Evaluating the Suitability of Four Plant Functional Groups in Green Roofs Under Nitrogen Deposition
Nan Yang, Hechen Li, Runze Wu, Yihan Wang, Meiyang Li, Lei Chen, Hongyuan Li, Guang Hao

TL;DR
This study evaluates how four types of plants used in green roofs respond to high nitrogen levels, finding that some groups perform poorly under these conditions.
Contribution
The study introduces a novel evaluation of plant functional groups in green roofs under nitrogen stress.
Findings
Sod-forming graminoids and tall forbs showed reduced growth and aesthetic value under high nitrogen.
Plant functional traits, not soil properties, mainly determine growth performance.
High nitrogen deposition challenges the use of certain plant groups in green roofs.
Abstract
The rapid urban expansion in the past few decades has resulted in a deficit of urban green space, and green roofs have become an effective way to expand urban green spaces. High nitrogen (N) deposition induced by urban development has threatened the health and sustainability of plants. The aim of this study was to evaluate the responses of plant growth performance and aesthetic value to N deposition in green roofs. Eleven species from four plant functional groups were grown under control, low N addition, and high N addition conditions to assess the effects of N addition on their growth performance, aesthetic value, soil properties, and plant functional traits. Different plant functional groups exhibited distinct traits, and their response to N addition was different. Under high N addition, the growth performance of sod-forming graminoids and tall forbs decreased by 47.0% and 23.7%, and…
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Figure 4- —National Natural Science Foundation of China
- —Hebei Education Department
- —Innovation and Entrepreneurship Training Program for College Students in Hebei Province
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TopicsUrban Heat Island Mitigation · Plant Water Relations and Carbon Dynamics · Plant responses to elevated CO2
1. Introduction
Green roofs can be simply defined as engineered ecosystems constructed on the top of a building to accommodate vegetation growth in a designated substrate [1,2]. Due to urban expansion leading to a reduction in green spaces and severe environmental damage, implementing green roofs is a particularly promising approach for improving urban conditions (i.e., nature-based solutions, NbS) [1,3,4]. Indeed, green roofs provide multiple social, economic, and environmental benefits in cities, including the reduction in electricity consumption by reducing indoor temperatures [5], enhanced carbon sequestration [4], urban heat island mitigation [6], urban flash flood control [7], habitat creation for biodiversity [8], and elevated quality of life for residents [9]. The realization of these ecological functions depends on the growth performance and health status of the rooftop plants. However, habitat conditions on green roofs are usually harsh relative to comparable ground-level habitats, such as shallow soil with limited water-holding capacity and drastic fluctuations in moisture and temperature caused by high irradiance and wind exposure [10], making them fragile and susceptible to environmental changes [4]. Recognizing the impact of environmental changes on green roofs will enable urban managers to better protect and manage these engineering ecosystems.
Since the industrial revolution, anthropogenic activities have led to severe nitrogen deposition, which has caused a significant global ecological and environmental problem over the past century [11]. Nitrogen deposition is suggested to remarkably alter the availability of soil nitrogen [12,13], shift plant resource acquisition strategy, and affect plant growth and health [14,15,16]. Based on natural ecosystems, nitrogen enrichment has different effects on plant growth and health, mainly depending on the saturation level of nitrogen in the soil and the interactions with other limiting factors [12,13,17]. Compared to natural ecosystems, green roofs are replaced with shallow artificial substrates instead of soil, which typically have a lower nutrient content [5,6]. Therefore, the response of plant growth to nitrogen deposition may differ from that of natural ecosystems, but there is currently little research considering the impact of this environmental change [18].
Selecting suitable plants is the key to the sustainability and optimal performance of green roofs [3]. Thus, it should be designed accurately, considering not only the environmental conditions but also the potential benefits. Succulent species (such as Sedum spp.) are well-suited to survive under harsh conditions and are the most commonly used green roof plants worldwide [5,6]. However, these species typically have lower water consumption, which is a positive characteristic in terms of sustainability, but also limits the effectiveness of reducing runoff [3]. Recent research suggests that incorporating forbs and graminoids into green roofs may offer advantages over succulents, attributed to their superior stomatal conductance and biomass accumulation [4,19]. Usually, plants from the same functional group have similar performance [20,21]. Thus, understanding the response of different functional groups to environmental changes can help planners choose suitable plant planting plans more simply and efficiently.
Plants of different functional groups have specific functional characteristics [20,22], and they respond differently to environmental changes [16]. Specifically, plant functional groups may vary in their sensitivity to nutrient availability changes; thus, N enrichment would impact plant nutrition and growth in a functional group-specific manner [13,14,16,21]. For instance, succulents exhibit slow growth and high-stress resistance to various abiotic stresses by regulating osmotic stress [3,23,24]; thus, they may be less affected by nitrogen enrichment. While graminoid species (such as Poaceae and Cyperaceae) are sensitive to changes in nutrients, their growth may be enhanced under nitrogen enrichment [25]. However, it is unclear whether there are distinct response patterns among different plant functional groups to nitrogen enrichment in green roofs. Recent studies have shown that plant functional traits reflect the ability of plants to utilize resources and adapt to environmental changes [4,20], often used to explain the underlying links between environmental change and various ecological processes in plants [26,27]. Plant functional groups have similar trait combinations or assemblages [21]. Thus, examining the responses to environmental changes in traits would provide theoretical guidance for different functional groups to adapt to environments.
The green roof industry in China has developed rapidly, but few studies about suitable plant functional groups and their responses to global change in green roofs have been reported [1], especially in North China. This study aims to evaluate the suitability of four different plant functional groups under different nitrogen addition treatments and analyze which biotic and abiotic factors affect plant growth and aesthetic value. Specifically, we proposed two hypotheses: (1) N addition has different effects on the growth performance and aesthetic value of four plant functional groups, with fast-growing groups being significantly affected, while slow-growing groups (such as succulents) being less affected, and (2) the growth performance and aesthetic value of four plant functional groups was mainly determined by the changes in their traits and soil physicochemical properties.
2. Results
2.1. Effects of N Addition on Growth and Aesthetic Value of Four Functional Groups
N addition affected the total biomass and relative appearance of different functional groups (Figure 1). In particular, high N addition decreased total biomass of sod-forming graminoids and tall forbs by 47.0% and 23.7%, and relative appearance by 24.4% and 16.2% (Figure 1c,e). Significant differences were observed in biomass and cover among different functional groups, in which tall forbs have higher biomass and cover, while sod-forming graminoids have lower biomass and cover (Figure 1a–d).
2.2. Effects of N Addition on Soil Properties of Four Functional Groups
N addition had different effects on soil properties of different plant functional groups (Figure 2). Soil moisture of creeping forbs, sod-forming graminoids, and succulents was lower in high N addition, while soil temperature of creeping forbs, succulents, and tall forbs was higher in high N addition (Figure 2a,b). N addition decreased organic carbon of succulents and C/N of creeping forbs, sod-forming graminoids, and succulents (Figure 2c,g), but increased AP of creeping forbs and tall forbs and NH_4_^+^-N of sod-forming graminoids and tall forbs (Figure 2d,f).
2.3. Effects of N Addition on Functional Traits of Four Functional Groups
Four plant functional groups exhibit distinct traits (Figure 3a). Creeping forbs have higher specific leaf area (SLA) and lower height. Sod-forming graminoids have higher specific root length (SRL) and specific root area (SRA). Succulents have thicker leaves and a higher leaf C/N ratio (LCN). Tall forbs have higher root length (RL) and root area (RA). Results of PCA analysis on four plant functional group traits revealed that the first two principal components accounted for 65.0–83.5% of the variability in traits (Figure 3b–e). For creeping forbs, PC1 and PC2 traits were characterized by high root tissue density (RTD), root C/N ratio (RCN), and low SRA and root nitrogen content (RNC), suggesting a conservative strategy for nutrient absorption and nitrogen utilization efficiency (Figure 3b). For sod-forming graminoids, the PC1 axis opposed leaf nitrogen content (LNC) and LCN, reflecting trade-offs between photosynthetic rate and stress resistance. The PC2 axis, which opposed RTD and SRL, was interpreted as representing root nutrient absorption trade-offs (Figure 3c). For succulents, the PC1 axis opposed RTD and SRL, reflecting root nutrient absorption trade-offs. The PC2 axis, which opposed RL and leaf carbon content (LCC), was interpreted as representing trade-offs in carbon partitioning and water absorption (Figure 3d). For tall forbs, the PC1 axis, which opposed RL and LCC, reflected carbon partitioning and water absorption trade-offs. The PC2 axis, which opposed RTD and SRA, was interpreted as representing trade-offs in root nutrient absorption (Figure 3e).
N addition did not affect PC1 traits of the four functional groups (Figure 3f), but significantly decreased PC2 traits of creeping forbs and sod-forming graminoids (Figure 3g).
2.4. Relationships Between Growth Performance, Aesthetic Value, and Predictor Variables of Different Functional Groups
For creeping forbs, belowground and total biomass were positively correlated with PC1 traits. Cover was positively correlated with NO_3_^−^-N, but negatively correlated with C/N. Aesthetic value positively correlated with NO_3_^−^-N and PC1 traits (Figure 4a,b). For sod-forming graminoids, belowground biomass, total biomass, coverage, and aesthetic value were positively correlated with PC1 traits (Figure 4a,c). For succulents, aboveground biomass positively correlated with PC1 and PC2 traits. Belowground and total biomass were positively correlated with PC1 and PC2 traits, and coverage positively correlated with PC2 traits. Aesthetic value was negatively correlated with C/N and PC1 traits, but positively correlated with PC2 traits (Figure 4a,d). For tall forbs, aboveground biomass was positively correlated with PC1 and PC2 traits. Belowground biomass was positively correlated with PC1 traits, but negatively correlated with PC2 traits. Total biomass was positively correlated with C/N and PC1 traits, and coverage positively correlated with PC2 traits (Figure 4a,e). Relationships between individual functional traits and growth performance and aesthetic values were similar to those of multiple traits (i.e., PC traits, Supplementary Materials S2, Figure S2).
3. Discussion
Our study evaluated the suitability of four plant functional groups under the background of nitrogen deposition in experimental green roof modules in North China. Our findings indicated that N addition had different effects on four plant functional groups. Importantly, high N addition decreased the plant growth performance and aesthetic value of sod-forming graminoids and tall forbs. Soil properties had a relatively minor impact on growth performance and aesthetic value, while plant functional traits can well explain the growth performance of different plant functional groups. Specifically, RA, RL, and RTD improved plant growth performance of creeping forbs; LA, LV, and LT improved plant growth performance of sod-forming graminoids; RTD, RCN, RL, and RA improved plant growth performance of succulents; and RL and RA improved plant growth performance of tall forbs (Figure 4 and Figure S2).
N addition significantly affected the plant growth of sod-forming graminoids and tall forbs rather than other functional groups, which indicated that the response patterns of different functional groups are inconsistent, supporting our Hypothesis 1. Biomass has been proven to be a comprehensive indicator to reflect growth status and adaptive capacity of plants to changing environmental conditions [13,14,17]. High N addition decreased the total biomass of sod-forming graminoids and tall forbs in green roofs (Figure 1). Compared with other functional groups, graminoids have higher specific root length, specific root area, and leaf nitrogen content (Figure 3a), which represents a resource use strategy with nutrient uptake and assimilation [27]. In our study, we found that high leaf nitrogen content (PC1 traits) promoted the growth of graminoids (Figure 4). Generally, graminoids prefer nitrate nitrogen, with high resource utilization rates and fast growth rates, and their growth is enhanced under nitrogen enrichment [17,25]. However, the growth of graminoids was inhibited in green roofs under high N addition. This might be due to the increased water demand of graminoids. We found that high N addition promoted root nutrient uptake of graminoids (Figure 3g, PC2 traits: higher SRL, SRA, and RNC). Resource-acquiring plants require higher water to maintain their high growth rates [8,28]. Considering frequent droughts in the rooftop, this shift would reduce plant fitness and hinder their growth [13,28].
Tall forbs did not change their resource use strategy under nitrogen addition, but their growth was inhibited (Figure 1). In our study, tall forbs have large roots (Figure 3a, higher root length and root area), which are physiologically relevant to root function, in particular to the uptake and conservation of water and nutrients [29]. These characteristics may make tall forbs insensitive to nitrogen addition. Nitrogen addition may reduce the growth of tall forbs by influencing environmental factors. We found a negative relationship between soil C/N and total biomass in tall forbs (Figure 4). Previous research has suggested that N addition affected plant growth by altering the availability of soil nutrients [13,16]. In our study, N addition increased ammonium (NH_4_^+^-N), especially for graminoids and tall forbs, which are consistent with N addition experiments [30]. Usually, plants freely absorb nitrogen in the form of ammonium and nitrate, but elevated ammonium concentrations can cause toxicity and inhibit plant growth [31,32]. Thus, there were negative correlations between ammonium (NH_4_^+^-N) and total biomass (Figure 4). However, these negative correlations were not significant, which may be due to the short study period. Previous studies have shown that the effects of N addition would be more pronounced over time [33]. In our study, soil properties had a relatively minor impact on plant growth and aesthetic value, which might be because other soil properties that we have not paid attention to have a stronger influence. For example, some studies found that soil acidification significantly affected the growth of different plants [12,13,34]. Future research should consider the impact of N addition on the soil acidification of green roofs. Considering that these modules only tested one growing season, we likely underestimate the specific responses of plant functional groups to N addition. In addition, seasonal and interannual variability, especially changes in rainfall and temperature, affect the growth of different plant species [2,35], and future research should also focus on the interactions between seasonal (interannual) variability and global climate change.
Compared to soil properties, plant functional traits can better explain changes in plant growth performance (Figure 4 and Figure S2). Plants with a resource-acquisition strategy are expected to grow better in high-resource environments, while resource-conservative plants are considered more adept and grow better in resource-scarce environments [27]. Considering nutrient leaching and its impact on water quality [3,36], we did not add any additional nutrients, except for 15% peat. So, the substrate fertility used for green roofs is usually low, which would limit the growth of plants. Combined with the water deficit faced by this habitat in North China, the rooftop would be unfavorable for the growth of resource-acquisition plants [37,38], such as graminoids and tall forbs. In our study, conservative traits (i.e., PC1 traits) in roots and leaves promoted plant growth in most cases (Figure 4). In graminoids, conservative traits (i.e., PC2 traits) did not increase plant growth, while acquisitive traits (i.e., PC1 traits) in leaves promoted belowground biomass through the transfer of photosynthetic products. In tall forbs, acquisitive traits (i.e., PC2 traits) in roots promoted aboveground biomass but inhibited belowground biomass (Figure 4a). These results indicated that the resource use strategies can be directly linked to plant growth [39] and that different plant functional groups exhibit variations in their adaptation to environments. Therefore, when trait data are available, plant candidates can be selected based on the resource use strategies represented by the traits [4].
The aesthetics of green roofs play a crucial role in their long-term acceptance by urban residents [3,6]. Throughout the entire experiment, all species survived, and most species from four plant functional groups were able to maintain a good relative appearance (i.e., RA near the value of 2). N addition decreased aesthetic value of sod-forming graminoids and tall forbs, which was similar to the change in total biomass. In this study, the high aesthetic value showed a combination of bright colors, compact structure, and vitality, which indicated that the plant is in a healthy state. Thus, plants with high aesthetic value had better growth performance (total biomass), except for succulents (Figure 4b–e). This may be because succulents have plenty of parenchyma in their stems, leaves, and roots for storing water and nutrients [23] and can sustain life and performance for a long time even under stress. We found a negative relationship between soil C/N and relative appearance in succulents, which indicated that high soil N improved plant vigor and aesthetic value [18]. We also demonstrated that functional traits could explain the changes in aesthetic value, except for tall forbs (Figure 4 and Figure S2). Specifically, long-lived leaves and roots promoted relative appearance of creeping forbs, while large leaves with high photosynthesis and large roots promoted relative appearance of sod-forming graminoids (Figure S2). For succulents, small and thick leaves, and roots with higher water acquisition promoted relative appearance (Figure S2).
In fact, the reduction in biomass under high N addition would limit the insulation capacity, retention capacity of active nitrogen, and carbon-storage capacity, which are considered ecological benefits of implementing green roofs [6,19,36]. Meanwhile, the aesthetic value loss caused by high nitrogen addition also reduced the attractiveness of these plant functional groups to urban residents [3]. We also found that nitrate nitrogen is beneficial for the creeping growth of the upper part of creeping forbs. Creeping forbs usually preferentially absorb nitrate nitrogen and expand their absorption of shallow nitrate nitrogen through creeping stems, promoting their photosynthetic capacity [16,17]. Thus, creeping forbs showed an increasing trend in biomass (Figure 1a,c). In such a scenario, creeping forbs and succulents, which can maintain stable growth and absorb nitrogen and reduce leaching of nitrogen from green roofs under N addition, are potential candidates for green roof implementation.
4. Materials and Methods
The study was carried out on a four-story building about 10 m high at Nankai University, Tianjin, China (38°59′16.08″N, 117°19′52.32″E). The study area has a temperate monsoon climate characterized by hot summers and cold winters. In this region, the annual average temperature is 13.8 °C, and the annual average precipitation is 704.5 Mm, respectively [8]. The average annual sunshine duration is 2470.9 h, with the higher values occurring from June to October (averaging approximately 222.2 h) [40]. Based on the data from 1980 to 2015, the total N deposition was approximately 35 kgN ha^−1^ yr^−1^ [11].
4.1. Plant Material
Eleven species were selected according to their life cycle type (perennial species), natural habitat (survive in shallow and/or barren soil), and aesthetic interest. These species belonged to four functional groups based on their similar morphologies and growth patterns (Table 1), including creeping forbs (Duchesnea indica, Potentilla reptans), sod-forming graminoids (Buchloe dactyloides, Carex duriuscula), succulents (Sedum lineare, Sedum aizoon, Hylotelephium erythrostictum), and tall forbs (Iris tectorum, Hemerocallis fulva, Coreopsis drummondii, Physostegia virginiana).
4.2. Experimental Design
In our experiment, we used customized green roof modules (30 cm × 30 cm × 25 cm, Figure S1), which were composed of a growing medium layer, a filter membrane (fabric filter about 2 mm thickness), a drainage system (30 mm height), and a root barrier layer (HDPE about 1.14 mm thickness) [8]. The substrate was composed of 40% pumice, 35% sand, 15% peat, and 10% vermiculite by volume. The initial nutrient contents of the substrate are relatively low (65.27 ± 3.52 mg g^−1^ for organic carbon, 4.58 ± 0.28 mg kg^−1^ for dissolved inorganic nitrogen, and 1.47 ± 0.27 mg kg^−1^ for available phosphorus in the substrate). A depth of 15 cm in each module was chosen for each module. All modules had the same growing substrate; only the planted vegetation differed between modules. Modules and substrate details are described in Supplementary Materials S1.
Two N addition treatments (3.5 gN m^−2^ yr^−1^ for low N addition, 10.5 gN m^−2^ yr^−1^ for high N addition) and a control treatment (0 gN m^−2^ yr^−1^) were simulated, and there were 33 modules per treatment (total 99 modules). Within each N addition group, one individual from each of the eleven species was randomly selected and planted into a module, with three replicates per species. The N addition treatment was conducted from 18 July to 21 October 2021. In the middle of each month, NH_4_NO_3_ was dissolved in 300 mL of water and added to the low-N and high-N addition treatments, while the control group received an equivalent volume of water. During the experiment, when there was no rainfall within a week, we carried out supplemental irrigation on the roof. Supplemental irrigation was provided equally to each module during the experiment.
4.3. Growth Measurements
At the end of the growing season, we harvested the aboveground and belowground parts of plant species for biomass calculation. Subsequently, the plants were oven-dried at 75 °C for 48 h until a constant weight was achieved. The total biomass (TB) was the sum of the aboveground (AB) and belowground biomass (BB). For plant cover, we took vertical pictures of the plants within each module using digital equipment. After geometric distortion correction and background interference removal, the proportion of plant pixel points to the total pixel points was calculated as an estimate of plant cover [4].
4.4. Aesthetic Evaluation
To evaluate the aesthetic value of plant species, some parameters considered in previous studies were adopted, such as leaf and stem color, number of leaves, stress states, plant survival, and vitality. Finally, three aesthetic parameters were selected, including plant and leaf color, plant shape, and plant vitality [3,5]. Before conducting the biomass collection, each parameter was observed and scored using a rating scale of one to three in each module. To minimize subjectivity, each scale value for the three parameters was linked to a distinct aspect of the plant. For plant color, a score of 3 represents optimal color richness, a score of 2 represents acceptable color richness, and a score of 1 represents aging or brown leaves. For plant shape, a score of 3 represents a compact shape, a score of 2 represents a partially open shape, and a score of 1 represents an amorphous plant. For plant vitality, a score of 3 indicates leaf swelling, a score of 2 indicates minimal leaf dehydration, and a score of 1 indicates that a few leaves are dehydrated. We calculated the relative appearance (RA) score as aesthetic value, that is, the average of the above three parameters.
4.5. Functional Trait Measurement
Considering the absorption, utilization and storage of light, and nutrients and water under N enrichment, we selected diverse functional traits that are closely related to these processes (Table S1), including leaf area (LA), leaf length (LL), leaf width (LW), leaf thickness (LT), leaf volume (LV), specific leaf area (SLA), leaf dry matter content (LDMC), leaf nitrogen content (LNC), leaf carbon content (LCC), leaf C/N ratio (LCN), plant height (H), root length (RL), root area (RA), root tissue density (RTD), specific root length (SRL), specific root area (SRA), root N content (RNC), root carbon content (RCC), and root C/N ratio (RCN). For example, SRL and SRA are closely correlated with assimilate utilization, nutrient uptake, and space niche in the canopy, while RTD is closely correlated with water transport and resource storage (Table S1).
We measured these functional traits of each species from 21 to 28 October 2021 under each N addition treatment. For each trait, three individuals from different modules were selected, then one leaf or root per individual was analyzed using the standard methods of Pérez-Harguindeguy et al. [41]. Fully expanded, young and healthy, undamaged leaves per species and fresh roots were selected for trait measurement. Briefly, fresh leaf and root mass were measured, and scanned to calculate LL, LW, and LA using ImageJ software (version 1.51j8) and to calculate RL, RA, and root volume using the WinRhizo root analysis system (version 2013e, Regent Instruments Inc., Canada). Then, leaf and root samples were oven-dried at 75 °C for 48 h to estimate the dry mass. SLA and SRA are the ratios of LA or RA to the dry mass of a leaf or root. LDMC is the ratio of leaf dry mass to fresh mass, and RTD is the ratio of root dry mass to root volume. Dry leaves or roots were powdered for the measurement of LCC, RCC, LNC, and RNC using an elemental analyzer. LCN and RCN are the ratios of LCC/RCC to LNC/RNC. For detailed information on trait measurement, refer to Supplementary Materials S1.
4.6. Soil Properties Measurement
Soil physicochemical properties were assessed using established soil analysis methods [42]. Prior to harvest, substrate moisture (SM) and temperature (Tem) in each module were measured using a ProCheck (Decagon Devices, Inc., Pullman, WA, USA). After harvest, substrate from each module was collected and analyzed for organic carbon (SOC), available phosphorus (AP), ammonium-N (NH_4_^+^-N), and nitrate-N (NO_3_^−^-N) content. SOC was measured using the potassium dichromate method, and AP was assayed using the Olsen method. NH_4_^+^-N and NO_3_^−^-N content was measured using the KCl extraction method. C/N ratio was calculated as the ratio of substrate C and N.
4.7. Statistical Analyses
The normality of the data was tested using the Kolmogorov–Smirnov test, and the homogeneity of the variances was determined using Levene’s test. A two-factor analysis of variance (ANOVA) using SPSS v20.0 (SPSS Inc., Chicago, IL, USA) was conducted to examine the effects of N enrichment and plant functional groups on the growth performance (AB, BB, and TB), plant cover, aesthetic value (RA), and soil properties (SM, Tem, SOC, AP, NO_3_^−^-N, NH_4_^+^-N, and CN). Then, the significance of differences among treatments was assessed using Tukey’s post hoc analysis.
In addition, principal component analyses (PCA) were conducted to characterize variations in plant traits across different plant functional groups. Then, regression analysis was used to assess the changes in plant traits (i.e., PC axes) with increased nitrogen addition. Correlation analysis and redundancy analysis (RDA) were performed to illustrate the relationship between growth performance, aesthetic value, and predictor variables (soil properties, plant functional traits) of different plant functional groups. The above analysis was conducted using ‘corrplot’ and ‘vegan’ packages in R4.1.2.
5. Conclusions
Our findings demonstrate that N addition had different effects on four plant functional groups, and decreased growth performance and aesthetic value of sod-forming graminoids and tall forbs. Nitrogen addition affected plant functional groups by altering plant resource utilization strategies. This study provides a valuable reference for plant selection in green roofs in temperate regions or other areas experiencing high nitrogen deposition, especially when selecting plant functional groups with conservative functional traits. It is worth noting that the robustness of these results needs to be tested on a longer time scale. Considering that monoculture of different plant functional groups was susceptible to environmental changes, combining different plant functional groups might achieve optimal growth and ecological benefits through plant species complementarity [8,43]. Further work should examine the suitability of different plant functional groups under different environmental changes to facilitate optimization of green roof performance in different regions, and analyze the changes in growth performance under the mixtures of different plant functional groups under environmental changes. In addition, given the rapid adoption of green roof systems in global cities, particularly with the increase in rooftop agriculture activities, evaluating the suitability of food species is also a future research focus under environmental changes [44].
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