Next Article in Journal
Medlar Jam Production (Mespilus germanica) with the Use of Sous Vide Method
Next Article in Special Issue
Dechlorination of Polyvinyl Chloride via Solvothermal Treatment with Glycerol
Previous Article in Journal
Modeling and Optimization of Assembly Line Balancing Type 2 and E (SLBP-2E) for a Reconfigurable Manufacturing System
Previous Article in Special Issue
Utilization of Aerobic Compression Composting Technology on Raw Mushroom Waste for Bioenergy Pellets Production
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Impact of Various Visible Spectra on Attached Microalgal Growth on Palm Decanter Cake in Triggering Protein, Carbohydrate, and Lipid to Biodiesel Production

1
HICoE-Centre for Biofuel and Biochemical Research, Institute of Self-Sustainable Building, Department of Fundamental and Applied Sciences, Universiti Teknologi PETRONAS, Seri Iskandar 32610, Perak Darul Ridzuan, Malaysia
2
HICoE-Centre for Biofuel and Biochemical Research, Institute of Self-Sustainable Building, Department of Chemical Engineering, Universiti Teknologi PETRONAS, Seri Iskandar 32610, Perak Darul Ridzuan, Malaysia
3
Department of Chemical Engineering, Faculty of Engineering and Industrial Technology, Silpakorn University, Nakhon Pathom 73000, Thailand
4
Lecturer of Biochemistry and Molecular Science, Entomology Department, Faculty of Science, Cairo University, Giza 12613, Egypt
5
Department of Chemical and Environmental Engineering, Faculty of Science and Engineering, University of Nottingham Malaysia, Semenyih 43500, Selangor Darul Ehsan, Malaysia
6
Department of Chemical Engineering, Universitas Muhammadiyah Surakarta, Surakarta 57162, Indonesia
7
Branch Campus Institute of Medical Science Technology, Universiti Kuala Lumpur, Kajang 43000, Selangor, Malaysia
8
Department of Biotechnology, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai 602105, India
*
Authors to whom correspondence should be addressed.
Submission received: 30 June 2022 / Revised: 5 August 2022 / Accepted: 9 August 2022 / Published: 12 August 2022

Abstract

:
Attached microalgal growth of Chlorella vulgaris on palm decanter cake (PDC) under irradiation with various visible monochromatic and polychromatic spectra to produce biodiesel was studied in this work. The results demonstrated that the white spectrum cultivation exhibited the highest microalgal density of 1.13 g/g along with 1.213 g/L day of microalgal productivity. Correspondingly, the biodiesel obtained was comprised mainly of C16 and C18 fatty acids, possessing a high cetane number and oxidation stability from the high saturated fatty acid content (70.38%), which was appealing in terms of most biodiesel production requirements. Nevertheless, the highest lipid content (14.341%) and lipid productivity (93.428 mg/L per day) were discovered with green spectrum cultivation. Blue and white spectra led to similar protein contents (34%) as well as carbohydrate contents (61%), corroborating PDC as a feasible carbon and nutrient source for growing microalgae. Lastly, the energy feasibilities of growing the attached microalgae under visible spectra were investigated, with the highest net energy ratio (NER) of 0.302 found for the yellow spectrum. This value outweighed that in many other works which have used suspended growth systems to produce microalgal fuel feedstock. The microalgal growth attached to PDC is deemed to be a suitable alternative cultivation mode for producing sustainable microalgal feedstock for the biofuel industry.

1. Introduction

There has been an increase in population and urbanization over the last few decades as a result of global industrialization. Consequently, the need for fossil fuels has increased significantly. This has inevitably depleted the stores of fossil fuels since they are non-renewable resources. According to BP’s statistical analysis report, fossil fuels will be completely exhausted within the next 50 years if they are exploited continuously at the current rate [1]. Besides, fossil fuels also create environmental disadvantages, mainly contributing to the greenhouse effect due to the emission of carbon dioxide (CO2) from fossil fuel combustion. Thus, microalga have been found to be a sustainable feedstock for producing biofuels with astounding benefits [2,3]. Microalgae have a high growth rate and lipid content, and do not compete for agricultural land. Notably, they could sequester CO2 for assuaging global warming. Furthermore, to date, biodiesel from microalgal cultivation has been projected to be the front runner for replacing diesel fuel because of the high cetane number and low sulfur content [1].
Generally, there are four types of microalgal cultivation modes: photoautotrophic, heterotrophic, mixotrophic and photoheterotrophic, with the high biomass productivity usually being reported under mixotrophic cultivation [4]. Moreover, compared with the suspended cultivation system, numerous researchers have indicated that the attached cultivation system exhibits better harvesting performance and higher biomass yield as well as lower water and energy consumption [5]. Hence, attached microalgal cultivation has become the predominant choice for growing microalgae. In the attached cultivation system, the microalgae are grown on a solid support to form a biofilm. A number of support materials had been investigated, such as filter paper, glass fiber, fabric–hydrogel composites, polytetrafluoroethylene, etc. Nonetheless, these substrates are not ideal for long-term cultivation, as their performances would deteriorate after multiple re-culturing [6]. In fact, they lack the essential amounts of nutrients for microalgal growth, which incurs the cost of supplementary nutrients in the culture medium. In spite of that, attached microalgal cultivation has been widely explored. With the aim of reducing operational costs, agricultural wastes such as palm decanter cake (PDC) have been proposed for use as support media for attached microalgal cultivation, which was initially postulated to proffer both nutrients and a platform for biofilm formation. Interestingly, PDC has also been reported as a source of nutrients for plantations [7]. Furthermore, PDC can be easily collected from palm oil milling plants as a waste by-product of oil palm plantations that is prevalent in Southeast Asia.
The effect of the visible spectrum stands among the least studied factors for stimulating microalgal growth. Recent breakthroughs in microalgal cultivation have revealed the plausible potential influence of monochromatic and polychromatic LED wavelengths on enhanced microalgal growth [8]. This has also been supported by various studies on which pigments produced by the microalgae absorb light energy. When a light quantum is absorbed, these pigment molecules are stimulated and transformed to a state of high energy. When they return to their original condition, they release energy, which drives photochemical reactions. The energy hub of microalgae, known as the photosystem, contains a distinctive set of light-harvesting pigments that provide a unique absorption spectrum. Therefore, different spectral compositions of light are known to be effectively captured by distinct chlorophyll pigments, resulting in enhanced microalgal growth [9].
Therefore, this study highlighted the efficacy of attached microalga (i.e., Chlorella vulgaris) on PDC under irradiation by polychromatic and various monochromatic visible spectra to enhance microalgal growth and lipid production. In this regard, a novel use of solid nutrients was adopted to culture the microalgal cells on the PDC’s surface. Additionally, the quality and composition of fatty acid methyl esters (FAME) in the biodiesel was examined, as well as an energy feasibility assessment to confirm the viability of the microalgal biodiesel production process.

2. Materials and Methods

2.1. Cultivation of Microalgal Stock

A strain of bacteria-free Chlorella vulgaris sp. USMAC 24 was used as the inoculum. The microalgal culture was acquired from the Centre for Biofuel and Biochemical Research, Universiti Teknologi PETRONAS, and was carried out in synthetic Bold’s Basal medium (BBM) until the required amount for carrying out the batch experiments had been obtained. The media had the following chemical compositions: (1) 10 mL/L of NaCl (2.5 g/L), MgSO4•7H2O (7.5 g/L), CaCl2•2H2O (2.5 g/L), K2HPO4 (7.5 g/L), KH2PO4 (17.5 g/L), and NaNO3 (25 g/L) and (2) 1 mL/L of Co(NO3)2•6H2O (0.49 g/L), H3BO3 (11.4 g/L), CuSO4•5H2O (1.57 g/L), ZnSO4•7H2O (8.82 g/L), FeSO4•7H2O (4.98 g/L), MnCl2•4H2O (1.44 g/L), MoO3 (0.71 g/L), anhydrous EDTA (50 g/L), KOH (31 g/L), and H2SO4 (1 mL/L) [3]. A microalgal seed of 500 mL was first introduced in a 5 L bottle containing 4.5 L of the medium. Compressed air at the flow rate of 6.5 L/min was aerated into the cultured medium at room temperature (25 °C ± 1 °C). Simultaneously, the culture was exposed to continuous illumination under a cool-white, fluorescent light at an intensity of 60–70 μmol/m2s. The pH of the medium was kept constant at 3.0 ± 0.1 throughout the cultivation period. The cultivation process was ended once the microalgal growth reached a stationary growth phase prior to experimental use [10].

2.2. Characterization of the Palm Decanter Cake

The palm decanter cake (PDC) was collected from the Nutrition Technologies Sdn Bhd. The PDC was then stored at temperatures below 4 °C in a chiller before being subjected to analysis. The CHNS analyzer was used to determine the elemental content (C, H, N) of the PDC. Oxygen gas was required to oxidize the subjected elements into their oxide molecules at 1000 °C. An inert carrier gas, namely helium, was used to sweep the combusted products and pass them over to heated high-purity copper at 600 °C, in which the copper was responsible for reduction of the molecules [10]. Determination of the moisture content and dry matter of the PDC were carried out using a standard oven-drying method: IS 2720-2 (1973).

2.3. Experimental Setup for Attached Microalgal Growth

Attached microalgal cultivation was carried out in 1 L Erlenmeyer flasks that served as the photobioreactors. Initially, each 1 L Erlenmeyer flask contained 900 mL of tap water to which 100 mL of the microalgal stock culture was added, with the pH being kept constant at 3.0 ± 0.1 throughout the cultivation period. Next, PDC at a concentration of 10 g/L was added into each cultivation flask to act as a nutritional support substratum. All setups were aerated with compressed air at a flow rate of 1.3 L/min at room temperature (25 °C ± 1 °C). Different colors of lights were used to separately illuminate every photobioreactor containing the attached microalgal growth on PDC. In this regard, five lightbulbs with different irradiant spectrum colors, namely, red, blue, white, yellow, and green, were used at an intensity of 100 μmol/m2s each. The cultivation period was scheduled for 9 days of exposure to each irradiant spectrum before measuring the microalgal biomass and lipid production. The flasks were then sealed with aluminum foil to prevent air contamination. Each setup was covered with a black box to minimize random light radiation from the surroundings. To ensure the consistency of results, each cultivation flask was at least duplicated [10,11].

2.4. Analytical Methods

2.4.1. Attached Microalgal Biomass Productivity

Gravitational sedimentation was adopted to harvest the mature attached microalgae from the PDC. The aeration was stopped and the attached microalgae with residual PDC was allowed to settle at the bottom of the culture medium. The supernatant was then decanted carefully without agitating the attached microalgae on the PDC layer. The remaining biomass was then subjected to centrifugation at 6000 rpm for 6 min for further dewatering. The PDC with attached microalgal biomass was subsequently dried in an oven at 60 °C until a constant weight was achieved (W1). After that, the residual PDC was separated from the microalgal biomass by introducing mixed solvents at the ratio of 2:1 of methanol and chloroform, respectively. The mixture in the solution was gently stirred until a suspension of the residual PDC appeared, which was isolated physically. The solution was then rested, and the separated residual PDC was dried at 60 °C before being weighed as W2. Thereafter, the attached microalgal biomass productivity was calculated by using Equation (1) [12]:
Attached   microalgal   biomass   productivity   g L   day = Dry   attached   microalgae   ( g ) Cultivation   volume   L   ×   Cultivation   period   ( day )    
where dry attached microalgae were calculated by subtracting W1 from W2 [10].

2.4.2. Attached Microalgal Biochemical Productivity

The microalgal residue in the chloroform and methanol mixture was transferred into a capped sampling bottle and placed on an orbital shaker for 24 h at 250 rpm. Thereafter, the solvent mixture was filtered by using Whatman Grade 1 filter paper to retain the solid microalgal biomass. The solvent filtrate was evaporated by purging with dry inert gas to obtain the extracted microalgal lipids. Finally, the lipid content Equation (2) and lipid productivity Equation (3) were calculated from weighing the residue in the glass vial [10].
Lipid   content   ( % ) = Lipid   yield   g Dry   attached   microalgae   g   ×   100 %  
Lipid   productivity   mg L   day = Lipid   yield   mg   Cultivation   volume   L   ×   Cultivation   period   ( day )
Subsequently, the protein content was determined on the basis of the nitrogen content in the microalgae by Equation (4). The carbohydrate content was calculated by subtracting the lipid and protein contents from 100%.
Protein   content   % = Nitrogen   content   in   attached   microalgae g   ×   5 . 3 Dry   attached   microalgae   g   ×   100 %
The multiplication factor of 5.3 was proposed to correlate the nitrogen and protein content in palm decanter cake [13]. The nitrogen content in the attached microalgae was verified by analyzing the nitrogen content of the microalgal stock culture in a CHNS analyzer and multiplied by the weight of the microalgae after lipid extraction (Equation (5)) [11].
Microalgae   weight   after   lipid   extraction   g = 100 %     Lipid   content   %   ×   Dry   attached   microalgae   ( g )

2.4.3. Profile of Fatty Acid Methyl Esters

Sample mixing was enhanced by introducing 1 mL of tetrahydrofuran to the extracted lipid. After that, methanol and lipid at a 15:1 ratio in 3 wt.% of concentrated sulfuric acid catalyst were mixed thoroughly before initiating the transesterification process in an incubator shaker for 3 h at 60 °C. After that, 2 mL of methanol, 10 mL of hexane, 4 mL of 10% sodium chloride, and 4 mL of distilled water were added and mixed thoroughly. The solvent mixture was later transferred into a centrifugation tube and centrifuged at 5000 rpm for 5 min. Thereafter, two immiscible layers were formed, in which the upper layer consisted of mixed hexane with dissolved fatty acid methyl esters (FAME). The upper layer was extracted and dried in an oven at 105 °C to a constant weight. Lastly, 1 mL of the internal standard C17:0 of 0.8 mg/mL in hexane was introduced to the dried FAME and 1 μL of the FAME mixture was then subjected to gas chromatography (Shimadzu GC-2010 plus), with the operating conditions referred to in the literature [3]. Equation (6) was used to calculate the FAME percentages from each attached microalgal cultivation [14].
FAME   % = A FAME A ISTD   ×   C ISTD   ×   V ISTD m   ×   100 %
where AFAME is the FAME peak area, AISTD is the C17:0 internal standard’s peak area, CISTD is the concentration of the C17:0 internal standard (mg/L), VISTD is the volume of the C17:0 internal standard (L), and m is the mass of the crude biodiesel sample before mixing with the C17:0 internal standard (g)

2.4.4. Analysis of the Net Energy Ratio (NER)

Energy input was an important parameter for assessing the feasibility of the current study for potential use in the industrial sector. The amount of water consumed to produce 1 g of lipid could be formulated using a tailor-made formula, as shown in Equation (7):
Water   usage   per   g   of   lipid   produced   g = Amount   of   water   used   in   cultivation   ( g )   Total   lipid   content   g L   ×   Density   of   water   g L
where the density of water is equivalent to 1 g/mL.
Consequently, the net energy ratio (NER) of the entire process was calculated to be 0.302 by using Equation (8) [15].
NER = Primary   Energy   Output Non - renewable   Energy   Input

3. Results and Discussion

3.1. Characterization of Palm Decanter Cake

The viability of using palm decanter cake (PDC) as a solid support was closely associated with the elemental content. The PDC was characterized using elemental analysis as being composed of 42.76 ± 2.82% carbon, 6.98 ± 0.67% hydrogen, and 2.78 ± 0.18% nitrogen. The abundance of carbon as a nutrient source proved to be significant for microalgal biomass and lipid production. Generally, the carbon in PDC mainly comprised cellulose, hemicellulose, and lignin [16]. These polysaccharides are external carbon sources to enhance microalgal growth by promoting the uptake of organic materials and microbial photosynthesis. Therefore, microalgal biomass production was strongly escalated [17]. Additionally, proximate analysis was used in this study, which included dry matter and moisture content. The PDC was composed of 98.57 ± 0.22% dry matter and 1.43 ± 0.22% moisture content, vindicating it a ideal for subsequent application as a substrate and carbon source for the production of attached microalgal biomass. In contrast, integrating organic substances with a high moisture contents with the cultivation medium may manifest in bacterial contamination, which would eventually impede the microalgae’s growth [12]. The correlation between protein content (14.50 ± 1.80%) and nitrogen content was evaluated by a multiplication factor of 5.3. The C:N ratio in this study was assessed to be 15.38, satisfying the optimum value for outstanding biofilm formation. A C/N ratio of 18 or below is often necessary for appropriate growth and treatment efficiency. On the other hand, values greater than 22 have a negative impact on performance and induce the growth of filamentous organisms [18]. A recent study reported that an optimal protein content of 43% amino-N could be utilized as a building block for microalgal cells to promote proliferation. Overall, it could be claimed that PDC is beneficial as a nutritious carbon source in microalgal cultivation [12].

3.2. Attached Microalgal Growth on Palm Decanter Cake under Various Visible Spectra of Irradiation

The potential of attached microalgal growth on palm decanter cake was studied under various monochromatic and polychromatic visible spectra and continuous irradiation (a photoperiod regime with a light:dark cycle of 24:0 h) (Figure 1). The results could be related to the activity of chlorophyll, as it plays a role in light harvesting during photosynthesis, promoting the growth of microalgal biomass and accumulation of biochemicals [19,20]. In this regard, the maximum microalgal density and microalgal productivity were achieved under a white light spectrum, namely 1.130 ± 0.06 g/g and 1.213 ± 0.06 g/L per day, respectively. These cultivation parameters were found to outperform other light spectra by at least 5.6%. The white light spectrum resulted in the highest absorption percentage compared with the others, yielding the highest amount of microalgal biomass along with the fastest microalgal growth rate. This implied that the microalgae absorbed most of the photosynthetic active radiation (PAR) from the wavelengths of 400 nm (blue), 500 nm (green), 580 nm (yellow) to 700 nm (red). The amalgamation of the aforementioned colors is responsible for producing the white spectrums, defining the reason why the white spectrum is known as a polychromatic spectrum [21]. However, attached microalgal cultivation under green light produced the least microalgal density (0.623 ± 0.02 g/g) and microalgal productivity (0.655 ± 0.02 g/L per day), due to the fact that Chlorella vulgaris is a species of green microalgae in which the pigments or chlorophylls inside the cells are green in color. In this case, the chlorophylls would have reflected most of the green light to make the plant appear green, rather than absorbing it for photosynthesis and cell development. [17]. On the other hand, a previous study proved that the main constituents of Chlorella vulgaris are chlorophyll a and chlorophyll b, of which chlorophyll a showed selective absorption at peaks of 440 and 682 nm, while chlorophyll b had absorption peaks at 473 and 655 nm [22]. These results indicated that both chlorophylls exhibited blue and red absorption spectrums. Nevertheless, the current research unveiled that the red and blue light spectra contributed to sloughing of the attached microalgal biomasses. The detachment of microalgal biofilms impoverished the attached microalgal density and their ability to thrive on the palm decanter cake’s surface. Conversely, the highest biomass production of Chlorella vulgaris growing in suspension was measured under red and blue light conditions [9]. These observations could be further rationalized by the use of attached growth versus suspended growth. Accordingly, the longer wavelength of red light was occluded by the presence of the bulk suspended palm decanter cake, preventing it from reaching the microalgal cells due to insufficient photon energy, resulting in stunted growth of the attached microalgae, whereas the blue light with a shorter wavelength had higher energy and could damage the microalgal cells or even lead to cell death.
According to Table 1, various species of microalgae have tailored optimum spectrums of light colors for cultivation, since each species has its own pigment composition [20]. According to Raqiba and Sibi (2019), red and blue light cultivation could enhance the biomass of Chlorella vulgaris compared with other light spectra, which appears to conflict with the findings of this study. However, most of the studies obtained results in line with the current findings, where white light was the best at stimulating the growth of microalgae due to the combined ratio of several light spectra. Although the use of the 24:0 h cycle in this study may have enabled the attached microalgae to experience a longer light duration in which to perform photosynthesis, the 12:12 h cycle offered by mixotrophic cultivation of attached microalgae permits organic carbon assimilation from the palm decanter cake during the light period, while losing inorganic carbon as carbon dioxide in the absence of light. Consequently, the light would have insufficient time to damage the microalgal cells after penetrating the culture under a 12:12 h cycle.

3.3. Lipid Accumulation from Attached Microalgae Grown on Palm Decanter Cake under Various Visible Spectra of Irradiation

The impact of various visible spectra on the attached microalgal biomass could be further comprehended from the perspective of lipid content and productivity, since lipids are the most important biochemical for the microalgae’s downstream processes (Figure 2). Among the five spectra, attached microalgal cultivation under green light had the highest lipid content (14.341 ± 0.14 %) and lipid productivity (93.428 ± 0.18 mg/L per day). In this context, the microalgae favored lipid production and accumulation over growth, as shown by the lowest microalgal density and productivity being found under green light irradiation (Figure 1). This primarily stemmed from the green light being reflected the most, which subjected the microalgal cells to light limitation stress [26]. Accordingly, the microalgae received an inadequate level of photon fluxes for cell growth, thus, inducing the lipid to be stored instead of using them as energy for microalgal cell proliferation. Similar trends were observed for Chlorella vulgaris and Ettlia pseudoalveolaris, which both had higher lipid contents when cultivated at intensities of 50 and 150 μE/m2 per s, respectively, as opposed to a higher light intensity [27]. Moreover, Chen et al. [28] confirmed that Chromochloris zongfingienis under continuous dark cycle cultivation had yielded more lipids than continuous light cycle growth. In fact, any stress that inhibits microalgal growth could convert additional carbon and energy into lipid storage by the cells, predominantly in the form of triacyclglycerols, which are effectively packed in the cells and provide energy for oxidation, thus forming the best reserves for cell reconstruction after the stress condition was removed [28]. On the contrary, red spectrum cultivation accumulated the least lipid productivity due to rapid detachment of the microalgal biomass from the palm decanter cake, which was thus lost to the suspended growth form [29]. However, the lipid content of the attached microalgae under red light cultivation was slightly higher than that of blue, yellow, and white light. The rationale for this was a deficiency in the red light’s intensity, as it was unable to penetrate into the culture medium and thus triggered light limitation stress, improving the lipid accumulation of the remaining microalgal cells growing on palm decanter cake.
Comparing the ability of microalgae to accumulate lipids under various visible spectra of irradiation, Table 2 accentuates that the Chlorella vulgaris cultivated under blue light conditions produce the highest amount of lipid [23]. This can be explained by the enzymes within the microalgal cells such as carbonic anhydrase and ribulose biphosphate carboxylase/oxygenase being solely controlled by blue irradiation. Therefore, the presence of blue light enhanced the enzyme activities, triggering triglyceride accumulation in the carbon cycle [30,31]. This earlier finding was contrary to the present study, which showed lower lipid accumulation under blue and white light conditions, considering that the light intensities used here were higher than those in the preceding research. As a result, the photoinhibition process transpired, prompting mutilation of the microalgal cells while degrading the lipid yield.

3.4. Protein and Carbohydrate Contents of Attached Microalgae Grown on Palm Decanter Cake under Various Visible Spectra of Irradiation

Apart from the attached microalgal lipids, other cellular biochemicals, including carbohydrate and protein, were also affected by changes in the visible spectra. Microalgal carbohydrates can serve as a source of bio-alcohols, such as bioethanol and biobutanol [33]. On the other hand, protein from microalgal feedstocks can be extracted for bio-oil, animal feed, medicine, and pigment production [34]. Figure 3 depicts the protein and carbohydrate contents of attached microalgae upon having been exposed to various visible spectra of irradiation. The blue and white light imparted the greatest protein content enhancement (0.341 g/L), and microalgae under white light accumulated the highest carbohydrate content of 0.919 g/L. This trend was inversely proportional to the lipid accumulation (Figure 2), implying that less of the photosynthetic flow of carbon and energy from protein and carbohydrate was converted into the biosynthesis of lipids. Moreover, this could also engender the highest nitrogen uptake from palm decanter cake for conversion into protein, and the highest carbon dioxide assimilation for protein as well as carbohydrate production within microalgal cells. Conversely, green light cultivation accumulated the least protein and carbohydrate content, amounting to only 0.307 and 0.806 g/L, respectively. In this case, the lipids were a better energy reserve than carbohydrate under green light irradiation, i.e., approximately 2.25 times higher in energy value than carbohydrate. Thus, it was shown that green light could trigger the microalgae to build an efficient energy and carbon storage system as opposed to other visible irradiation spectra, offering the greatest sink for available energy accumulation [35].
Table 3 shows that the carbohydrate content recorded in the present research was the highest, 0.91 % higher than that found in a study using a glass slide as the surface for attachment. This could be justified by the earlier analysis, which revealed that a bulk material with irregular particle morphologies and tiny particles on the surface of the palm decanter cake was more desirable for microalgae forming an attachment. This was because the rough surface improved the microalgal biomass retention as opposed to the glass slide, which only had a hydrophilic surface [36,37]. As a result, the attached microalgae would thrive by assimilating nutrients derived only from palm decanter cake. Nonetheless, the microalgal attachment on the palm decanter cake experienced protein deficiencies. This was primarily accentuated by the presence of only 2.78% nitrogen content in the palm decanter cake biomass, leading to limited nitrogen uptake. Nevertheless, the fact that the biochemicals derived from the microalgae populating the palm decanter cake could be improved by optimizing other cultivation variables must not be overlooked.

3.5. Biodiesel Profile Derived from Attached Microalgal Grown on Palm Decanter Cake under Various Visible Spectra of Irradiation

Biodiesel, one of the major biofuels produced from microalgal lipid feedstock as a substitute for non-renewable fossil fuel, comprises numerous categories and varieties of fatty acid methyl esters (FAME), which will dictate the quality of the biodiesel. As demonstrated in Figure 4, each visible spectrum for cultivating microalgal biomasses had the highest composition of monounsaturated fatty acids (MUFA), except for white light cultivation, which had the highest content of saturated fatty acids (SFAs) (70.38%). This was possibly a result of the high consumption of MUFAs for microalgal metabolism and growth (Figure 1). MUFAs have a single double bond that is more easily broken down than SFAs, which do not have any double bonds in releasing the energy. On the other hand, PUFAs have been reported to be susceptible to oxidative damage from the presence of reactive oxidative species [9]. The increases in SFAs and PUFAs were proportional to the wavelength of the visible spectrum, implying that the photo-enzymes in the microalgal species were activated by the longer light wavelengths and synthesized more fatty acids, particularly SFAs [30,32]. Less of the excitation energy would be absorbed by the cells to impede photodamage on the acceptors of Photosystem II. Nevertheless, the highest percentage of PUFAs was observed under blue light cultivation as a response to the microalgal enzymes in the cells. It was also discovered that white light produced the lowest biomass (Figure 1) but produced highest SFA and lowest MUFA + PUFA grade biodiesel (Figure 4). This could be because irradiation under white light triggered the stimulation of the photoreceptors, boosting the chlorophyll density and resulting in higher growth. It has also been mentioned in the literature that photochromic stress may sometimes lead to changes in the photosystems, thereby affecting the ultrastructure of the thylakoid organelles in microalgal cells and thus affecting the biodiesel profile [44].
A study revealed that the general components of biodiesel are C10:0 (capric), C12:0 (lauric), C14:0 (myristic), C16:0 (palmitic), C16:1 (palmitoleic), C18:0 (stearic), C18:1 (oleic), C18:2 (linoleic), C18:3 (linolenic), C20:0 (arachidic), C20:1 (paulinnic) and C22:1 (erucic) [45]. The FAME species of C16 and C18, namely, palmitic (C16:0), stearic (C18:0), oleic (C18:1), linoleic (C18:2) and linolenic (C18:3) acid are best suited for biodiesel production [2]. Chhandama et al. [1] affirmed that the highest cetane number was discovered in C16:0 and C18:0 fatty acids. This refined ignition quality is needed to ensure cold start performance and reduce the development of white smoke. The longer the carbon chain of the fatty acids and the more saturated the molecules, the higher the cetane number will be [46]. Moreover, biodiesel that was enriched with SFAs would have high oxidative stability against reactive oxidation species, despite having low-temperature properties that could potentially clog the biodiesel fuel filters [2,46]. On that note, the MUFAs such as C16:1, C18:1, C20:1, and C22:1 would produce a superior cold flow. Even though the PUFA-loaded biodiesel exhibited excellent cold flow performance, it was vulnerable to the oxidation process [3]. C18:2 and C18:3 have low melting points which barely form crystals at cold temperatures. This avoids the blockage of fuel filters that is commonly due to the formation of cloudy waxlike structures, and which cause poor engine operation [47]. In the present study, the total SFA content of 70.38%, including C16:0, C18:0 and C24:0, indicates the high cetane number and oxidation stability for preventing the formation of gums, deposits, and sediment (Table 4). The cultivation of attached Chlorella vulgaris on palm decanter cake yielded 3.65% total PUFAs, which barely affected the oxidation stability of the biodiesel. Aside from that, this biodiesel also showed moderate cold flow characteristics, as reflected by the low fraction of MUFAs (25.97%) and PUFAs. Since the biodiesel did not contain any C18:2 and C18:3, it was proposed to be blended with other microalgal lipids with a preponderance of PUFAs to enhance the FAME composition and thus better biodiesel quality derived from attached microalgal biomass [48]. A comparative analysis was carried out to evaluate the FAME compositions of various studies that used different microalgal strains cultivated in distinct media, as tabulated in Table 5. It can be noted that the highest degree of SFA was achieved with the FAME profile in the present study, authenticating the exceptional oxidative stability of biodiesel for longer storage.

3.6. Energy Feasibility of Lipid Production from Attached Microalgal Grown on Palm Decanter Cake under Various Visible Spectra of Irradiation

The evaluation of the net energy by life cycle analysis (LCA) encompassed the microalgal lipid production process, with the proposed flow diagram depicted in Figure 5. The functional unit was assigned as 1 g of lipid extracted from the attached microalgal biomass. Simapro® 8.4.0 was chosen to compute the energy requirements of each process. In microalgal cultivation, water, nutrient, light, and energy inputs were the primary starting concerns for biodiesel production from lab scale to pilot and industrial setups [32]. Figure 6 demonstrates that yellow and white light required the least electricity (0.324 kWh), while green light demanded the smallest amount of water (859.6 g) to produce 1 g of microalgal lipid. This was also supported by the highest lipid content being recorded under green light cultivation (Figure 2). The reduced water usage during cultivation would lead to a lower cost of microalgal dewatering, while minimizing the subsequent wastewater production. Compared with yellow light, which required more water to cultivate the attached microalgae (902.663 g), green light saved an additional 43.064 g of water per 1 g of lipid produced. Since yellow light cultivation led to the highest lipid yield per energy input, the list of energy demands of various processes to yield 1 g of lipid from attached microalgal cultivation is shown in Table 6. In this regard, a net energy input of 115.72 MJ was needed, of which 110.47 MJ (95.46%) stemmed from non-renewable fossil fuels due to the intensive electricity usage. However, the use of palm decanter cake was not incorporated in this assessment, because it was retrieved as a waste by-product to serve a dual role, namely, a platform and nutritional source for the attached microalgal. Leong et al. [56] claimed that the energy equivalent of 1 g of lipid is 35 MJ.
Although the system was undesirable because the NER is lower than 1.0, it showed a slight improvement compared with previous research (Table 7) that utilized cool white fluorescent light to irradiate Chlorella vulgaris (NER = 0.27) [47]. In this study, light emitting diodes were used, which saved 30% of the power compared with the fluorescent counterpart [57]. Other studies also had NER values lower than 1.0, with the highest being 0.73 for using a mild hydrothermal treatment for lipid extraction that required less electricity (1.78 × 10−4 kWh). This process pumped the microalgal slurry into a reactor at 260 °C and 5 MPa to disintegrate the microalgal cell walls for lipid hydrolysis and solvent-free extraction in batch reactors for acquiring biocrude for biodiesel production. In a raceway pond, optimistic assumptions were presumed during the cultivation of Haematococcus pluvialis and Nannochloropsis sp., where CO2 was supposed to be viable in an external carbon capture system coupled to the biodiesel production process. If the CO2 from biomass combustion emissions was captured, greenhouse gas emissions would ensue. Even so, this study had the merit of highlighting the generation of microalgal residual biomass enriched with various biochemical compounds such as carbohydrate and protein; hence, this could be further exploited as a feedstock for various industries.
According to the author’s knowledge, no comprehensive work has been dedicated to the attachment of microalgae onto solid PDC thus far, other than non-agricultural based inert supports. The utilization of low-cost PDC could concomitantly reduce waste from being generated, with downstream benefits for biodiversity and consumers. The utilization of various visible spectra could overcome the limitation of using natural sunlight to cultivate microalgae by modifying the duration of irradiation contingent on maximum microalgal lipid productivity and lipid yield. In the near future, the photoperiod could be adjusted to compare the microalgal lipid productivity and lipid yield while reducing the net energy ratio. Moreover, the current limitation of this study is caused by the maximal energy utilization of various visible spectra operating 24 h. In real applications, energy consumption can be plausibly reduced by utilizing solar energy during the daytime and visible light during the dark period. This would aid in the operational economic aspects during the scale-up process, materializing the exploitation of microalgal feedstock.

4. Conclusions

Palm decanter cake (PDC) was found to be a suitable substratum that provided nutrients for microalgal growth and a platform for microalgal attachment. In the assessment of various visible spectrums used to grow attached microalgal biomass, white light was found to be the optimum spectrum for cultivating attached microalgae at a light intensity of 100 µmol/m2s under continuous irradiation conditions. In this context, a microalgal density of 1.13 g/g ± 0.06 and microalgal productivity of 1.213 ± 0.06 g/L per day were achieve, along with a high cetane number and oxidation stability in the produced biodiesel. The feasibility of using PDC was further verified by the high protein and carbohydrate contents (34.061 ± 0.14% and 60.838 ± 0.15%) derived from mature microalgal biomass regardless of the spectrum. Conversely, the trade-off of utilizing the white spectrum was the low lipid content and lipid productivity, which could be offset by using green light. Despite that, the improved net energy ratio (0.3) was an indication that non-renewable fossil fuels could be substituted by microalgal fuel to deal with the global warming phenomenon.

Author Contributions

Conceptualization, Z.W.T., H.R., W.K. and J.W.L.; methodology, Z.W.T., H.R., W.K. and J.W.L.; validation, W.K. and J.W.L., formal analysis, Z.W.T., H.R. and W.H.L.; investigation, Z.W.T. and H.R.; resources, W.K. and J.W.L., data curation, Z.W.T. and H.R.; writing—original draft preparation, Z.W.T. and H.R.; writing—review and editing, W.H.L., C.S.L., Y.Y.W., E.A.A., W.K., A.U.R., W.Y.T. and J.W.L.; visualization, P.L.S. and Z.W.T.; supervision, J.W.L. and W.K.; project administration, J.W.L. and W.K.; funding acquisition, J.W.L. and W.K. All authors have read and agreed to the published version of the manuscript.

Funding

This work was financially supported by the Joint Research Project among UTP-UMT-UMP-UCTS with the cost center of 015MD0-019 and The Murata Science Foundation with the cost center of 015ME0-299.

Conflicts of Interest

The authors declare no conflict of interest.

Abbreviations

Palm decanter cakePDC
Bold’s Basal mediumBBM
Net energy ratioNER
Light-emitting diodeLED
Photosynthetic active radiationPAR
Fatty acid methyl esterFAME
Monounsaturated fatty acidMUFA
Polyunsaturated fatty acidPUFA
Saturated fatty acidSFA
Life cycle analysisLCA

References

  1. Chhandama, M.V.L.; Satyan, K.B.; Changmai, B.; Vanlalveni, C.; Rokhum, S.L. Microalgae as a Feedstock for the Production of Biodiesel: A Review. Bioresour. Technol. Rep. 2021, 15, 100771. [Google Scholar] [CrossRef]
  2. Zhu, L.; Nugroho, Y.K.; Shakeel, S.R.; Li, Z.; Martinkauppi, B.; Hiltunen, E. Using Microalgae to Produce Liquid Transportation Biodiesel: What Is Next? Renew. Sustain. Energy Rev. 2017, 78, 391–400. [Google Scholar] [CrossRef]
  3. Mohd-Sahib, A.A.; Lim, J.W.; Lam, M.K.; Uemura, Y.; Isa, M.H.; Ho, C.D.; Kutty, S.R.M.; Wong, C.Y.; Rosli, S.S. Lipid for Biodiesel Production from Attached Growth Chlorella Vulgaris Biomass Cultivating in Fluidized Bed Bioreactor Packed with Polyurethane Foam Material. Bioresour. Technol. 2017, 239, 127–136. [Google Scholar] [CrossRef]
  4. Daneshvar, E.; Sik Ok, Y.; Tavakoli, S.; Sarkar, B.; Shaheen, S.M.; Hong, H.; Luo, Y.; Rinklebe, J.; Song, H.; Bhatnagar, A. Insights into Upstream Processing of Microalgae: A Review. Bioresour. Technol. 2021, 329, 124870. [Google Scholar] [CrossRef]
  5. Yuan, H.; Zhang, X.; Jiang, Z.; Wang, X.; Wang, Y.; Cao, L.; Zhang, X. Effect of Light Spectra on Microalgal Biofilm: Cell Growth, Photosynthetic Property, and Main Organic Composition. Renew. Energy 2020, 157, 83–89. [Google Scholar] [CrossRef]
  6. Dalirian, N.; Abedini Najafabadi, H.; Movahedirad, S. Surface Attached Cultivation and Filtration of Microalgal Biofilm in a Ceramic Substrate Photobioreactaor. Algal Res. 2021, 55, 102239. [Google Scholar] [CrossRef]
  7. Embrandiri, A.; Fatemeh Rupani, P.; Ahmed Ismail, S.; Pratap Singh, R.; Hakimi Ibrahim, M.; Omar Abd Kadir, M. The Effect of Oil Palm Decanter Cake on the Accumulation of Nutrients and the Stomatal Opening of Solanum Melongena (Brinjal) Plants. Int. J. Recycl. Org. Waste Agric. 2016, 5, 141–147. [Google Scholar] [CrossRef]
  8. Abomohra, A.E.F.; Shang, H.; El-Sheekh, M.; Eladel, H.; Ebaid, R.; Wang, S.; Wang, Q. Night Illumination Using Monochromatic Light-Emitting Diodes for Enhanced Microalgal Growth and Biodiesel Production. Bioresour. Technol. 2019, 288, 121514. [Google Scholar] [CrossRef]
  9. Maltsev, Y.; Maltseva, K.; Kulikovskiy, M.; Maltseva, S. Influence of Light Conditions on Microalgae Growth and Content of Lipids, Carotenoids, and Fatty Acid Composition. Biology 2021, 10, 1060. [Google Scholar] [CrossRef]
  10. Rawindran, H.; Leong, W.H.; Suparmaniam, U.; Liew, C.S.; Raksasat, R.; Kiatkittipong, W.; Mohamad, M.; Ghani, N.A.; Abdelfattah, E.A.; Lam, M.K.; et al. Residual Palm Kernel Expeller as the Support Material and Alimentation Provider in Enhancing Attached Microalgal Growth for Quality Biodiesel Production. J. Environ. Manag. 2022, 316, 115225. [Google Scholar] [CrossRef]
  11. Hemamalini, R.; Lim, J.W.; Leong, W.H.; Chew, T.L.; Lam, M.K.; Uganeeswary, S.; Mohamad, M.; Almendrala, M.C.; Shamsuddin, R. Utilization of Solid Palm Kernel Expeller for Attached Growth of Chlorella vulgaris Sp. In Proceedings of the AIP Conference Proceedings; American Institute of Physics Inc.: College Park, MD, USA, 9 June 2022; Volume 2454. [Google Scholar] [CrossRef]
  12. Zhong, Y.; Jin, P.; Cheng, J.J. A Comprehensive Comparable Study of the Physiological Properties of Four Microalgal Species under Different Light Wavelength Conditions. Planta 2018, 248, 489–498. [Google Scholar] [CrossRef] [PubMed]
  13. Boni, J.; Aida, S.; Leila, K.; Selmani, N.; Mirghani, M.E.S.; Alam, M.Z. To Cite This Article: Nabila Selmani et Al. IOP Conf. Ser. Earth Environ. Sci. 2013, 16, 12006. [Google Scholar] [CrossRef]
  14. Leong, W.H.; Lim, J.W.; Lam, M.K.; Lam, S.M.; Sin, J.C.; Samson, A. Novel Sequential Flow Baffled Microalgal-Bacterial Photobioreactor for Enhancing Nitrogen Assimilation into Microalgal Biomass Whilst Bioremediating Nutrient-Rich Wastewater Simultaneously. J. Hazard. Mater. 2021, 409, 124455. [Google Scholar] [CrossRef] [PubMed]
  15. Gutierrez-Wing, M.T.; Silaban, A.; Barnett, J.; Rusch, K.A. Light Irradiance and Spectral Distribution Effects on Microalgal Bioreactors. Eng. Life Sci. 2014, 14, 574–580. [Google Scholar] [CrossRef]
  16. Adam, M.A.; Sulaiman, A.; Said, C.M.S.; Som, A.M.; Tabatabaei, M. Enhanced Rigidity of Natural Polymer Composite Developed from Oil Palm Decanter Cake. BioResources 2015, 10, 932–942. [Google Scholar] [CrossRef]
  17. Choi, H.J. Agricultural Biowaste, Rice Bran, as Carbon Source to Enhance Biomass and Lipid Production: Analysis with Various Growth Rate Models. Water Sci. Technol. 2020, 82, 1120–1130. [Google Scholar] [CrossRef]
  18. Lessard, P.; Bihan, Y. le Fixed Film Processes. In Handbook of Water and Wastewater Microbiology; Academic Press: Cambridge, MA, USA; Elsevier: Cambridge, MA, USA, 2003; pp. 317–336. [Google Scholar] [CrossRef]
  19. Metsoviti, M.N.; Papapolymerou, G.; Karapanagiotidis, I.T.; Katsoulas, N. Effect of Light Intensity and Quality on Growth Rate and Composition of Chlorella Vulgaris. Plants 2020, 9, 31. [Google Scholar] [CrossRef]
  20. Blair, M.F.; Kokabian, B.; Gude, V.G. Light and Growth Medium Effect on Chlorella Vulgaris Biomass Production. J. Environ. Chem. Eng. 2014, 2, 665–674. [Google Scholar] [CrossRef]
  21. Yun, Y.S.; Park, J.M. Attenuation of Monochromatic and Polychromatic Lights in Chlorella Vulgaris Suspensions. Appl. Microbiol. Biotechnol. 2001, 55, 765–770. [Google Scholar] [CrossRef]
  22. Lysenko, V.; Kosolapov, A.; Usova, E.; Tatosyan, M.; Varduny, T.; Dmitriev, P.; Rajput, V.; Krasnov, V.; Kunitsina, A. Chlorophyll Fluorescence Kinetics and Oxygen Evolution in Chlorella Vulgaris Cells: Blue vs. Red Light. J. Plant Physiol. 2021, 258–259, 153392. [Google Scholar] [CrossRef]
  23. Acuapan-Hernandez, J.; Cañizares-Villanueva, R.O.; Cristiani-Urbina, E. Red Light and Nitrogen Depletion Stimulate the Synthesis of Lipids and N-Alkadienes Susceptible to Be Used as Biofuels in Botryococcus Braunii UTEX 2441 (Race A). Biotechnol. Ind. J. 2017, 13, 155. [Google Scholar]
  24. Sharma, N.; Fleurent, G.; Awwad, F.; Cheng, M.; Meddeb-Mouelhi, F.; Budge, S.M.; Germain, H.; Desgagné-Penix, I. Red Light Variation an Effective Alternative to Regulate Biomass and Lipid Profiles in Phaeodactylum Tricornutum. Appl. Sci. 2020, 10, 2531. [Google Scholar] [CrossRef]
  25. Yoshioka, M.; Yago, T.; Yoshie-Stark, Y.; Arakawa, H.; Morinaga, T. Effect of High Frequency of Intermittent Light on the Growth and Fatty Acid Profile of Isochrysis Galbana. Aquaculture 2012, 338–341, 111–117. [Google Scholar] [CrossRef]
  26. Belaiba, A.; Bouharat, D.; Malvis, A.; Hodaifa, G. Feasibility of the Hybrid Use of Chlorella Vulgaris Culture with the Conventional Biological Treatment in Urban Wastewater Treatment Plants. Processes 2021, 9, 1640. [Google Scholar] [CrossRef]
  27. Rodolfi, L.; Zittelli, G.C.; Bassi, N.; Padovani, G.; Biondi, N.; Bonini, G.; Tredici, M.R. Microalgae for Oil: Strain Selection, Induction of Lipid Synthesis and Outdoor Mass Cultivation in a Low-Cost Photobioreactor. Biotechnol. Bioeng. 2009, 102, 100–112. [Google Scholar] [CrossRef]
  28. Chen, T.; Liu, J.; Guo, B.; Ma, X.; Sun, P.; Liu, B.; Chen, F. Light Attenuates Lipid Accumulation While Enhancing Cell Proliferation and Starch Synthesis in the Glucose-Fed Oleaginous Microalga Chlorella Zofingiensis. Sci. Rep. 2015, 5, 14936. [Google Scholar] [CrossRef]
  29. Muñoz, I.L.; Bernard, O. Modeling the Influence of Temperature, Light Intensity and Oxygen Concentration on Microalgal Growth Rate. Processes 2021, 9, 496. [Google Scholar] [CrossRef]
  30. Wong, Y. Effect of Different Light Sources on Algal Biomass and Lipid Production in Internal Leds-Illuminated Photobioreactor. J. Mar. Biol. Aquac. 2016, 2, 8. [Google Scholar] [CrossRef]
  31. Vadiveloo, A.; Moheimani, N.R.; Cosgrove, J.J.; Bahri, P.A.; Parlevliet, D. Effect of Different Light Spectra on the Growth and Productivity of Acclimated Nannochloropsis Sp. (Eustigmatophyceae). Algal Res. 2015, 8, 121–127. [Google Scholar] [CrossRef]
  32. Mutaf, T.; Oz, Y.; Kose, A.; Elibol, M.; Oncel, S.S. The Effect of Medium and Light Wavelength towards Stichococcus Bacillaris Fatty Acid Production and Composition. Bioresour. Technol. 2019, 289, 121732. [Google Scholar] [CrossRef]
  33. Sánchez-Zurano, A.; Ciardi, M.; Lafarga, T.; Fernández-Sevilla, J.M.; Bermejo, R.; Molina-Grima, E. Role of Microalgae in the Recovery of Nutrients from Pig Manure. Processes 2021, 9, 11. [Google Scholar] [CrossRef]
  34. Siddiki, S.Y.A.; Mofijur, M.; Kumar, P.S.; Ahmed, S.F.; Inayat, A.; Kusumo, F.; Badruddin, I.A.; Khan, T.M.Y.; Nghiem, L.D.; Ong, H.C.; et al. Microalgae Biomass as a Sustainable Source for Biofuel, Biochemical and Biobased Value-Added Products: An Integrated Biorefinery Concept. Fuel 2022, 307, 121782. [Google Scholar] [CrossRef]
  35. He, Q.; Yang, H.; Wu, L.; Hu, C. Effect of Light Intensity on Physiological Changes, Carbon Allocation and Neutral Lipid Accumulation in Oleaginous Microalgae. Bioresour. Technol. 2015, 191, 219–228. [Google Scholar] [CrossRef]
  36. Wang, J.H.; Zhuang, L.L.; Xu, X.Q.; Deantes-Espinosa, V.M.; Wang, X.X.; Hu, H.Y. Microalgal Attachment and Attached Systems for Biomass Production and Wastewater Treatment. Renew. Sustain. Energy Rev. 2018, 92, 331–342. [Google Scholar] [CrossRef]
  37. Maniam, G.P.; Hindryawati, N.; Nurfitri, I.; Jose, R.; Mohd, M.H.; Dahalan, F.A.; Yusoff, M.M. Decanter Cake as a Feedstock for Biodiesel Production: A First Report. Energy Convers. Manag. 2013, 76, 527–532. [Google Scholar] [CrossRef]
  38. Abomohra, A.E.F.; Zheng, X.; Wang, Q.; Huang, J.; Ebaid, R. Enhancement of Biodiesel Yield and Characteristics through In-Situ Solvo-Thermal Co-Transesterification of Wet Microalgae with Spent Coffee Grounds. Bioresour. Technol. 2021, 323, 124640. [Google Scholar] [CrossRef] [PubMed]
  39. Lin-Lan, Z.; Jing-Han, W.; Hong-Ying, H. Differences between Attached and Suspended Microalgal Cells in SsPBR from the Perspective of Physiological Properties. J. Photochem. Photobiol. B Biol. 2018, 181, 164–169. [Google Scholar] [CrossRef]
  40. Zou, X.; Xu, K.; Chang, W.; Qu, Y.; Li, Y. A Novel Microalgal Biofilm Reactor Using Walnut Shell as Substratum for Microalgae Biofilm Cultivation and Lipid Accumulation. Renew. Energy 2021, 175, 676–685. [Google Scholar] [CrossRef]
  41. Yu, H.; Zhuang, L.L.; Zhang, M.; Zhang, J. The Mechanism Study of Attached Microalgae Cultivation Based on Reverse Osmosis Concentrated Water (WROC). Resour. Conserv. Recycl. 2021, 179, 106066. [Google Scholar] [CrossRef]
  42. Palma, H.; Killoran, E.; Sheehan, M.; Berner, F.; Heimann, K. Assessment of Microalga Biofilms for Simultaneous Remediation and Biofuel Generation in Mine Tailings Water. Bioresour. Technol. 2017, 234, 327–335. [Google Scholar] [CrossRef]
  43. Zhang, X.; Yuan, H.; Guan, L.; Wang, X.; Wang, Y.; Jiang, Z.; Cao, L.; Zhang, X. Influence of Photoperiods on Microalgae Biofilm: Photosynthetic Performance, Biomass Yield, and Cellular Composition. Energies 2019, 12, 3724. [Google Scholar] [CrossRef]
  44. Valchev, D.; Ribarova, I. A Review on the Reliability and the Readiness Level of Microalgae-Based Nutrient Recovery Technologies for Secondary Treated Effluent in Municipal Wastewater Treatment Plants. Processes 2022, 10, 399. [Google Scholar] [CrossRef]
  45. Ramos, M.J.; Fernández, C.M.; Casas, A.; Rodríguez, L.; Pérez, Á. Influence of Fatty Acid Composition of Raw Materials on Biodiesel Properties. Bioresour. Technol. 2009, 100, 261–268. [Google Scholar] [CrossRef]
  46. Miraboutalebi, S.M.; Kazemi, P.; Bahrami, P. Fatty Acid Methyl Ester (FAME) Composition Used for Estimation of Biodiesel Cetane Number Employing Random Forest and Artificial Neural Networks: A New Approach. Fuel 2016, 166, 143–151. [Google Scholar] [CrossRef]
  47. Folayan, A.J.; Anawe, P.A.L.; Aladejare, A.E.; Ayeni, A.O. Experimental Investigation of the Effect of Fatty Acids Configuration, Chain Length, Branching and Degree of Unsaturation on Biodiesel Fuel Properties Obtained from Lauric Oils, High-Oleic and High-Linoleic Vegetable Oil Biomass. Energy Rep. 2019, 5, 793–806. [Google Scholar] [CrossRef]
  48. Rosli, S.S.; Wong, C.Y.; Yunus, N.M.; Lam, M.K.; Show, P.L.; Cheng, C.K.; Wang, D.K.; da Oh, W.; Lim, J.W. Optimum Interaction of Light Intensity and CO2 Concentration in Bioremediating N-Rich Real Wastewater via Assimilation into Attached Microalgal Biomass as the Feedstock for Biodiesel Production. Process Saf. Environ. Prot. 2020, 141, 355–365. [Google Scholar] [CrossRef]
  49. Zhang, Q.; Li, X.; Guo, D.; Ye, T.; Xiong, M.; Zhu, L.; Liu, C.; Jin, S.; Hu, Z. Operation of a Vertical Algal Biofilm Enhanced Raceway Pond for Nutrient Removal and Microalgae-Based Byproducts Production under Different Wastewater Loadings. Bioresour. Technol. 2018, 253, 323–332. [Google Scholar] [CrossRef]
  50. Borges, L.; Morón-Villarreyes, J.A.; D’Oca, M.G.M.; Abreu, P.C. Effects of Flocculants on Lipid Extraction and Fatty Acid Composition of the Microalgae Nannochloropsis Oculata and Thalassiosira Weissflogii. Biomass Bioenergy 2011, 35, 4449–4454. [Google Scholar] [CrossRef]
  51. Gross, M.; Henry, W.; Michael, C.; Wen, Z. Development of a Rotating Algal Biofilm Growth System for Attached Microalgae Growth with in Situ Biomass Harvest. Bioresour. Technol. 2013, 150, 195–201. [Google Scholar] [CrossRef] [PubMed]
  52. Tizvir, A.; Shojaeefard, M.H.; Zahedi, A.; Molaeimanesh, G.R. Performance and Emission Characteristics of Biodiesel Fuel from Dunaliella Tertiolecta Microalgae. Renew. Energy 2022, 182, 552–561. [Google Scholar] [CrossRef]
  53. Kim, S.; Moon, M.; Kwak, M.; Lee, B.; Chang, Y.K. Statistical Optimization of Light Intensity and CO2 Concentration for Lipid Production Derived from Attached Cultivation of Green Microalga ettlia Sp. Sci. Rep. 2018, 8, 15390. [Google Scholar] [CrossRef] [PubMed]
  54. Fakhry, E.M.; Maghraby, D.M. Fatty Acids Composition and Biodiesel Characterization of Dunaliella salina. J. Water Resour. Prot. 2013, 05, 894–899. [Google Scholar] [CrossRef]
  55. Santhana Kumar, V.; das Sarkar, S.; Das, B.K.; Sarkar, D.J.; Gogoi, P.; Maurye, P.; Mitra, T.; Talukder, A.K.; Ganguly, S.; Nag, S.K.; et al. Sustainable Biodiesel Production from Microalgae Graesiella Emersonii through Valorization of Garden Wastes-Based Vermicompost. Sci. Total Environ. 2022, 807, 150995. [Google Scholar] [CrossRef] [PubMed]
  56. Leong, W.H.; Azella Zaine, S.N.; Ho, Y.C.; Uemura, Y.; Lam, M.K.; Khoo, K.S.; Kiatkittipong, W.; Cheng, C.K.; Show, P.L.; Lim, J.W. Impact of Various Microalgal-Bacterial Populations on Municipal Wastewater Bioremediation and Its Energy Feasibility for Lipid-Based Biofuel Production. J. Environ. Manag. 2019, 249, 109384. [Google Scholar] [CrossRef] [PubMed]
  57. Ryckaert, W.R.; Smet, K.A.G.; Roelandts, I.A.A.; van Gils, M.; Hanselaer, P. Linear LED Tubes versus Fluorescent Lamps: An Evaluation. Energy Build. 2012, 49, 429–436. [Google Scholar] [CrossRef]
  58. Huang, R.; Li, J.; Tang, Y.; Song, W.; Yu, Y.; Yang, W.; Cheng, J. Comparative Life-Cycle Assessment of Microalgal Biodiesel Production via Various Emerging Wet Scenarios: Energy Conversion Characteristics and Environmental Impacts. Energy Convers. Manag. 2022, 257, 115427. [Google Scholar] [CrossRef]
  59. Razon, L.F.; Tan, R.R. Net Energy Analysis of the Production of Biodiesel and Biogas from the Microalgae: Haematococcus Pluvialis and Nannochloropsis. Appl. Energy 2011, 88, 3507–3514. [Google Scholar] [CrossRef]
Figure 1. Productivity and density of attached microalgae on palm decanter cake at various visible spectra of irradiation.
Figure 1. Productivity and density of attached microalgae on palm decanter cake at various visible spectra of irradiation.
Processes 10 01583 g001
Figure 2. Lipid productivity and contents of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Figure 2. Lipid productivity and contents of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Processes 10 01583 g002
Figure 3. Protein and carbohydrate content of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Figure 3. Protein and carbohydrate content of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Processes 10 01583 g003
Figure 4. FAME saturation degrees of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Figure 4. FAME saturation degrees of attached microalgae growing on palm decanter cake at various visible spectra of irradiation.
Processes 10 01583 g004
Figure 5. Process flow diagram for microalgal lipid production from attached microalgal growth on a palm decanter cake substrate.
Figure 5. Process flow diagram for microalgal lipid production from attached microalgal growth on a palm decanter cake substrate.
Processes 10 01583 g005
Figure 6. Energy inputs of water and light for growing attached microalgae on palm decanter cake at various visible spectra of irradiation.
Figure 6. Energy inputs of water and light for growing attached microalgae on palm decanter cake at various visible spectra of irradiation.
Processes 10 01583 g006
Table 1. Microalgal growth responses to various visible spectra of irradiation.
Table 1. Microalgal growth responses to various visible spectra of irradiation.
Visible SpectrumIntensity (µmol/m2 s)Microalgal SpeciesStimulating Effect in Decreasing OrderReference
White, red, blue, green, yellow100Chlorella vulgarisWhite > yellow > blue > red > greenCurrent study
White, red, blue, green60Botryococcus brauniiRed > white > blue > green[23]
White, red, blue, green, yellow100Chlorella vulgarisWhite > red > blue > yellow > green[22]
Diacronema lutheriBlue > red > green > yellow > white
Porphyridium purpureumGreen > blue > yellow > red > white
White, red, blue, green, yellow-Chlorella vulgarisWhite > red > blue > yellow > green[23]
-Tetradesmus obliquusRed > blue > white > yellow > green
-Arthospira platensisRed > white > blue > yellow > green
White, red, blue,-Auxenochlorella pyrenoidosa, Scenedesmus quadricaud, Tetradesmus obliquusBlue > red > white [24]
White, red, yellow-Phaeodactylum tricornutumRed > white > yellow[24]
White, red, blue52Isochrysis galbanaBlue > red > white[25]
White, red, blue, green100Chlorella sp., Nannochloris oculataBlue > red > white > green[5]
Table 2. Microalgal lipid accumulation responses to various visible spectra of irradiation.
Table 2. Microalgal lipid accumulation responses to various visible spectra of irradiation.
Visible SpectrumIntensity (µmol/m2 s)Microalgal SpeciesStimulating Effect in Decreasing OrderReference
White, red, blue, green, yellow100Chlorella vulgarisGreen > red > yellow > white > blue Current study
White, red, blue, green60Botryococcus brauniiRed > white > blue > green[23]
White, red, blue, green, yellow-Chlorella vulgarisBlue > red > white > green > yellow [23]
-Tetradesmus obliquusBlue > red > white > green > yellow
-Arthospira platensisBlue > red > white > green > yellow
White, red, yellow-Phaeodactylum tricornutumRed > white [24]
White, red, blue, green100Chlorella sp.Blue > red > white > green[5]
Nannochloris oculataBlue > white > red > green
White100Nannochloropsis sp.Blue > white > blue-green > pink > red[31]
Red75
Blue15
Blue-green20
Pink85
White, red, blue70Streptomyces. bacillarisRed > white > blue[32]
White, red, blue50Chlorella vulgarisBlue > white > red[30]
White, red, blue104Isochrysis galbanaBlue > white > red[25]
Table 3. Protein and carbohydrate accumulation derived from attached microalgal biomasses growing on various supporting materials.
Table 3. Protein and carbohydrate accumulation derived from attached microalgal biomasses growing on various supporting materials.
Supporting MaterialMicroalgal SpeciesProtein Content (%)Carbohydrate Content (%)Reference
Palm decanter cakeChlorella vulgaris34.10 ± 0.6560.91 ± 1.15Current study
Spent coffee groundsChlorella pyremoidosa20.36 ± 1.1320.69 ± 0.89[38]
Cottom, linen, mohairScenedesmus. sp50.10 ± 10.137.60 ± 10.5[39]
Walnut shellsChlorella vulgaris27.70 ± 1.2534.50 ± 1.31[40]
Scenedesmus obliquus34.80 ± 0.5532.50 ± 0.59
Cellulose acetate membraneChlorella vulgaris52.84 ± 2.5037.93 ± 1.15[41]
Glass slideConsortia12.00 ± 1.1360.00 ± 2.07[42]
Cellulose acetate–nitrate membraneNannochloris oculata19.20 ± 2.599.10 ± 0.49[43]
Chlorella sp.19.20 ± 2.573.70 ± 0.24
Chlorella pyrenoidosa31.00 ± 2.019.00 ± 0.50
Table 4. Overall FAME profile derived from attached microalgal biomass grown on palm decanter cake.
Table 4. Overall FAME profile derived from attached microalgal biomass grown on palm decanter cake.
FAME SpeciesFAME Content (%)Saturation Degree
Methyl palmitate (C 16:0)51.36SFA
Methyl stearate (C18:0)5.36SFA
Methyl lingnocerate (C24:0)13.66SFA
cis-Methyl oleate and trans-Methyl 9-octadecenoate (C18:1)25.97MUFA
Methyl cis-11,14,17-eicosatrienoate (C20:3)1.88PUFA
Methyl cis-5,8,11,14,17-eicosapentaenoate (C20:5)1.77PUFA
Table 5. FAME contents derived from various microalgal strains grown on various supporting materials and growth media.
Table 5. FAME contents derived from various microalgal strains grown on various supporting materials and growth media.
Microalgal SpeciesSupporting Material/
Culture Medium
Total
C16:0, C18:0,
C18:1, C18:2, C18:3 (%)
SFA (%)MUFA (%)PUFA (%)Reference
Chlorella vulgarisPalm decanter cake82.69 ± 1.4070.38 ± 2.3025.97 ± 1.123.65 ± 0.28Current study
Chlorella vulgaris, Oscillatoria tenus, Scenedesmus obliquusWastewater78.67 61.5720.2311.92[49]
Nannochloropsis oculata-44.00 ± 4.3043.03 ± 2.2037.41 ± 3.4015.12 ± 1.30[50]
Thalassiosira weissflogii29.69 ± 3.5526.52 ± 4.6534.25 ± 5.0036.95 ± 4.50
Chlorella vulgarisPolyurethane foam68.7035.6043.1019.70[3]
Chlorella vulgaris,Walnut shells77.85 ± 5.0532.60 ± 3.962.85 ± 0.1158.66 ± 5.67[40]
Scenedesmus obliquus78.67 ± 5.8025.99 ± 2.5315.34 ± 1.6053.66 ± 4.81
Chlorella vulgarisCotton92.89 ± 0.9332.37 ± 0.3928.04 ± 0.4039.57 ± 0.34[51]
Dunaliella tertiolecta-97.832.1719.4547.25[52]
Phaeodactylum tricornutum-18.69 ± 3.6225.77 ± 3.0431.65 ± 1.9429.85 ± 5.18[9]
Ettlia sp.Porous membrane90.1023.6029.2043.50[53]
Dunaliella salina 53.3334.7632.1833.06[54]
Graesiella emersonniVermicompost82.70 ± 5.4947.10 ± 2.4315.30 ± 1.0137.60 ± 1.66[55]
Table 6. Direct processes producing 1 g of lipid from attached microalgal biomass grown on palm decanter cake under irradiation with yellow light.
Table 6. Direct processes producing 1 g of lipid from attached microalgal biomass grown on palm decanter cake under irradiation with yellow light.
Microalgae SpeciesCultivation System NERReference
Chlorella vulgarisAttached0.30Current study
Chlorella vulgarisSuspended0.27[56]
ConsortiumSuspended0.73[58]
Haematococcus pluvialisSuspended0.40[59]
Nannochloropsis sp.0.12
Table 7. The NER values of different microalgal strains in various cultivation systems.
Table 7. The NER values of different microalgal strains in various cultivation systems.
ProcessAmountEnergy Equivalent (MJ)
Cultivation:
Water0.9 kg5.25
Electricity0.89 kWh3.20
Harvesting:
Electricity26.36 kWh94.90
Lipid extraction:
Electricity3.435 kWh12.37
Total cumulative energy demand-115.72
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Tiong, Z.W.; Rawindran, H.; Leong, W.H.; Liew, C.S.; Wong, Y.Y.; Kiatkittipong, W.; Abdelfattah, E.A.; Show, P.L.; Rahmah, A.U.; Tong, W.Y.; et al. Impact of Various Visible Spectra on Attached Microalgal Growth on Palm Decanter Cake in Triggering Protein, Carbohydrate, and Lipid to Biodiesel Production. Processes 2022, 10, 1583. https://0-doi-org.brum.beds.ac.uk/10.3390/pr10081583

AMA Style

Tiong ZW, Rawindran H, Leong WH, Liew CS, Wong YY, Kiatkittipong W, Abdelfattah EA, Show PL, Rahmah AU, Tong WY, et al. Impact of Various Visible Spectra on Attached Microalgal Growth on Palm Decanter Cake in Triggering Protein, Carbohydrate, and Lipid to Biodiesel Production. Processes. 2022; 10(8):1583. https://0-doi-org.brum.beds.ac.uk/10.3390/pr10081583

Chicago/Turabian Style

Tiong, Zhi Wei, Hemamalini Rawindran, Wai Hong Leong, Chin Seng Liew, Yi Ying Wong, Worapon Kiatkittipong, Eman Alaaeldin Abdelfattah, Pau Loke Show, Anisa Ur Rahmah, Woei Yenn Tong, and et al. 2022. "Impact of Various Visible Spectra on Attached Microalgal Growth on Palm Decanter Cake in Triggering Protein, Carbohydrate, and Lipid to Biodiesel Production" Processes 10, no. 8: 1583. https://0-doi-org.brum.beds.ac.uk/10.3390/pr10081583

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

Article Metrics

Back to TopTop