [CrossRef]
  32. Wang, Y.; Zhang, X.; Chen, J.; Chen, A.; Wang, L.; Guo, X.; Niu, Y.; Liu, S.; Mi, G.; Gao, Q. Reducing basal nitrogen rate to improve maize seedling growth, water and nitrogen use efficiencies under drought stress by optimizing root morphology and distribution. Agric. Water Manag. 2019, 212, 328–337. [Google Scholar] [CrossRef]
  33. Sarker, K.K.; Akanda, M.; Biswas, S.; Roy, D.; Khatun, A.; Goffar, M. Field performance of alternate wetting and drying furrow irrigation on tomato crop growth, yield, water use efficiency, quality and profitability. J. Integr. Agric. 2016, 15, 2380–2392. [Google Scholar] [CrossRef]
  34. Chai, Q.; Gan, Y.; Zhao, C.; Xu, H.-L.; Waskom, R.M.; Niu, Y.; Siddique, K.H. Regulated deficit irrigation for crop production under drought stress. A review. Agron. Sustain. Dev. 2016, 36, 3. [Google Scholar] [CrossRef] [Green Version]
  35. Mofokeng, M.; Steyn, J.; Du Plooy, C.; Prinsloo, G.; Araya, H. Growth of Pelargonium sidoides DC. in response to water and nitrogen level. S. Afr. J. Bot. 2015, 100, 183–189. [Google Scholar] [CrossRef] [Green Version]
  36. Chen, J.; Kang, S.; Du, T.; Guo, P.; Qiu, R.; Chen, R.; Gu, F. Modeling relations of tomato yield and fruit quality with water deficit at different growth stages under greenhouse condition. Agric. Water Manag. 2014, 146, 131–148. [Google Scholar] [CrossRef]
  37. Del Amor, F.M.; Ruiz-Sánchez, M.C.; Martínez, V.; Cerdá, A. Gas exchange, water relations, and Ion concentrations of salt-stressed tomato and melon plants. J. Plant Nutr. 2000, 23, 1315–1325. [Google Scholar] [CrossRef]
  38. Garcia, A.; Marcelis, L.; García-Sánchez, F.; Nicolas, N.; Martínez, V. Moderate water stress affects tomato leaf water relations in dependence on the nitrogen supply. Biol. Plant. 2007, 51, 707–712. [Google Scholar] [CrossRef]
  39. Li, Y.; Sun, Y.; Liao, S.; Zou, G.; Zhao, T.; Chen, Y.; Yang, J.; Zhang, L. Effects of two slow-release nitrogen fertilizers and irrigation on yield, quality, and water-fertilizer productivity of greenhouse tomato. Agric. Water Manag. 2017, 186, 139–146. [Google Scholar] [CrossRef]
  40. Patanè, C.; Cosentino, S. Effects of soil water deficit on yield and quality of processing tomato under a Mediterranean climate. Agric. Water Manag. 2010, 97, 131–138. [Google Scholar] [CrossRef]
  41. Gebremariam, M.; Tesfay, T. Optimizing Irrigation Water and N Levels for Higher Yield and Reduced Blossom End Rot Incidence on Tomato. Int. J. Agron. 2019, 2019, 1–10. [Google Scholar] [CrossRef]
  42. Geerts, S.; Raes, D. Deficit irrigation as an on-farm strategy to maximize crop water productivity in dry areas. Agric. Water Manag. 2009, 96, 1275–1284. [Google Scholar] [CrossRef] [Green Version]
  43. Chen, S.; Zhou, Z.-J.; Andersen, M.N.; Hu, T.-T. Tomato yield and water use efficiency—Coupling effects between growth stage specific soil water deficits. Acta Agric. Scand. Sect. B Soil Plant Sci. 2015, 65, 460–469. [Google Scholar] [CrossRef]
  44. Zhang, H.-X.; Chi, D.-C.; Qun, W.; Jun, F.; Fang, X.-Y. Yield and quality response of cucumber to irrigation and nitrogen fertilization under subsurface drip irrigation in solar greenhouse. Agric. Sci. China 2011, 10, 921–930. [Google Scholar] [CrossRef]
Figure 1. Effects of irrigation water (W) and nitrogen fertilization (N) on average diameter, total root length, root surface area, and root volume at the harvesting stage during spring–summer. Bars with different letters are significantly different at p < 0.05 according to LSD test. ns, *** are not significant at p > 0.05, significant at p ≤ 0.001, respectively.
Figure 1. Effects of irrigation water (W) and nitrogen fertilization (N) on average diameter, total root length, root surface area, and root volume at the harvesting stage during spring–summer. Bars with different letters are significantly different at p < 0.05 according to LSD test. ns, *** are not significant at p > 0.05, significant at p ≤ 0.001, respectively.
Agronomy 11 00228 g001
Figure 2. Effects of irrigation water (W) and nitrogen fertilization (N) on tomato total root length, root surface area, average diameter, and root volume at the harvesting stage during fall–winter. Bars with different letters are significantly dif-ferent at p < 0.05 according to LSD test. ***, ** indicate significance at p < 0.001 and p < 0.01, respectively, and ns indicates non-significance (p > 0.05).
Figure 2. Effects of irrigation water (W) and nitrogen fertilization (N) on tomato total root length, root surface area, average diameter, and root volume at the harvesting stage during fall–winter. Bars with different letters are significantly dif-ferent at p < 0.05 according to LSD test. ***, ** indicate significance at p < 0.001 and p < 0.01, respectively, and ns indicates non-significance (p > 0.05).
Agronomy 11 00228 g002
Figure 3. Regression models fitted for SS as (a) water used vs. fruit yield; (c) Pn vs. fruit yield; (e) gs vs. fruit yield, and for FW as (b) water used vs. fruit yield; (d) Pn vs. fruit yield; (f) gs vs. fruit yield.
Figure 3. Regression models fitted for SS as (a) water used vs. fruit yield; (c) Pn vs. fruit yield; (e) gs vs. fruit yield, and for FW as (b) water used vs. fruit yield; (d) Pn vs. fruit yield; (f) gs vs. fruit yield.
Agronomy 11 00228 g003
Table 1. The treatment detail of the experiment.
Table 1. The treatment detail of the experiment.
TreatmentsNitrogen (ppm)
N100N75N50
W100W100 N100W100 N75W100 N50
W80W80 N100W80 N75W80 N50
W60W60 N100W60 N75W60 N50
Table 2. Effect of water (W) and N on stem diameter, plant height, and leaf area during spring–summer (SS) and fall–winter (FW) season.
Table 2. Effect of water (W) and N on stem diameter, plant height, and leaf area during spring–summer (SS) and fall–winter (FW) season.
TreatmentsStem Diameter
(mm)
Plant Height
(cm)
Leaf Area
(cm2)
SSFWSSFWSSFW
Irrigation
W10011.29 a9.90 a130.88 a119.12 a1496.5 a1163.2 a
W809.61 b9.38 b112.57 b108.98 b1275.7 b1013.6 b
W608.07 c8.12 c98.06 c94.04 c780.6 c712.3 c
Fertilizer
N10010.60 a10.17 a125.71 a117.81 a1382.4 a1064.5 a
N759.92 ab10.11 a111.11 ab104.42 ab1200.1 b954.9 b
N508.74 c8.11 c104.68 c99.91 c970.1 c869.7 c
Interaction
W100 N10012.13 a11.30 a153.50 a130.43 a1897.8 a1299.2 a
W100 N7511.37 b9.53 c128.23 b118.60 b1561.9 b1160 b
W100 N5010.37 c8.86 de110.90 c108.33 c1029.7 f1030.4 c
W80 N10010.97 bc10.27 b129.37 b120.70 b1432.6 c1141.6 b
W80 N759.37 d9.43 cd107.10 d105.17 cd1272.6 d1012.5 c
W80 N508.50 e8.40 e101.23 ef101.07 e1121.8 e886.8 d
W50 N1008.70 e8.93 cde94.27 g102.30 de816.9 g752.8 e
W50 N758.13 e8.36 e98 f89.50 f766 g692.3 e
W50 N507.36 f7.07 f101.90 e90.33 f758.9 g691.7 e
ANOVA
W******************
N******************
W × NNSNS**********
The data presented in the table are the mean of three replicates. According to the Least significant difference (LSD) test, values with different letters within the same columns are significantly different at p < 0.05. NS, **, *** are not significant, significant at p ≤ 0.01, significant at p ≤ 0.001, respectively.
Table 3. Effect of irrigation and fertilizer levels on plant fresh and dry biomass during spring–summer (SS) and fall–winter (FW) season.
Table 3. Effect of irrigation and fertilizer levels on plant fresh and dry biomass during spring–summer (SS) and fall–winter (FW) season.
TreatmentsPFM
(g·plant−1)
PDM
(g·plant−1)
SSFWSSFW
Irrigation
W100364.89 a345.78 a115.26 a109.11 a
W80315.11 b305.33 b109.39 b105.33 b
W60254.89 c247.67 c83.78 c85.96 c
Fertilizer
N100357.44 a315.44 a106.14 a102.08 a
N75317.78 b294.44 b106.69 a100.62 a
N50259.67 c288.89 b95.59 b97.70 b
Interaction
W100 N100410.67 a378.33 a125.03 a112.03 a
W100 N75382.00 b329.00 b118.23 b109.73 a
W100 N50302.00 e330.00 b102.50 c105.77 b
W80 N100362.67 c336.00 b106.33 c105.57 b
W80 N75339.33 d299.33 c118.97 b101.67 c
W80 N50243.33 f280.67 cd102.87 c108.57 ab
W50 N100299.00 e232.00 e87.07 d81.77 e
W50 N75232.00 f238.33 e82.87 de88.17 d
W50 N50233.67 f272.67 d81.40 e87.93 d
ANOVA
W************
N************
W × N************
PFM; fresh plant biomass, PDM; dry plant biomass. The data presented in the table are the mean of three replicates. According to the LSD test, values with different letters within the same columns are significantly different at p < 0.05. *** is significant at p ≤ 0.001.
Table 4. Photosynthetic rate (Pn) and stomatal conductance (gs) across irrigation levels with different nitrogen concentration applied levels during the spring–summer (SS) and fall–winter (FW) season.
Table 4. Photosynthetic rate (Pn) and stomatal conductance (gs) across irrigation levels with different nitrogen concentration applied levels during the spring–summer (SS) and fall–winter (FW) season.
TreatmentsPn
(μmol·(CO2)·m−2·s−1)
gs
mol·(H2O)·m−2·s−1
SSFWSSFW
Irrigation
W10017.87 a15.69 a0.4533 a0.2756 a
W8016.49 b13.95 b0.3262 b0.2345 b
W6011.30 c9.29 c0.1943 c0.1234 c
Fertilizer
N10016.45 a14.71 a0.3881 a0.2419 a
N7516.25 b13.51 b0.3697 ab0.2346 ab
N5012.95 c10.71 c0.2492 c0.1570 c
Interaction
W100 N10019.53 a17.82 a0.5178 a0.3294 a
W100 N7518.52 b17.00 b0.4419 c0.2779 c
W100 N5011.29 g13.05 c 0.2046 f0.1184 g
W80 N10018.95 ab17.76 ab0.4839 b0.3138 ab
W80 N7516.76 c12.24 d0.2698 e0.2557 d
W80 N5013.05 f12.05 d0.2557 e0.1344 f
W50 N10015.12 d10.48 e0.3582 d0.1837 e
W50 N7514.18 e9.54 f0.2668 e1699 e
W50 N509.54 h7.85 g0.1224 g0.1175 g
ANOVA
W************
N************
W × N************
The data presented in the table are the mean of three replicates. According to the LSD test, values with different letters within the same columns are significantly different at p < 0.05. *** is significant at p ≤ 0.001.
Table 5. Effect of W and N on water used, fruit yield, and irrigation water use efficiency.
Table 5. Effect of W and N on water used, fruit yield, and irrigation water use efficiency.
TreatmentsIrrigation Water
(mm)
Fruit Yield
(ton·ha−1)
Irrigation Water Use Efficiency
SSFWSSFWSSFW
Irrigation
W100245.98222.5192.23 a81.03 a37.50 c36.41 c
W80196.79178.0085.21 b72.48 b43.30 a40.72 b
W60147.59133.5059.38 c55.89 c40.24 b41.86 a
Fertilizer
N100 85.95 a76.17 a43.60 a42.99 a
N75 83.04 b72.49 b40.49 b41.15 ab
N50 67.84 c60.76 c34.94 c34.86 c
Interaction
W100 N100245.98222.51100.82 a89.71 a40.98 c40.32 d
W100 N75 99.42 a86.75 b40.42 c38.98 de
W100 N50 76.47 c66.62 e31.09 e29.94 g
W80 N100196.79178.0097.90 a81.86 c49.75 a45.99 a
W80 N75 84.90 b71.52 d43.14 b40.18 d
W80 N50 72.83 d64.07 f37.01 d36.00 f
W50 N100147.59133.5059.13 f56.96 g40.07 c42.66 c
W50 N75 64.80 e59.13 g43.91 b44.29 b
W50 N50 54.22 g51.57 h36.73 d38.63 e
ANOVA
W******************
N******************
W × N******************
The data presented in the table are the mean of three replicates. According to the LSD test, values with different letters within the same columns are significantly different at p < 0.05. *** is significant at p ≤ 0.001.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Ullah, I.; Mao, H.; Rasool, G.; Gao, H.; Javed, Q.; Sarwar, A.; Khan, M.I. Effect of Deficit Irrigation and Reduced N Fertilization on Plant Growth, Root Morphology and Water Use Efficiency of Tomato Grown in Soilless Culture. Agronomy 2021, 11, 228. https://doi.org/10.3390/agronomy11020228

AMA Style

Ullah I, Mao H, Rasool G, Gao H, Javed Q, Sarwar A, Khan MI. Effect of Deficit Irrigation and Reduced N Fertilization on Plant Growth, Root Morphology and Water Use Efficiency of Tomato Grown in Soilless Culture. Agronomy. 2021; 11(2):228. https://doi.org/10.3390/agronomy11020228

Chicago/Turabian Style

Ullah, Ikram, Hanping Mao, Ghulam Rasool, Hongyan Gao, Qaiser Javed, Abid Sarwar, and Muhammad Imran Khan. 2021. "Effect of Deficit Irrigation and Reduced N Fertilization on Plant Growth, Root Morphology and Water Use Efficiency of Tomato Grown in Soilless Culture" Agronomy 11, no. 2: 228. https://doi.org/10.3390/agronomy11020228

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop