Optimising coagulation/flocculation using response surface methodology and application of floc in biofertilisation
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Benedict Terkula Iber
, Victor Tosin Okomoda , Gary Petol Felix , Siti Rozaimah Sheikh Abdullah , Olakunle Oloruntobi , Awais Bokhari , Gaber E. Eldesoky , Sung Jea Park, Dongwhi Choi
, Lai Fatt Chuah
and Nor Azman Kasan
Abstract
Aquaculture effluent generation, an environmentally crucial process requires effective treatment. Simple methods like coagulation and flocculation are considered effective. In this study, chitosan from Black tiger shrimp, Penaeus monodon, was used to remove ammonia (NH3) and turbidity. Response surface methodology-optimised dosages (5.00, 12.50, and 20.00 mg·L−1), pH (5.00, 6.25, and 7.50), and settling times (5.00, 7.50, and 30.00 min) were applied. Water spinach, Ipomea aquatica, received an application for organic fertiliser after the nutrient status of the recovered floc was later determined. Results showed that at a dose of 16.25 mg·L−1, a pH of 7.5, and a settling time of 17.5 min, chitosan cleared 92.16% of the turbidity. After 30 min of settling, 84.42% of the NH3 was eliminated at 5 mg·L−1 and 7.5 pH. Both macronutrients (P, K, N, Mg, and Ca) and micronutrients (Co, Cu, Fe, Mn, Ni, Se, and Zn) are present in the newly discovered floc. Floc had safe low Pb and Ni levels. Plants treated with floc showed superior growth compared to those with commercial liquid fertiliser, confirming nutrient absorbability. Conclusively, this study provides an eco-friendly wastewater treatment method.
Graphical abstract

1 Introduction
Intensive aquaculture wastewater is rich in nitrogen and phosphorous among other plant nutrients that are often discharged in excess amounts into the environment [1]. These nutrients emanate from uneaten feed, pond fertilisation, faecal droppings, and other metabolic wastes during the aquaculture production process and accumulate in the wastewater [2]. When disposed indiscriminately, the environmental impacts range from eutrophication to ecosystem and biodiversity destruction, in addition to other serious health threats to human [3]. It has also been reported that some of the antibiotics applied in the control of aquatic diseases do not biodegrade completely and therefore carried along with the wastewater into the environment, leading to disruption of the ecosystem food chain [1]. Contamination of bays and the multiplication of disease-causing pathogens occasioned by the discharge of untreated aquaculture wastewater have also been reported [4].
Coagulation/flocculation has been identified as a simple and efficient process for wastewater treatment [5]. Other methods of wastewater treatment (i.e., activated carbon adsorption, advanced oxidation, magnetic and ion exchange, membrane filtration) and wastewater management systems (i.e., recirculating aquaculture system, biofloc technology) [6] have complex operational techniques and conditions that could limit their applicability. The use of metal-based coagulants, such as aluminium chloride, sodium aluminate, aluminium sulphate, ferrous sulphate, ferric sulphate, and ferric chloride, has already been studied on various sources of wastewater using the coagulation/flocculation process [7]. It is pertinent to note that these metal-based coagulants produce toxic sludge at the end of the treatment process, which is difficult to handle [8].
A biopolymer coagulant like chitosan is an ideal replacement for metal coagulants, particularly at this time when green technology has gained prominence at the international level. The best chitosan coagulant creates less sludge that can be easily used for various applications [2]. Chitosan is also natural, harmless, and eco-friendly. The conventional approach of modifying one interaction parameter while keeping the others constant in the coagulation/flocculation process utilising chitosan has received a lot of criticism for being unsustainable, time-consuming, and energy-intensive [9]. The more reliable response surface methodology (RSM) can identify the interactions and non-linear dependencies between the independent variables, leading to optimal conditions [10]. Therefore, RSM is used to overcome most of the shortcomings of the traditional coagulation process [11].
Sludge handling is one of the main difficulties in managing aquaculture wastewater [12]. Sludge must be disposed off, regardless of the treatment method. After wastewater treatment, large levels of nitrogen (N), phosphorous (P), potassium (K), ammonia (NH3), phosphate (PO4), and other micronutrients are typically preserved in the sludge, according to Saliu and Oladoja [13]. In addition, Kurniawan et al. [12] reported that the sludge of aquaculture effluent contained 2.5 mg·L−1 of phosphorus and 8.5 mg·L−1 of nitrogen, respectively. The utilisation of wastewater sludge recovered from aquaculture as organic fertiliser for plant growth has also been advocated considering its high nutrient status. However, sludge generated using metal coagulants is not suitable for this purpose [14]. This is because metal coagulants undergo oxidation in the sludge and bind nutrients, thereby making them unavailable for plant absorption and growth [15]. The utilisation of nutrient-rich floc from the application of natural coagulants, such as chitosan for crop production, would lead to a reduction in the use of chemical fertiliser, which has been associated with rising soil salinity to undesirable levels [16].
Water spinach, Ipomea aquatica, is a tropical free-floating plant with enormous ability to utilise N, P, cadmium (Cd), and chromium (Cr) as well as other relevant plant nutrients [17]. It is high in protein and used for human consumption as well as useful for the production of animal fodder [18]. The utilisation of aquaculture floc for the growth of vegetables such as water spinach would not only provide economic benefits but also help to close the nutrient cycle [19]. As a result, this study offers information on the RSM-based optimisation approach for floc recovery from aquaculture effluent. A wholistic approach to aquaculture wastewater handling was brought to bare in this study where the fate of floc from treated water was not left for nature to decide. This is different from many previous studies that considered only a single component of wastewater handling. In the present study, chitosan dosage, pH, and settling time were chosen as the process variables for optimisation, while turbidity and NH3 were selected as the response parameters. A higher percentage removal of response parameters was targeted by optimisation of the process conditions. Floc was evaluated for plant nutrients before being used as an organic fertiliser to boost the growth of I. aquatica. The effectiveness of floc treatment on plant growth was compared to that of commercial liquid fertiliser.
2 Materials and methods
2.1 Collection of wastewater and analysis of water quality parameters
The super-intensive shrimp farm in Bachok, Kelantan, Malaysia, provided the samples of aquaculture effluent. The Water Quality Laboratory at the Institute of Tropical Aquaculture and Fisheries (AKUATROP), Universiti Malaysia Terengganu, Malaysia, received these samples after they had been collected in plastic jerricans and transported on ice. The wastewater samples were received and kept at 4°C until further examination. Using the YSI ProDSS handheld multiparameter metre (SKU 626870-1), the initial water quality parameters of temperature, dissolved oxygen, total suspended solids, and pH were measured. A portable turbidity metre (HACH Model 2100P) was used to measure the wastewater’s initial and final turbidity; all the collected data are shown in Table 1. The percentage difference between the turbidity before and after coagulation/flocculation was used to calculate the percentage turbidity removal, as shown in Eq. 1. Using a handheld refractometer (Vee Gee 43036 STX-3), the salinity of the water was determined. A sample of water was placed on a glass plate for the test and the distance the light bent was measured by looking through the end of the droplet. This was carried out three times, and the average values were calculated.
Initial aquatic agriculture wastewater quality parameters
| Parameters | Unit | Value | Malaysia environmental quality (sewage) regulation standard 2009 (Pg. 3898) |
|---|---|---|---|
| Temperature | oC | 26.81 ± 0.15 | 40 |
| Dissolved oxygen | mg·L−1 | 2.53 ± 0.12 | >3 |
| Salinity | ppt | 13.23 ± 0.34 | |
| Turbidity | NTU | 78 ± 3.22 | <0.15 |
| Total suspended solid | mg·L−1 | 85 ± 3.21 | 50–100 |
| pH | — | 6.85 ± 2.11 | 6.0–9.0 |
| Ammonia (NH3) | mg·L−1 | 0.86 ± 0.15 | 0.25 |
| Nitrite (NO2) | mg·L−1 | 4.64 ± 0.24 | 1 |
| Phosphate (PO4) | mg·L−1 | 15.37 ± 1.03 | 0.05 |
Additionally, reagents, stock solutions, and standard solutions were made for the tests of NO2, NH3, and PO4. A 0.2 mL sulphanilamide solution was introduced to a test tube containing 0 mL of samples, standard solutions, and NO2 measurements. Then, 1 mL of NED reagent was added and instantly vortexed after 2–10 min. After 2 h, the sample combination was collected and analysed with a Shimadzu spectrophotometer (UV-1800, China) at 543 nm. To test for NH3, a test tube containing 10 mL of samples and standard solutions was filled with 0.4 mL of phenol solution, 0.4 mL of sodium nitroprusside, and 1 mL of an oxidising solution. After that, parafilm was placed over the test tubes, and they were allowed to cool for an hour at room temperature (20–27°C). After that, sample mixes were examined using a Shimadzu spectrophotometer (UV-1800, China) at 640 nm. Eq. 2 was used to calculate the amount of NH3 elimination. Similarly, PO4 was evaluated by adding 1 mL of prepared mixed reagent to 10 mL of samples and standard solutions in a test tube. Using a Shimadzu spectrophotometer (UV-1800, China) and the cadmium reduction method, extinction was recorded at 885 nm after 5 min and ideally within the first 2–3 h.
2.2 Preparation of chitosan coagulant solution
Before initiating the coagulation/flocculation process, daily fresh stocks of chitosan solution were prepared. To produce suitable conditions for the dissolution of chitosan particles, 2 g of powdered chitosan was combined with 1 g of 1% acetic acid and 97 g of distilled water [20].
2.3 Experimental design and optimisation
RSM was used to analyse experimental data using multiple linear regression and linear and quadratic fitting using the commercial programme Statistica. A rotating and spherical design of Box–Behnken design (BBD) used to optimise the number of tests to run during an experiment design [21]. It is a cube whose centre and midway both completely encircle a sphere. The relationship between the independent and dependent variables is often best revealed by a regression model [22]. In this study, we optimised the process parameters for removing turbidity and NH3 from shrimp aquaculture wastewater using RSM and an incomplete factorial design known as BBD. Chitosan dosage (mg·L−1), particle settling time (min), and pH, which are the independent variables, were each altered at three distinct levels and designated as X 1, X 2, and X 3, as presented in Table 2. Initial tests were conducted to establish the ideal values range for optimisation. The effluent’s pH levels were adjusted before adding the coagulant. This was performed by adding 0.1 M NaOH or 0.1 M HCl as necessary. To plan the experiment and examine the collected data, Statistica 12’s Design of Expert module was used. The results of a total of 15 experimental runs were documented.
Variable factors tested for P. monodon using the Box–Behnken design
| Variables | Symbol | Levels of variation | ||
|---|---|---|---|---|
| −1 | 0 | +1 | ||
| pH | X 1 | 5.00 | 6.25 | 7.50 |
| Coagulant dosage (mg·L−1) | X 2 | 5.00 | 12.50 | 20.00 |
| Settling time (min) | X 3 | 5.00 | 17.50 | 30.00 |
2.4 Coagulation/flocculation process
At the Water Quality Laboratory of AKUATROP, Universiti Malaysia Terengganu, flocculation of aquaculture wastewater was conducted using a laboratory-scale jar test apparatus (JLT-6, Velp Scientifica, Italia) with 2 L square jars outfitted with six paddle stirrers. During this test, a coagulant made from naturally occurring chitosan from P. monodon was used. An automated controller was used to mix the sample and wastewater in the test jar quickly and slowly. Following dosing, the test apparatus was set for quick mixing for 2 min at 150 rpm and slow mixing for 30 min at 40 rpm to allow for flocculation. The upper portion of the treated water was taken and tested for ultimate turbidity and NH3 at the predetermined period of settling (for example, 5, 17.5, and 30 min). At room temperature, the removal efficiencies of NH3 (%) and turbidity (%) were assessed.
2.5 Fitness of mathematical model
By examining the importance and consistency of each model’s determination ratios (R 2), R 2-adjusted, and lack of fit, the current study investigated the suitability of the regression model. To evaluate the statistical significance of the fitness of the quadratic model as well as the relevance of the various response factors and their interactions, a statistical analysis of variance (ANOVA) was also performed. These investigations made use of the general quadratic equation model, denoted by the following equation:
where yᵢ represents the response, x i is the input factors, β₀, βᵢᵢ (i = 1,2,…, k),ᵢⱼ (i = 1,2, …, k; j = 1, 2, …, k) are unknown parameters, and ε is a random error.
2.6 Validation of the developed model
The current study tested the validity of the constructed model by running three separate tests with the optimum values found throughout the procedure’s optimisation for turbidity removal and NH3. Independent student t-tests with a 95% confidence level were used to examine replicate values from the experimental runs [23].
2.7 Nutritional analysis of planting soil and recovered solid
Following the methodology previously used by Saliu and Oladoja [13], nutrient element analysis of the flocs (Figure 1) and the planting soil was carried out at the Institute of Oceanography (INOS) and Faculty of Fisheries and Food Science (FPSM), Universiti Malaysia Terengganu laboratories. Next, a muffle furnace was used to heat a precisely measured crucible containing 0.5 g of the sample. The furnace’s temperature was raised gradually to 500°C and maintained there for 5 h. A 2 mL of concentrated HCl was then added once the crucible and its contents had cooled after heating. The ash and acid were then allowed to evaporate in a boiling pot that was heated to 70°C until dry. Then, 50 mL of 20% HNO3 was added, and the mixture was heated to 70°C in a water bath for 1 h in a crucible. The mixture was then transferred to a 100 mL volumetric flask and adjusted to the necessary concentration using distilled water. Whatman No. 2 filter paper was used to filter the solution after it had been vigorously shaken. Finally, using an Octupole Reaction System (Agilent HP 7500c) and inductively coupled plasma mass spectrometry, Agilent, United States, analysed the nutrients in the filtrate.

Sample of floc recovered from aquaculture wastewater.
2.8 Experimental procedure and design for plant growth using the floc
At the Universiti Malaysia Terengganu, plant experiments were carried out in a greenhouse with a plastic top and sides covered in nets to control the weather. I. aquatica seeds were bought and transferred to the greenhouse from an agro-allied store in Kuala Terengganu, Malaysia. They were placed inside a peat moss substrate-filled germination tray that was 3.8 cm in diameter and 10 cm deep (Figure 2). In line with Fernández-Delgado et al. [24], germination trays were kept at room temperature, watered twice daily, and also provided adequate access to air and sunlight. After 15 days from the time of planting, three seedlings were transplanted into plastic pots with the following dimensions: 19 cm × 16.8 cm × 26 cm.

Water spinach, Ipomea aquatica seedlings on germination tray at day 7.
According to Table 3, a planting experiment utilising a completely randomised design allowing four treatments with five replications was carried out in the current study. T1 stood for “sand only,” T2 for “sand and floc,” T3 for “sand and liquid fertiliser from a commercial source,” and T4 for “mixed soil.” The sand was placed into each pot, which was then organised according to the various treatments (Figure 3). Each pot contained 1,500 g (1.5 kg) of the growing medium. For usage in this investigation, agro shops sold commercial liquid fertilisers (AB) (Figure 4). The two mixing elements that combine to form the secure chemical liquid fertiliser AB are known by the labels A and B. While iron and calcium nitrate make up the A portion, the B element is made up of potassium nitrate, magnesium sulphate, monopotassium phosphate, manganese sulphate, zinc sulphate, copper sulphate, boric acid, and ammonium molybdate [25].
Completely randomised design for replication and experimental procedures
| T1R1 | T2R2 | T3R3 | T4R4 | T1R5 |
| T2R1 | T3R2 | T4R3 | T1R4 | T2R5 |
| T3R1 | T4R2 | T1R3 | T2R4 | T3R5 |
| T4R1 | T1R2 | T2R3 | T3R4 | T4R5 |
T = treatment; R = replication.

Newly transplanted Ipomea aquatica at day 15.

Commercial liquid fertiliser.
Prior to application, flocs and liquid fertiliser underwent tests for electrical conductivity (EC), salinity, pH, and total dissolved solids (TDS). To lower the EC to a level that was comparable to that of liquid fertiliser, flocs were 100% diluted first with tap water according to the method employed by Armenta-Bojórquez et al. [26]. Table 4 displays the initial characteristics of the liquid fertiliser and floc during the application process. Twice weekly until harvest, 100 mL of liquid floc and 100 mL of commercial liquid fertiliser were added to plastic containers with the markings T2 and T3. Ten fertilisations were carried out from day 20 to day 55, totalling 1,000 mL of the selected fertiliser in each pot. Plant irrigation was performed twice daily, at 8 a.m. and 5 p.m., and 100 mL of commercial liquid fertiliser was added every third day in line with the manufacturer’s instructions for applying liquid fertiliser to vegetable crops. The experiment took 55 days from seed to harvest (or 7 weeks and 6 days).
Initial parameters for commercial liquid fertiliser and floc
| Parameter | Commercial liquid fertiliser | Floc |
|---|---|---|
| Conductivity (S·m−1) | 0.98 | 8.77 |
| pH | 6.17 | 7.01 |
| Salinity (ppt) | 0.46 | 10.70 |
| TDS (mg·L−1) | 610 | 11,720 |
2.9 Plant analysis
Only four randomly chosen plants that accurately represented the treatments were sampled out of each treatment’s five replications. After watering the soil and moistening the plants, they were carefully plucked and placed into plastic bags with labels showing the treatments and replications they had received. They were then brought to the Water Quality Laboratory, AKUATROP for a growth performance characteristic examination. The morphological parameters of the plants were noted at both the early stage during transplantation (initial growth parameters) and upon harvesting after 55 days (final growth parameters). The plant height (measured from the plants’ stem bases to their peaks) and the root lengths (measured in cm using a table ruler) were the two morphological growth parameters examined in this study. Other growth indicators were also assessed, including root volume (calculated in cm3), plant fresh and dry mass, and leaf count (individual plant’s total leaves produced). As soon as the plant was removed from the earth, a digital weighing balance was used to determine its full mass. The plants were placed in a petri dish after measuring their fresh mass and were heated to 70°C to achieve complete drying. This finding was consistent with Acharya and Kumar [27]. The plants were weighed once more to determine their dry mass in grams, and the relationship outlined in Eq. 4 was utilised to calculate the percentage change in growth characteristics.
2.10 Statistical analysis
ANOVA, regression, and other analyses of the coagulation/flocculation experiment data were completed using Statistica version 12 and Minitab. The statistical evaluation of plant growth factors and nutrients was completed using SAS version 17. By using a one-way ANOVA, the impact of applying flocs on the development of I. aquatica was assessed. Also, a post hoc Tukey test with a 95% confidence interval was used to identify any significant differences between treatment means.
3 Results and discussion
Table 5 displays the experimental results of NH3 and turbidity reduction using chitosan from P. monodon. For a model to fit well, a substantial model term is preferred. The BBD in the table was used to create mathematical formulas that predict the results (Y) based on the amount of coagulant (X 1), the pH (X 2), and the time it takes to settle (X 3), taking into account constant first-order effects, quadratic effects, interaction effects, and second-order effects. The “goodness of fit” of the acquired results was then evaluated using ANOVA.
Coagulation/flocculation design matrix and BBD experimental results
| Runs | X 1 | X 2 | X 3 | pH | Dosage (mg·L−1) | Settling time (min) | % turbidity removal | % NH3 removal |
|---|---|---|---|---|---|---|---|---|
| 1 | −1 | −1 | 0 | 5 | 5 | 17.5 | 78.73 | 67.54 |
| 2 | 1 | −1 | 0 | 5 | 20 | 17.5 | 82.02 | 76.31 |
| 3 | −1 | 1 | 0 | 7.5 | 5 | 17.5 | 85.52 | 82.98 |
| 4 | 1 | 1 | 0 | 7.5 | 20 | 17.5 | 92.16 | 77.75 |
| 5 | −1 | 0 | −1 | 6.25 | 5 | 5 | 76.83 | 75.79 |
| 6 | 1 | 0 | −1 | 6.25 | 20 | 5 | 79.5 | 82.46 |
| 7 | −1 | 0 | 1 | 6.25 | 5 | 30 | 81.19 | 84.42 |
| 8 | 1 | 0 | 1 | 6.25 | 20 | 30 | 82.02 | 73.69 |
| 9 | 0 | −1 | −1 | 5 | 12.5 | 5 | 80.38 | 64.79 |
| 10 | 0 | 1 | −1 | 7.5 | 12.5 | 5 | 84.88 | 76.18 |
| 11 | 0 | −1 | 1 | 5 | 12.5 | 30 | 84.45 | 70.81 |
| 12 | 0 | 1 | 1 | 7.5 | 12.5 | 30 | 87.83 | 77.49 |
| 13 | 0 | 0 | 0 | 6.25 | 12.5 | 17.5 | 87.12 | 84.16 |
| 14 | 0 | 0 | 0 | 6.25 | 12.5 | 17.5 | 84.99 | 82.98 |
| 15 | 0 | 0 | 0 | 6.25 | 12.5 | 17.5 | 86.16 | 80.10 |
3.1 Removal of turbidity and NH3 from aquaculture wastewater using chitosan coagulant
Model prediction uncertainty mainly depends on the sample size and the model coefficients [28]. A small sample size results in high variability and bias. If the sample size is too large, numerical overflow and high costs will occur. Therefore, it is essential to consider the optimal sample size when building reliable statistical models [29]. In this study, the models established using BBD were optimised for sample size, resulting in very low uncertainty bounds. The model coefficients, some of which were determined to be inconsequential, are the other crucial factors that contribute to uncertainty. The generated mathematical models with linear-linear interactions of operating factors produced poor adequacy with very low coefficients of determination and failed to describe the entire experimental data after numerous attempts at fitting the experimental data into regression equations. Eqs. 5 and 6 show the ideal regression model that was identified from the experimental data after several candidate models had been tested: a quadratic model with the linear interaction of operating parameters.
A model must have a coefficient of determination of at least 80%, a lack of fit that is not statistically significant, and a good R 2-adjusted (R 2) before it can be considered sufficient [30]. The models in the present study were sufficient, as shown by the turbidity and NH3 removal R 2 values and R 2-adjusted values, as well as their lack of fit as indicated in Tables 5 and 6. This further suggests that the reduction of turbidity and NH3 from the wastewater was significantly impacted by the process variables and levels taken together. According to Ghafari et al. [31], a high value of R 2 that should be close to 100% and in close range with the R 2-adjusted value is desired and necessary for a model to be appropriate. The statement went on to say that a high R 2 ensures a good modification of the model data. High R 2 also demonstrates that the chosen model adequately explained the majority of the overall variation in the responses received [28]. Table 5 demonstrates that there was no discernible interaction between the variable components. This indicates that changing one did not change the other. Table 6 shows that the significant effects of independent components were linear, quadratic, and interactive. Particularly, the only significant linear factor was pH. Furthermore, the dosage-dependent quadratic effect of chitosan was insignificant; nevertheless, its combination with pH had a substantial impact on the elimination of NH3. Only 4.55% of the elimination percentage could not be explained by the model, according to the model’s R 2 of 95.45% (Table 7).
where X 1 = A = dosage, X 2 = B = pH, and X 3 = C = settling time.
ANOVA for the turbidity removal quadratic model
| Source | DF | Adj SS | Adj MS | F-Value | P-Value |
|---|---|---|---|---|---|
| Model | 9 | 207.932 | 23.1035 | 6.53 | 0.026 Sig. |
| Linear | 3 | 123.639 | 41.2130 | 11.65 | 0.011 Sig. |
| X 1 | 1 | 22.546 | 22.5456 | 6.37 | 0.053 Sig. |
| X 2 | 1 | 76.942 | 76.9420 | 21.75 | 0.006 Sig. |
| X 3 | 1 | 24.151 | 24.1513 | 6.83 | 0.047 Sig. |
| Square | 3 | 80.327 | 26.7757 | 7.57 | 0.026 Sig. |
| X 1 × X 1 | 1 | 33.037 | 33.0372 | 9.34 | 0.028 Sig. |
| X 2 × X 2 | 1 | 8.405 | 8.4049 | 2.38 | 0.184 |
| X 3 × X 3 | 1 | 38.135 | 38.1349 | 10.78 | 0.022 Sig. |
| Two-way interaction | 3 | 3.966 | 1.3219 | 0.37 | 0.776 |
| X 1 × X 2 | 1 | 2.806 | 2.8056 | 0.79 | 0.414 |
| X 1 × X 3 | 1 | 0.846 | 0.8464 | 0.24 | 0.645 |
| X 2 × X 3 | 1 | 0.314 | 0.3136 | 0.09 | 0.778 |
| Error | 5 | 17.684 | 3.5368 | ||
| Lack-of-fit | 3 | 15.408 | 5.1361 | 4.51 | 0.187 Not Sig. |
| Pure error | 2 | 2.276 | 1.1379 | ||
| Total | 14 | 225.616 | |||
| R 2 | 92.16 | ||||
| R 2 adj. | 78.05 |
ANOVA for the NH3 removal quadratic model
| Source | DF | Adj SS | Adj MS | F-Value | P-Value |
|---|---|---|---|---|---|
| Model | 9 | 485.032 | 53.892 | 11.67 | 0.007 Sig. |
| Linear | 3 | 159.184 | 53.061 | 11.49 | 0.011 Sig. |
| X 1 | 1 | 0.034 | 0.034 | 0.01 | 0.935 |
| X 2 | 1 | 152.688 | 152.688 | 33.06 | 0.002 Sig. |
| X 3 | 1 | 6.462 | 6.462 | 1.40 | 0.290 |
| Square | 3 | 195.612 | 65.204 | 14.12 | 0.007 Sig. |
| X 1 × X 1 | 1 | 0.235 | 0.235 | 0.05 | 0.831 |
| X 2 × X 2 | 1 | 156.982 | 156.982 | 33.99 | 0.002 Sig. |
| X 3 × X 3 | 1 | 47.201 | 47.201 | 10.22 | 0.024 Sig. |
| Two-way interaction | 3 | 130.236 | 43.412 | 9.40 | 0.017 Sig. |
| X 1 × X 2 | 1 | 49.000 | 49.000 | 10.61 | 0.023 Sig. |
| X 1 × X 3 | 1 | 75.690 | 75.690 | 16.39 | 0.010 Sig. |
| X 2 × X 3 | 1 | 5.546 | 5.546 | 1.20 | 0.323 |
| Error | 5 | 23.096 | 4.619 | ||
| Lack-of-fit | 3 | 14.372 | 4.791 | 1.10 | 0.509 Not Sig. |
| Pure error | 2 | 8.723 | 4.362 | ||
| Total | 14 | 508.127 | |||
| R 2 | 95.45 | ||||
| R 2 adj. | 87.27 |
Note: only terms with * in the equation are significant.
where X 1 = A = dosage, X 2 = B = pH, and X 3 = C = settling time.
Note: only terms with * in the equation are significant.
The present study’s maximum turbidity removal (92.16%) occurred at a chitosan dose of 16.25 mg·L−1, a pH of 7.5, and a settling period of 17.5 min (Figure 5). This was comparable to the earlier study on stabilised leachate (94.0%) and textile industrial wastewater (94.9%) using chitosan as the flocculant and coagulant [31]. Other investigations utilising different coagulants or flocculants have also been carried out [12]. In the present study, it was discovered that removal effectiveness declined as one moved away from the process parameters’ optimum values. This indicates that the reaction declines as any of the examined factors rise or fall. From the aforementioned, it should be clear that the established turbidity removal model equation can be utilised to calculate the specified percentage of removal without the non-significant terms. Using a Pareto chart, how each impact affects a response can be seen as how important each impact is [30]. In the present investigation, dose and settling time had less of an impact on turbidity removal than did the linear effect of pH (Figure 6). The fitted surface plot (Figure 7) further demonstrated that a higher pH will result in more turbidity removal.

Predicted and desirable % turbidity removal.

Pareto chart for standardised effects of the independent factors and interactions for % turbidity removal.

Fitted surface plots of % turbidity removal in 3D.
According to Xiao et al. [32], the two main components of aquaculture wastewater are ammonia (NH3) and nitrite (NO2), which are metabolic byproducts of leftover feed and fish faeces. Aquaculture wastewater has been shown to contain up to 103.7 mg·L−1 of NH3 at a pH of 8.1 and a salinity of 28.6 ppt [33]. According to Wang et al. [34], NH3 from aquaculture wastewater is naturally removed from mangrove wetlands at a rate of 65%. They also noted that pH, temperature, amount of dilution, and salinity have a significant impact on this rate of removal. This investigation shows that, at a dosage of 5 mg·L−1 and a pH of 7.5, chitosan effectively eliminated 84.42% NH3 from aquaculture effluent after 30 min of settling (Figure 8). Chitosan has been shown in related research to be capable of eliminating and absorbing up to 7.6 mg·g−1 of NH3 after 180 min at pH 8. Additionally, it showed that clearance rates rise as pH rises [35]. The results of this investigation corroborated those of Alvarez and Otero [36], who showed that chitosan effectively removed 84.9% of NH3 from the effluent of marine food canning businesses. Additionally, Kumar et al. [37] could only remove 49.1% of NH3 from shrimp cultivation effluent, which is a lower percentage than the current study. The Pareto chart’s findings also demonstrated that pH had a dominant impact on NH3 elimination in this investigation (Figure 9). Response surface plots, which make the relationship between the experimental data and the response simple to visualise, were used to display the constructed model graphically [38]. So, for pH and settling time, the optimal ranges for NH3 removal were 7.0–7.6 and 26–30 min, respectively (Figure 10).

Predicted and desirable % NH3 removal.

Pareto chart for standardised effects of the independent factors and interactions for % NH3 removal.

3D fitted surface plots of NH3 percentage removal.
3.2 Validation of the adequacy of predicted models
The validation experiments using the optimised conditions were carried out in triplicate to minimise error. As shown in Table 8, the experimentally derived and model-estimated removal efficiencies were in close agreement for all response parameters. These results demonstrated the validity of the reaction model. Moreover, the errors for these validation runs ranged from 0% to 4.0% and are in good agreement with the predicted values with less than 10% error. This submission concurs with Priyatharishini and Mokhtar [39], who said that where the experiment involves many numbers of variables, a percentage error of less than 10% is typically acceptable. Additionally, experimental data must be contained within the model’s 95% prediction interval. In the validation experiment, this was likewise met. The resulting model response predictions were regarded as being of high quality because the discrepancies between the projected and experimental results fell within an acceptable range.
Results of validation experiments
| Response parameters | |||||
|---|---|---|---|---|---|
| Turbidity removal | NH3 removal | ||||
| Predicted (%) | Experimental (%) | Error (%) | Predicted (%) | Experimental (%) | Error (%) |
| 92.16 | 93.39 | 1.23 | 84.42 | 85.97 | 1.55 |
3.3 Nutrient content of recovered floc
The amount of nutrients in the recovered solid from aquaculture wastewater as well as the growing media were tested to ascertain their suitability for plant growth. Generally, the use of recovered solids from wastewater as organic fertiliser and soil conditions has been confirmed to vary with the composition of substances being applied and the pH, with recommended ranges between 6.5 and 7.5 [13]. Following this recommendation, the pH value of the floc (6.91) in the present study was considered suitable for the application. Fish excretion and the rotting of meal residues in the water have both been linked to pollutants in aquaculture wastewater. The macronutrients (C, Ca, H, K, Mg, N, O, P, and S) and micronutrients (B, Cl, Co, Cu, Fe, Mn, Mo, Ni, Se, Si, and Zn) required for plant growth are abundant in these pollutants, which may be collected in the form of suspended particles [40]. Additionally, Al, As, Ba, Bi, Cd, Cs, and Pb present in wastewater-suspended particles are implicated in having a harmful effect even at minuscule amounts of less than 100 ppm, according to Akter et al. [41].
Macronutrients are crucial components that plants need in considerable amounts (over 10 moles per kg dry matter) to promote healthy growth and development. In contrast, lower levels of micronutrients (below 10 moles/kg dry matter) are required for a number of essential plant processes [16]. The main nutrients found in this study were Ca, K, Mg, N, and P, but minor amounts of micronutrients like Co, Cu, Fe, Mn, Ni, Se, and Zn were also present. Additionally, the presence of trace amounts of As, Al, Cd, Cr, and Pb was also noted. N is a key nutrient for plants and is essential for their growth, somatic embryogenesis, chlorophyll synthesis, photosynthesis, cell division/differentiation, and electron transport [42]. According to Effendi et al. [43], P is mostly linked to improving water usage efficiency, encouraging leaf expansion, and increasing axillary bud and shoot canopy development. As opposed to this, K plays a major role in protein synthesis, water balance, and plant growth [44]. For sand, floc, and mixed soil, the study reported N values of 0.01%, 5.94%, and 0.09%, respectively. The flocs are suitable as growth enhancers because of their comparatively high N content [44]. According to Kala et al. [45], an organic compound needs to have a N content of between 5% and 10% to qualify as fertiliser. According to the results of the P content analysis, floc (41,895 mg·kg−1), mixed sand (2,486 mg·kg−1), and soil (4,810 mg·kg−1) had the highest P concentrations. The reported P content of 54 mg·kg−1 in silty loam sand by Bender and van der Heijden and in farmyard manure by Dutta and Banik [44] was exceeded by these values. The excess excrement and feed from the cultivated shrimps, which contributed to the wastewater’s composition, may be blamed for the floc’s high P content (Alnawajha et al., [40]). According to Jana et al. [46] and Dutta and Banik [44], normal wastewater K content values fall within 1.5–3.0% and 10–40 mg·L−1 (K). To encourage better crop growth, Bender and van der Heijden [47] suggested a K level of 391 mg·kg−1 in organic fertilisers. In this investigation, the mixed soil (4816.3 mg·kg−1) had the highest K values, followed by the floc (4,424.5 mg·kg−1) and the sand (761.11 mg·kg−1).
According to the study, the sources had falling Ca levels, with concentrations of 18,128 mg·kg−1 for floc, 17,461 mg·kg−1 for mixed soil, and 7,834.7 mg·kg−1 for sand, respectively. Other types of shell deposits that were present in the wastewater and likely settled next to the suspended materials during coagulation and flocculation may be to blame for the higher Ca levels in the floc. It is well known that the bases of Mg and Ca are frequently present in soil as oxides and carbonate hydroxides. Their availability and use in organic fertilisers contribute to improving plant nutrient accessibility and reducing soil acidity [45]. The findings reported by Bender and van der Heijden [47] are consistent with the high Ca content seen in this investigation. However, compared to Ca, Mg concentrations in the soil and floc were noticeably lower. The highest Mg values were found in the floc (6,798.9 mg·kg−1), then in the mixed soil (1,747.8 mg·kg−1), and lastly in the sand (370.85 mg·kg−1). The seawater used for shrimp culture, from which the flocs were derived, is where the magnesium in the flocs originated. It has been demonstrated that elements like pH, EC, and soil organic matter have a significant impact on the dynamics and transformation of micronutrients in the soil. In plant nutrition, their role, which primarily entails acting as co-factors of several enzymes responsible for the metabolism of organic molecules (carbohydrates, nucleic acids, proteins, and lipids), is essential [48].
According to Wang et al. [49], organic fertilisers contain trace metals such as Pb (3.5 mg·kg−1), Cd (0.3 mg·kg−1), and Cr (55.9 mg·kg−1), as well as micronutrients like Cu (2.9 mg·kg−1), Zn (2.8 mg·kg−1), Fe (16.3 mg·kg−1), and Mn (6.2 mg·kg−1). The essential micronutrients for healthy plant development and growth, according to Kaur et al. [42], are Fe, Zn, Mn, Cu, B, Cl, Mo, and Ni. In the current study, the majority of the trace elements and micronutrients (Fe, Cd, Pb, Al, Cr, and Co) were higher in the sand than in the floc and mixed soil, except for Zn, Ca, Cu, Mn, and As, which were higher in the floc. while Se could only be found in mixed soil. The levels of micronutrients and trace elements found in this study were greater than those suggested for organic fertilisers by Wang et al. [49] and Dhaliwal et al. [48].
In general, the floc’s composition under ideal conditions compared favourably with the requirements of the European Parliament and Council’s Regulation (EU) 2019/1009 on CE-marked fertiliser goods (European Commission, 2019). The substance must satisfy at least one of the three minimum nutritional concentrations (2% TN, of which 0.5% is organic nitrogen, 2% P as P2O5, and/or 2% w/w K as potassium oxide (K2O), according to the EU Regulation). Additionally, the level of pollution cannot exceed the restrictions outlined in the EU Regulation. Quantities of 0.4 mg Cd per kg, 0.02 mg Hg per kg, 9.2 mg Ni per kg, and 6.6 mg Pb per kg were recommended within the confines of the EU Regulation. Heavy metals, including Ni, Cd, Cr, and Pb, are often best absorbed under acidic or neutral (pH 7) conditions. In the current investigation, floc had decreased levels of Pb and Ni but no Hg or Cd. In an alkaline medium, plants are unable to absorb these metals. As a result, I. aquatica tissues may not have absorbed or bioaccumulated Pb and Ni due to the floc’s somewhat basic pH. Due to its European Conformity (CE) certification, the floc developed in this study might be considered fertiliser [24]. The fact that the nutrient element N is the most limited in marine water may account for N’s typically low level in the floc found in this current investigation. This is consistent with Effendi and Giri [50]. The sludge from aquaculture wastewater, according to Fu et al. [51], contains up to 7–32% of the total nitrogen and 30–84% of the total phosphorus. In addition, P was found in the floc at the highest level compared to every other nutrient element in this investigation.
This is because effluent from aquaculture contains more sources of the element, such as uneaten feed and decomposing organic material. The amount of P found in aquaculture wastewater as measured in this study is consistent with those of Delaide et al. [19], who found that sludge had a greater content of P. However, according to Goddek and Körner [52], among other macronutrients, aquaculture sludge contains 6% nitrogen, 18% phosphorus, 6% potassium, 16% calcium, and 89% magnesium. In addition (based on dry matter), 24% iron, 86% manganese, 47% zinc, and 22% copper were reported for micronutrients. The management strategies used during the fish production period may have had an impact on the variability in the nutrient levels in floc obtained in the current study and earlier investigations (Table 9).
Plant nutrients in experimental soil and aquaculture wastewater flocs
| Element | Floc | Sand | Mixed soil | Sowing soil |
|---|---|---|---|---|
| N (%) | 5.94 | 0.01 | 0.09 | 1.09 |
| Cu (mg·kg−1) | 93.55 ± 0.41 | 25.41 ± 0.48 | 24.85 ± 0.16 | 21.38 ± 0.53 |
| P (mg·kg−1) | 41895 ± 281.1 | 2486.6 ± 19.23 | 4810.9 ± 17.01 | 1409.2 ± 9.27 |
| K (mg·kg−1) | 4424.5 ± 8.28 | 761.11 ± 12.53 | 4816.3 ± 66.48 | 1045.1 ± 15.58 |
| Mn (mg·kg−1) | 305.71 ± 7.96 | 53.18 ± 0.92 | 127.85 ± 0.99 | 62.67 ± 1.91 |
| Zn (mg·kg−1) | 242.96 ± 1.05 | 65.18 ± 1.84 | 35.45 ± 0.38 | 25.61 ± 0.03 |
| Ca (mg·kg−1) | 18128 ± 79.21 | 9523.00 ± 183.55 | 7834.7 ± 81.93 | 17842 ± 288.24 |
| Mg (mg·kg−1) | 6798.9 ± 27.01 | 370.85 ± 6.98 | 1747.8 ± 12.89 | 2507.9 ± 36.77 |
| Fe (mg·kg−1) | 1531.1 ± 41.61 | 3324.0 ± 60.42 | 188.41 ± 325.63 | 1627.6 ± 48.48 |
| Cd (mg·kg−1) | ND | 1.42 ± 0.04 | 1.03 ± 0.03 | ND |
| Se (mg·kg−1) | ND | ND | 5.53 ± 2.38 | ND |
| Al (mg·kg−1) | 637.03 ± 2.02 | 2397.4 ± 37.75 | 303.24 ± 238.28 | 912.42 ± 20.78 |
| Cr (mg·kg−1) | 5.78 ± 0.19 | 181.84 ± 3.08 | 181.15 ± 1.28 | 13.23 ± 0.08 |
| Ni (mg·kg−1) | 15.59 ± 0.16 | 88.41 ± 0.44 | 74.96 ± 0.44 | 8.85 ± 0.07 |
| As (mg·kg−1) | 1.31 ± 0.85 | ND | ND | 10.22 ± 1.46 |
| Co (mg·kg−1) | 3.18 ± 0.05 | 4.56 ± 0.09 | 4.23 ± 0.22 | 1.17 ± 0.06 |
| Pb (mg·kg−1) | 4.71 ± 1.12 | 10.36 ± 0.99 | ND | 4.15 ± 0.59 |
ND: not detected; values are presented as mean ± std.
3.4 Growth analysis of I. aquatica
I. aquatica, a free-floating tropical herb commonly found growing in marshy areas and canals, is thought to be subaquatic [17]. According to Jampeetong et al. [18], it is renowned for its high tolerance and capacity to both use and eliminate significant amounts of Cu, Cd, N, and P from soil and water. This action therefore prevents Cu toxicity in the soil by absorbing and storing excess Cu in the plant [53]. Generally, sandy soil is considered poor in terms of plant nutrients due to the high level of leaching associated with it. Therefore, the addition of flocs to the sand in this study may have been an efficient strategy for enhancing the nutrient availability of the mix for improved growth of I. aquatica.
In terms of root volume and length, plant height, leaf count, fresh and dry mass, floc treatment, or no floc treatment units, the plant yield was measured at 55 days. Figure 11 depicts how the plants look after being harvested. Final growth parameter results showed that higher values were obtained from plants treated with flocs, while the lowest values were recorded from experimental units with sand only (Table 10). The highest percentage differences were also recorded in plants treated with floc. The obvious fact of better mineralisation of nutrients in the flocs from the aquaculture wastewater may have been responsible for the advantageous growth and yield of I. aquatica grown on them. According to Acharya and Kumar [27], the growth of Chinese garlic plants and the number of leaves did not significantly increase after the application of organic fertiliser made from chicken dung containing 3.03% N. In disagreement, this study recorded the highest percentage change in plant height from plants treated with floc (78.67%), followed by sand-commercial liquid fertiliser mix (74.95%), and the least obtained from sand medium only (63.41%). Similarly, differences in leaf count were also observed to be highest in floc and least in plants treated with only sand (55.26%) (Figure 12).

I. aquatica after five treatments at harvest (55 days).
Final plant growth parameters
| Treatment | Root length (cm) | Root volume (cm3) | Plant height (cm) | Fresh mass (g) | Dry mass (g) | Leave count |
|---|---|---|---|---|---|---|
| T1 (sand only) | 6.98 ± 0.50c | 2.30 ± 0.58b | 35.20 ± 1.24d | 1.53 ± 0.07d | 0.16 ± 0.01c | 9.50 ± 0.58c |
| T2 (sand + fert.) | 8.23 ± 0.31b | 2.88 ± 0.25b | 51.45 ± 1.08b | 2.41 ± 0.10b | 0.21 ± 0.01b | 13.00 ± 0.82b |
| T3 (sand + floc.) | 9.80 ± 0.23a | 4.05 ± 0.19a | 60.25 ± 1.31a | 3.16 ± 0.12a | 0.30 ± 0.02a | 16.25 ± 0.96a |
| T4 (mixed soil) | 7.18 ± 0.46c | 2.43 ± 0.17b | 43.70 ± 1.12c | 1.84 ± 0.18c | 0.18 ± 0.03bc | 10.75 ± 0.96c |
Note: Means and standard deviations are the components of the values. Differences between means in the same column with different superscripts are significant (P = 0.05).

Percentage change in I. aquatica’s growth metrics at day 55.
T1 plants displayed nutritional deficiencies as most plants have stunted growth. Commercial liquid fertiliser-treated T2 plants showed good growth performance with a modest yellowing of the leaves and lower numbers. The T3 (applied floc) plants had more leaves and a longer stem, but the leaves had a minor yellowing. Plants grown in T4 (mixed soil) were short and yellowish. Plants showed a higher growth response in the shoots as compared to the roots. This is evident from the display of higher histogram bars for the plant height.
According to Thomas et al. [54], while applying organic manure, the plant’s production cycle length is frequently taken into consideration, especially for crops with short lifespans like vegetables. The I. aquatica belongs to the group of plants with a brief life cycle. Previous research has shown that harvesting I. aquatica after 30 days of organic fertiliser administration led to greater percentage growth in shoots than in roots, with an impressive 50% increase in plant weight [55]. These results are consistent with those of the current study, which likewise noted greater variations in percentage growth for leaf count and plant height as opposed to root length and root volume. Another study by Zhao et al. [56] found that using biochar as an organic fertiliser as opposed to NPK inorganic fertiliser resulted in significant variations with regard to the growth performance of I. aquatica after 33 days. Likewise, Ruhunuge et al. [57] provided evidence in favour of the hypothesis that organic fertilisers increased soil fertility through nutrient recycling and mineralisation, resulting in early yields of I. aquatica within 30–45 days after sowing. Although the specific reaction of I. aquatica to various types of N has not yet been fully determined [18], this crucial macronutrient can be adjudged as the primary factor that makes plants treated with floc perform better, which includes a larger percentage of N.
The efficiency of nutrient absorption by plants and eventually their production is often determined by the EC in the soil, which may be changed by the application of organic fertiliser [48]. Therefore, the EC could be decreased to a level that immature I. aquatica plants could tolerate by diluting the initial floc obtained for this investigation by 100%. Additionally, the high TDS level that had been previously found in the flocs was a sign of a high level of plant nutrients [58]. Although nutrients in suspended solids in wastewater are present in high concentrations, Feria-Díaz et al. [59] found that, unless they are first solubilised, they might not be easily available for plant uptake when applied as organic manure. Though nutrient solubilisation was not done in the current investigation, I. aquatica performed noticeably better than the control treatment. This implies that the macro- and micronutrients found in the floc were absorbed and effectively used for the observed plant growth performances.
4 Conclusion
In the present study, models were sufficient for turbidity and NH3 removals. There was no interaction between the variable components in terms of turbidity removal. The effect of pH had a greater impact on turbidity and NH3 elimination. The cohesiveness between particles interacting with one another during coagulation was improved by the addition of chitosan. As a result, removal efficiency rose when the ideal coagulant dosage was used, but fell when the dosage was raised over the recommended amounts. Determining the best application dosage was therefore thought to be crucial for lowering dosage costs and the amount of sludge left over after the treatment procedure. The optimum operating conditions for turbidity were 16.25 mg·L−1 of chitosan dosage, 7.5 pH, and 17.5 min settling time, while NH3 was at 5 mg·L−1 of dosage and 7.5 pH after 30 min settling time.
The plant nutrient elements identified in this study include N, P, K, Ca, and Mg (macronutrients), Zn, Cu, Mn, Ni, and Co (micronutrients), and Cd, Pb, Cr, Al, and As (trace elements). Floc showed a high level of plant nutrients. The general average floc pH of 6.91 was suitable for plant growth. Floc contained N levels of 5.94%, which was within the 5–10% range recommended for organic fertilisers. Floc did not contain toxic heavy metal such as Hg and Cd; though had lower levels of Pb and Ni. The addition of flocs to the sand in this study enhanced nutrient availability for the efficient growth of I. aquatica. Plants grown with floc as organic fertiliser showed the highest root volume and length, plant height, leaves count, and fresh and dry mass. These results were proof that aquaculture wastewater contains nutrient elements that are largely available for plant absorption and growth.
5 Limitation of study and future perspective
A feasibility study would be necessary to determine whether the greenhouse’s space was used effectively and which plants are better suited for the technology. The exact amount of floc that would create the best yield of the plant could not be determined in the study because optimisation with other growth parameters was not conducted, and the production of I. aquatica was confined by the small amount of greenhouse space available. Given that production may include certain managerial issues, it is necessary to do additional testing in conjunction with several small-scale farms to determine the quantitative impact on productivity created by the synergistic effect of the novel system.
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Funding information: The authors would like to acknowledge the Long Term Research Grant Scheme (LRGS/1/2018/USM/01/1/1) (LRGS/2018/USM-UKM/EWS/01) granted by the Ministry of Higher Education, Malaysia for funding this research project. This work was also partially funded by the Higher Institution Centre of Excellence (HICoE), Institute of Tropical Aquaculture and Fisheries (AKUATROP) [Vot. No. 63933, JPT.S(BPKI) 2000/016/018/015 Jld.3 (23) and Vot. No. 56050, UMT/PPPI/2-2/5 Jld.2 (24)]. This work was funded by the Researchers Supporting Project Number (RSP2023R161), King Saud University, Riyadh, Saudi Arabia. This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (No. 2022R1C1C1008831). This research was also supported by Basic Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (No. 2018R1A6A1A03025526 and No. 2020R1I1A3063782). This paper was supported by Education and Research promotion program of KOREATECH in 2023.
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Author contributions: Benedict Terkula Iber: writing – original draft, writing – review & editing, methodology, formal analysis; Victor Tosin Okomoda: writing – review & editing; data curation; Gary Petol Felix: writing – review & editing; data curation; Siti Rozaimah Sheikh Abdullah: project administration; writing – review & editing; Olakunle Oloruntobi: writing – review & editing; visualisation; Awais Bokhari: writing – review & editing; concepulisation; Gaber E. Eldesoky: writing – review & editing; resources; Funding; Sung Jea Park: writing – review & editing; software; Dongwhi Choi: writing – review & editing; validation; Lai Fatt Chuah: writing – review & editing; Nor Azman Kasan: project administration; supervision; writing – review & editing.
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Conflict of interest: Authors state no conflict of interest.
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Data availability statement: The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.
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Articles in the same Issue
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- Green polymer electrolyte and activated charcoal-based supercapacitor for energy harvesting application: Electrochemical characteristics
- Research on the adsorption of Co2+ ions using halloysite clay and the ability to recover them by electrodeposition method
- Simultaneous estimation of ibuprofen, caffeine, and paracetamol in commercial products using a green reverse-phase HPTLC method
- Isolation, screening and optimization of alkaliphilic cellulolytic fungi for production of cellulase
- Functionalized gold nanoparticles coated with bacterial alginate and their antibacterial and anticancer activities
- Comparative analysis of bio-based amino acid surfactants obtained via Diels–Alder reaction of cyclic anhydrides
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- Manganese and copper-coated nickel oxide nanoparticles synthesized from Carica papaya leaf extract induce antimicrobial activity and breast cancer cell death by triggering mitochondrial caspases and p53
- Insight into heating method and Mozafari method as green processing techniques for the synthesis of micro- and nano-drug carriers
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- Synthesis and characterization of capsaicin nanoparticles: An attempt to enhance its bioavailability and pharmacological actions
- Synthesis of Lawsonia inermis-encased silver–copper bimetallic nanoparticles with antioxidant, antibacterial, and cytotoxic activity
- Facile, polyherbal drug-mediated green synthesis of CuO nanoparticles and their potent biological applications
- Zinc oxide-manganese oxide/carboxymethyl cellulose-folic acid-sesamol hybrid nanomaterials: A molecularly targeted strategy for advanced triple-negative breast cancer therapy
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- Membrane distillation of synthetic urine for use in space structural habitat systems
- Investigation on mechanical properties of the green synthesis bamboo fiber/eggshell/coconut shell powder-based hybrid biocomposites under NaOH conditions
- Green synthesis of magnesium oxide nanoparticles using endophytic fungal strain to improve the growth, metabolic activities, yield traits, and phenolic compounds content of Nigella sativa L.
- Estimation of greenhouse gas emissions from rice and annual upland crops in Red River Delta of Vietnam using the denitrification–decomposition model
- Synthesis of humic acid with the obtaining of potassium humate based on coal waste from the Lenger deposit, Kazakhstan
- Ascorbic acid-mediated selenium nanoparticles as potential antihyperuricemic, antioxidant, anticoagulant, and thrombolytic agents
- Green synthesis of silver nanoparticles using Illicium verum extract: Optimization and characterization for biomedical applications
- Antibacterial and dynamical behaviour of silicon nanoparticles influenced sustainable waste flax fibre-reinforced epoxy composite for biomedical application
- Optimising coagulation/flocculation using response surface methodology and application of floc in biofertilisation
- Green synthesis and multifaceted characterization of iron oxide nanoparticles derived from Senna bicapsularis for enhanced in vitro and in vivo biological investigation
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- Residual, sequential extraction, and ecological risk assessment of some metals in ash from municipal solid waste incineration, Vietnam
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- Simultaneous determination of lesinurad and febuxostat in commercial fixed-dose combinations using a greener normal-phase HPTLC method
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- Thermal treatment impact on the evolution of active phases in layered double hydroxide-based ZnCr photocatalysts: Photodegradation and antibacterial performance
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- Enhancing mechanical and rheological properties of HDPE films through annealing for eco-friendly agricultural applications
- Immobilisation of catalase purified from mushroom (Hydnum repandum) onto glutaraldehyde-activated chitosan and characterisation: Its application for the removal of hydrogen peroxide from artificial wastewater
- Sodium titanium oxide/zinc oxide (STO/ZnO) photocomposites for efficient dye degradation applications
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- Nature of serpentinite interactions with low-concentration sulfuric acid solutions
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- Special Issue: Composites and green composites
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- Retraction
- Retraction of “Biosynthesis and characterization of silver nanoparticles from Cedrela toona leaf extracts: An exploration into their antibacterial, anticancer, and antioxidant potential”
- Retraction of “Photocatalytic degradation of organic dyes and biological potentials of biogenic zinc oxide nanoparticles synthesized using the polar extract of Cyperus scariosus R.Br. (Cyperaceae)”
- Retraction to “Green synthesis on performance characteristics of a direct injection diesel engine using sandbox seed oil”
Articles in the same Issue
- Research Articles
- Green polymer electrolyte and activated charcoal-based supercapacitor for energy harvesting application: Electrochemical characteristics
- Research on the adsorption of Co2+ ions using halloysite clay and the ability to recover them by electrodeposition method
- Simultaneous estimation of ibuprofen, caffeine, and paracetamol in commercial products using a green reverse-phase HPTLC method
- Isolation, screening and optimization of alkaliphilic cellulolytic fungi for production of cellulase
- Functionalized gold nanoparticles coated with bacterial alginate and their antibacterial and anticancer activities
- Comparative analysis of bio-based amino acid surfactants obtained via Diels–Alder reaction of cyclic anhydrides
- Biosynthesis of silver nanoparticles on yellow phosphorus slag and its application in organic coatings
- Exploring antioxidant potential and phenolic compound extraction from Vitis vinifera L. using ultrasound-assisted extraction
- Manganese and copper-coated nickel oxide nanoparticles synthesized from Carica papaya leaf extract induce antimicrobial activity and breast cancer cell death by triggering mitochondrial caspases and p53
- Insight into heating method and Mozafari method as green processing techniques for the synthesis of micro- and nano-drug carriers
- Silicotungstic acid supported on Bi-based MOF-derived metal oxide for photodegradation of organic dyes
- Synthesis and characterization of capsaicin nanoparticles: An attempt to enhance its bioavailability and pharmacological actions
- Synthesis of Lawsonia inermis-encased silver–copper bimetallic nanoparticles with antioxidant, antibacterial, and cytotoxic activity
- Facile, polyherbal drug-mediated green synthesis of CuO nanoparticles and their potent biological applications
- Zinc oxide-manganese oxide/carboxymethyl cellulose-folic acid-sesamol hybrid nanomaterials: A molecularly targeted strategy for advanced triple-negative breast cancer therapy
- Exploring the antimicrobial potential of biogenically synthesized graphene oxide nanoparticles against targeted bacterial and fungal pathogens
- Biofabrication of silver nanoparticles using Uncaria tomentosa L.: Insight into characterization, antibacterial activities combined with antibiotics, and effect on Triticum aestivum germination
- Membrane distillation of synthetic urine for use in space structural habitat systems
- Investigation on mechanical properties of the green synthesis bamboo fiber/eggshell/coconut shell powder-based hybrid biocomposites under NaOH conditions
- Green synthesis of magnesium oxide nanoparticles using endophytic fungal strain to improve the growth, metabolic activities, yield traits, and phenolic compounds content of Nigella sativa L.
- Estimation of greenhouse gas emissions from rice and annual upland crops in Red River Delta of Vietnam using the denitrification–decomposition model
- Synthesis of humic acid with the obtaining of potassium humate based on coal waste from the Lenger deposit, Kazakhstan
- Ascorbic acid-mediated selenium nanoparticles as potential antihyperuricemic, antioxidant, anticoagulant, and thrombolytic agents
- Green synthesis of silver nanoparticles using Illicium verum extract: Optimization and characterization for biomedical applications
- Antibacterial and dynamical behaviour of silicon nanoparticles influenced sustainable waste flax fibre-reinforced epoxy composite for biomedical application
- Optimising coagulation/flocculation using response surface methodology and application of floc in biofertilisation
- Green synthesis and multifaceted characterization of iron oxide nanoparticles derived from Senna bicapsularis for enhanced in vitro and in vivo biological investigation
- Potent antibacterial nanocomposites from okra mucilage/chitosan/silver nanoparticles for multidrug-resistant Salmonella Typhimurium eradication
- Trachyspermum copticum aqueous seed extract-derived silver nanoparticles: Exploration of their structural characterization and comparative antibacterial performance against gram-positive and gram-negative bacteria
- Microwave-assisted ultrafine silver nanoparticle synthesis using Mitragyna speciosa for antimalarial applications
- Green synthesis and characterisation of spherical structure Ag/Fe2O3/TiO2 nanocomposite using acacia in the presence of neem and tulsi oils
- Green quantitative methods for linagliptin and empagliflozin in dosage forms
- Enhancement efficacy of omeprazole by conjugation with silver nanoparticles as a urease inhibitor
- Residual, sequential extraction, and ecological risk assessment of some metals in ash from municipal solid waste incineration, Vietnam
- Green synthesis of ZnO nanoparticles using the mangosteen (Garcinia mangostana L.) leaf extract: Comparative preliminary in vitro antibacterial study
- Simultaneous determination of lesinurad and febuxostat in commercial fixed-dose combinations using a greener normal-phase HPTLC method
- A greener RP-HPLC method for quaternary estimation of caffeine, paracetamol, levocetirizine, and phenylephrine acquiring AQbD with stability studies
- Optimization of biomass durian peel as a heterogeneous catalyst in biodiesel production using microwave irradiation
- Thermal treatment impact on the evolution of active phases in layered double hydroxide-based ZnCr photocatalysts: Photodegradation and antibacterial performance
- Preparation of silymarin-loaded zein polysaccharide core–shell nanostructures and evaluation of their biological potentials
- Preparation and characterization of composite-modified PA6 fiber for spectral heating and heat storage applications
- Preparation and electrocatalytic oxygen evolution of bimetallic phosphates (NiFe)2P/NF
- Rod-shaped Mo(vi) trichalcogenide–Mo(vi) oxide decorated on poly(1-H pyrrole) as a promising nanocomposite photoelectrode for green hydrogen generation from sewage water with high efficiency
- Green synthesis and studies on citrus medica leaf extract-mediated Au–ZnO nanocomposites: A sustainable approach for efficient photocatalytic degradation of rhodamine B dye in aqueous media
- Cellulosic materials for the removal of ciprofloxacin from aqueous environments
- The analytical assessment of metal contamination in industrial soils of Saudi Arabia using the inductively coupled plasma technology
- The effect of modified oily sludge on the slurry ability and combustion performance of coal water slurry
- Eggshell waste transformation to calcium chloride anhydride as food-grade additive and eggshell membranes as enzyme immobilization carrier
- Synthesis of EPAN and applications in the encapsulation of potassium humate
- Biosynthesis and characterization of silver nanoparticles from Cedrela toona leaf extracts: An exploration into their antibacterial, anticancer, and antioxidant potential
- Enhancing mechanical and rheological properties of HDPE films through annealing for eco-friendly agricultural applications
- Immobilisation of catalase purified from mushroom (Hydnum repandum) onto glutaraldehyde-activated chitosan and characterisation: Its application for the removal of hydrogen peroxide from artificial wastewater
- Sodium titanium oxide/zinc oxide (STO/ZnO) photocomposites for efficient dye degradation applications
- Effect of ex situ, eco-friendly ZnONPs incorporating green synthesised Moringa oleifera leaf extract in enhancing biochemical and molecular aspects of Vicia faba L. under salt stress
- Biosynthesis and characterization of selenium and silver nanoparticles using Trichoderma viride filtrate and their impact on Culex pipiens
- Photocatalytic degradation of organic dyes and biological potentials of biogenic zinc oxide nanoparticles synthesized using the polar extract of Cyperus scariosus R.Br. (Cyperaceae)
- Assessment of antiproliferative activity of green-synthesized nickel oxide nanoparticles against glioblastoma cells using Terminalia chebula
- Chlorine-free synthesis of phosphinic derivatives by change in the P-function
- Anticancer, antioxidant, and antimicrobial activities of nanoemulsions based on water-in-olive oil and loaded on biogenic silver nanoparticles
- Study and mechanism of formation of phosphorus production waste in Kazakhstan
- Synthesis and stabilization of anatase form of biomimetic TiO2 nanoparticles for enhancing anti-tumor potential
- Microwave-supported one-pot reaction for the synthesis of 5-alkyl/arylidene-2-(morpholin/thiomorpholin-4-yl)-1,3-thiazol-4(5H)-one derivatives over MgO solid base
- Screening the phytochemicals in Perilla leaves and phytosynthesis of bioactive silver nanoparticles for potential antioxidant and wound-healing application
- Graphene oxide/chitosan/manganese/folic acid-brucine functionalized nanocomposites show anticancer activity against liver cancer cells
- Nature of serpentinite interactions with low-concentration sulfuric acid solutions
- Multi-objective statistical optimisation utilising response surface methodology to predict engine performance using biofuels from waste plastic oil in CRDi engines
- Microwave-assisted extraction of acetosolv lignin from sugarcane bagasse and electrospinning of lignin/PEO nanofibres for carbon fibre production
- Biosynthesis, characterization, and investigation of cytotoxic activities of selenium nanoparticles utilizing Limosilactobacillus fermentum
- Highly photocatalytic materials based on the decoration of poly(O-chloroaniline) with molybdenum trichalcogenide oxide for green hydrogen generation from Red Sea water
- Highly efficient oil–water separation using superhydrophobic cellulose aerogels derived from corn straw
- Beta-cyclodextrin–Phyllanthus emblica emulsion for zinc oxide nanoparticles: Characteristics and photocatalysis
- Assessment of antimicrobial activity and methyl orange dye removal by Klebsiella pneumoniae-mediated silver nanoparticles
- Influential eradication of resistant Salmonella Typhimurium using bioactive nanocomposites from chitosan and radish seed-synthesized nanoselenium
- Antimicrobial activities and neuroprotective potential for Alzheimer’s disease of pure, Mn, Co, and Al-doped ZnO ultra-small nanoparticles
- Green synthesis of silver nanoparticles from Bauhinia variegata and their biological applications
- Synthesis and optimization of long-chain fatty acids via the oxidation of long-chain fatty alcohols
- Eminent Red Sea water hydrogen generation via a Pb(ii)-iodide/poly(1H-pyrrole) nanocomposite photocathode
- Green synthesis and effective genistein production by fungal β-glucosidase immobilized on Al2O3 nanocrystals synthesized in Cajanus cajan L. (Millsp.) leaf extracts
- Green stability-indicating RP-HPTLC technique for determining croconazole hydrochloride
- Green synthesis of La2O3–LaPO4 nanocomposites using Charybdis natator for DNA binding, cytotoxic, catalytic, and luminescence applications
- Eco-friendly drugs induce cellular changes in colistin-resistant bacteria
- Tangerine fruit peel extract mediated biogenic synthesized silver nanoparticles and their potential antimicrobial, antioxidant, and cytotoxic assessments
- Green synthesis on performance characteristics of a direct injection diesel engine using sandbox seed oil
- A highly sensitive β-AKBA-Ag-based fluorescent “turn off” chemosensor for rapid detection of abamectin in tomatoes
- Green synthesis and physical characterization of zinc oxide nanoparticles (ZnO NPs) derived from the methanol extract of Euphorbia dracunculoides Lam. (Euphorbiaceae) with enhanced biosafe applications
- Detection of morphine and data processing using surface plasmon resonance imaging sensor
- Effects of nanoparticles on the anaerobic digestion properties of sulfamethoxazole-containing chicken manure and analysis of bio-enzymes
- Bromic acid-thiourea synergistic leaching of sulfide gold ore
- Green chemistry approach to synthesize titanium dioxide nanoparticles using Fagonia Cretica extract, novel strategy for developing antimicrobial and antidiabetic therapies
- Green synthesis and effective utilization of biogenic Al2O3-nanocoupled fungal lipase in the resolution of active homochiral 2-octanol and its immobilization via aluminium oxide nanoparticles
- Eco-friendly RP-HPLC approach for simultaneously estimating the promising combination of pentoxifylline and simvastatin in therapeutic potential for breast cancer: Appraisal of greenness, whiteness, and Box–Behnken design
- Use of a humidity adsorbent derived from cockleshell waste in Thai fried fish crackers (Keropok)
- One-pot green synthesis, biological evaluation, and in silico study of pyrazole derivatives obtained from chalcones
- Bio-sorption of methylene blue and production of biofuel by brown alga Cystoseira sp. collected from Neom region, Kingdom of Saudi Arabia
- Synthesis of motexafin gadolinium: A promising radiosensitizer and imaging agent for cancer therapy
- The impact of varying sizes of silver nanoparticles on the induction of cellular damage in Klebsiella pneumoniae involving diverse mechanisms
- Microwave-assisted green synthesis, characterization, and in vitro antibacterial activity of NiO nanoparticles obtained from lemon peel extract
- Rhus microphylla-mediated biosynthesis of copper oxide nanoparticles for enhanced antibacterial and antibiofilm efficacy
- Harnessing trichalcogenide–molybdenum(vi) sulfide and molybdenum(vi) oxide within poly(1-amino-2-mercaptobenzene) frameworks as a photocathode for sustainable green hydrogen production from seawater without sacrificial agents
- Magnetically recyclable Fe3O4@SiO2 supported phosphonium ionic liquids for efficient and sustainable transformation of CO2 into oxazolidinones
- A comparative study of Fagonia arabica fabricated silver sulfide nanoparticles (Ag2S) and silver nanoparticles (AgNPs) with distinct antimicrobial, anticancer, and antioxidant properties
- Visible light photocatalytic degradation and biological activities of Aegle marmelos-mediated cerium oxide nanoparticles
- Physical intrinsic characteristics of spheroidal particles in coal gasification fine slag
- Exploring the effect of tea dust magnetic biochar on agricultural crops grown in polycyclic aromatic hydrocarbon contaminated soil
- Crosslinked chitosan-modified ultrafiltration membranes for efficient surface water treatment and enhanced anti-fouling performances
- Study on adsorption characteristics of biochars and their modified biochars for removal of organic dyes from aqueous solution
- Zein polymer nanocarrier for Ocimum basilicum var. purpurascens extract: Potential biomedical use
- Green synthesis, characterization, and in vitro and in vivo biological screening of iron oxide nanoparticles (Fe3O4) generated with hydroalcoholic extract of aerial parts of Euphorbia milii
- Novel microwave-based green approach for the synthesis of dual-loaded cyclodextrin nanosponges: Characterization, pharmacodynamics, and pharmacokinetics evaluation
- Bi2O3–BiOCl/poly-m-methyl aniline nanocomposite thin film for broad-spectrum light-sensing
- Green synthesis and characterization of CuO/ZnO nanocomposite using Musa acuminata leaf extract for cytotoxic studies on colorectal cancer cells (HCC2998)
- Review Articles
- Materials-based drug delivery approaches: Recent advances and future perspectives
- A review of thermal treatment for bamboo and its composites
- An overview of the role of nanoherbicides in tackling challenges of weed management in wheat: A novel approach
- An updated review on carbon nanomaterials: Types, synthesis, functionalization and applications, degradation and toxicity
- Special Issue: Emerging green nanomaterials for sustainable waste management and biomedical applications
- Green synthesis of silver nanoparticles using mature-pseudostem extracts of Alpinia nigra and their bioactivities
- Special Issue: New insights into nanopythotechnology: current trends and future prospects
- Green synthesis of FeO nanoparticles from coffee and its application for antibacterial, antifungal, and anti-oxidation activity
- Dye degradation activity of biogenically synthesized Cu/Fe/Ag trimetallic nanoparticles
- Special Issue: Composites and green composites
- Recent trends and advancements in the utilization of green composites and polymeric nanocarriers for enhancing food quality and sustainable processing
- Retraction
- Retraction of “Biosynthesis and characterization of silver nanoparticles from Cedrela toona leaf extracts: An exploration into their antibacterial, anticancer, and antioxidant potential”
- Retraction of “Photocatalytic degradation of organic dyes and biological potentials of biogenic zinc oxide nanoparticles synthesized using the polar extract of Cyperus scariosus R.Br. (Cyperaceae)”
- Retraction to “Green synthesis on performance characteristics of a direct injection diesel engine using sandbox seed oil”