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Research Article

Exploring the potential of microbial biomass and microbial extracted oils in tribology: a sustainable frontier for environmentally acceptable lubricants

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Article: 2330644 | Received 15 Dec 2023, Accepted 11 Mar 2024, Published online: 22 Mar 2024

ABSTRACT

Mineral oil-derived lubricants, extracted from fossil fuels, account for approximately 90% of the lubricant market. A large proportion of these lubricants end up in the environment through usage, spillage, and disposal, leading to contamination of aquatic systems, ecosystems, and agricultural lands. To address this, new regulations were released (e.g. Vessel General Permit 2013) to promote the use of Environmentally Acceptable Lubricants (EALs) over conventional, toxic, non-biodegradable mineral oils. Today, the range of EAL is limited, particularly affecting the maritime sector. Since 2013, the variety and effectiveness of EALs have improved, but further advancements and cost reductions are essential. This study focuses on developing sustainable bio-based additives from microbial processes to enhance EALs. These additives, sourced through fermentation, avoid using fossil fuels and do not require arable land, preserving water resources and food production areas. The research reveals that yeast, high in sulfur and phosphorus, and microbial oils, mainly carboxylic acids, effectively stabilize EAL formulations, reducing friction and wear in water-based lubricants. Microbial oils are superior in reducing friction, while yeast offers better wear protection. This study opens the possibility of incorporating various bio-based products into EALs, providing a sustainable, environmentally friendly option.

GRAPHICAL ABSTRACT

1. Introduction

Environmental concerns and non-renewable resource depletion are pushing research towards renewable sources like microbial oils for tribology applications.

The conventional lubricants and materials used in tribology are primarily derived from petroleum resources. Given the environmental concerns and the threatening resource shortage, it is necessary to explore sustainable alternatives (Citation1–3). The adoption of Environmentally Acceptable Lubricants (EALs) is increasingly required in certain applications (Citation4), while their potential is being actively explored on a global scale in various other applications. However, one of the main limitations of the EALs is the limited amount of chemicals compounds that can be used to improve the performance of the base oils. For lubricants, several classification lists exist, determining their safety for humans and the environment or potential risks. The FDA's 21 CFR § 178.3570 details ‘Lubricants with incidental food contact’ including H1 food-grade lubricant components, unchanged since 1977 (Citation5). European Commission's LuSC-list includes substances and base oils, focusing on their EU Ecolabel Lubricant (EEL) biodegradability and aquatic toxicity (Citation6). Substances on the LuSC-list must have 100% EEL biodegradability and be non-toxic. The OSPAR List, initiated in 2004, targets chemicals hazardous to marine environments, including organometallics, organohalogens, biocides, and phenols (Citation7). Taken all above, the use of microorganisms might open the possibility of expanding the number of additives that can be used in EALs formulations.

Microorganisms, through their versatile metabolic pathways, can produce a wide range of compounds including lipids, polysaccharides, proteins, and nucleic acids as part of their biomass (Citation8). Particularly, certain microbial strains are known to synthesize lipids. These microbial oils, often termed single cell oils (SCOs), have shown promise in several applications including biodiesel production, cosmetics, and nutraceuticals (Citation9). Studies have also established that certain lipids might serve as potent additives, significantly enhancing the frictional performance of lubricants, however the tested lipids, were acquired in a purified commercial form and not from natural or microbial origin (Citation10–12). These microbial lipids are particularly effective when dispersed in water-based media, underscoring their utility in improving lubricant efficiency in reducing both friction and wear. The potential role of microorganisms in tribology represents a largely unexplored area of research, and so far, very few studies have explored using microorganisms in tribology (Citation3,Citation13).

Microbial biomass and oils provide a promising avenue for sustainable alternatives, leveraging the diverse and versatile metabolic capabilities of microorganisms. Yeasts such as Saccharomyces cerevisiae and Rhodotorula toruloides are known for their roles in biofuel production and broader industrial uses (Citation14). Notably, both these yeasts have the capacity to grow on lignocellulosic hydrolysate, a byproduct derived from the breakdown of lignocellulosic biomass (Citation15–18). This property enhances their industrial relevance and sustainability. Lignocellulosic biomass, the most abundant renewable organic material on Earth, primarily consists of lignin, cellulose, and hemicellulose. The hydrolysate of this biomass serves as an inexpensive, readily available, and environmentally friendly substrate for microbial growth and fermentation.

The yeast S. cerevisiae is renowned for its capacity to ferment sugars to ethanol, and despite the primary focus on ethanol, the process also results in a substantial yield of microbial biomass, which is often overlooked and discarded. However, this biomass represents a potential source of valuable biomaterials that could be harnessed in tribology and other industrial applications. The repurposing of this ‘by-product’ not only minimizes environmental footprint but also aligns with the principles of a circular bio-economy, thereby enhancing the overall sustainability of industrial operations (). The spent yeast biomass, a byproduct of ethanol production, contains various valuable compounds including proteins, nucleic acids, vitamins, and minerals. Given the multi-faceted nature of tribological systems, the yeast biomass could potentially serve as a biodegradable, renewable, and sustainable material alternative.

On the other hand, R. toruloides, a basidiomycetous yeast, has been identified as an efficient cell factory for the production of lipids (). These single-cell oils (SCOs) have garnered attention in the biofuel industry as potential replacements for plant-derived oils. The advantage of SCOs lies in their renewable nature, the ability to tailor their production to specific lipid profiles, and the possibility of cultivating these yeasts on a variety of substrates, including industrial waste. Conventionally, lubricants are composed of oils derived from either fossil or plant-based sources, each with specific characteristics that influence their performance in tribological applications. The prospect of replacing these traditional oils with microbial SCOs, offers an environmentally friendly alternative, potentially transforming the composition and production of lubricants in the tribological field and could signal a shift towards sustainable practices in the field.

This study explores the potential of S. cerevisiae and R. toruloides biomass and oils in tribology and it aims to encourage more research towards using microbial products for eco-friendly lubrication and reduced fossil fuel reliance. The process involves transforming residual forest biomass into yeast biomass (YB) and extracted oils from oleaginous yeast (EOO) through fermentations, showcasing a promising avenue for sustainable lubricant production ().

Figure 1. Residual forest biomass is used to produce yeast biomass (YB) and Extracted Oils from Oleaginous Yeast (EOO) through Saccharomyces cerevisiae and Rhodotorula toruloides fermentations, respectively. In this study, YB and EOO are evaluated for their potential as advanced lubricating ingredients.

Figure 1. Residual forest biomass is used to produce yeast biomass (YB) and Extracted Oils from Oleaginous Yeast (EOO) through Saccharomyces cerevisiae and Rhodotorula toruloides fermentations, respectively. In this study, YB and EOO are evaluated for their potential as advanced lubricating ingredients.

2. Experimental methods

2.1. Ethanol and yeast biomass production from lignocellulosic hydrolysate

This paragraph outlines the experimental approach taken to cultivate Saccharomyces cerevisiae on a laboratory scale. The objective was to produce ethanol, employing lignocellulosic hydrolysate as the chosen fermentation substrate. The study documents the collection and processing of Yeast Biomass (YB), referred to as Route 1 in .

2.1.1. Yeast strain

Saccharomyces cerevisiae Ethanol RedTM industrial strain for bioethanol production was obtain from Leaf by Lesaffre (Marcq-en-Barœul, France) and was used in this study.

2.1.2. Preparation of the Norwegian spruce hydrolysates used for bio-ethanol production process

The Norwegian spruce hydrolysates, Excello-90 lignocellulosic hydrolysate provided by biorefinery Borregaard (Sarpsborg, Norway) and BALITM pulp hydrolysate were used in the study. Excello-90 hydrolysate contains monomeric sugars mixture, with glucose as the main component. BALITM hydrolysate was produced in the following way: the enzymatic saccharification of sulfite pulped Norway spruce- BALITM pulp was carried out in 3 L bioreactors (Applikon, Schiedam, the Netherlands; working volume, 1.5 litres) during the fermentation in a simultaneous saccharification and fermentation (SSF) process. The enzyme CTec3 Novozyme dosed at 6% w/w was added as catalyst to initiate the hydrolysis.

2.1.3. Bioreactor cultivations for bio-ethanol production with Saccharomyces cerevisiae

Batch cultivations were carried out in 3 L bioreactors (Applikon, Schiedam, the Netherlands; working volume, 1.5 litres) equipped with off-gas O2 and CO2 sensors (BlueSens GmbH, Herten, Germany), pH, temperature and dissolved oxygen sensors. 10% of the pre-culture was used as inoculum. For the preparation of the pre-culture a glycerol stock of S. cerevisiae Ethanol RedTM was used to prepare YPD plated (yeast extract [10 g/L], bacto peptone [20 g/L], dextrose [20 g/L], bacto Agar [20 g/L], pH5.5 HCl adjusted). The YPD plates were incubated at 35°C for 48 h; single colonies from the plates were used to inoculate the pre-culture growing in 150 ml in non-baffled flask and incubated at 200 rpm, 35°C overnight.

The starting pure glucose concentration, and glucose concentration in the respective lignocellulosic hydrolysate equivalent, was 40 g/L. In addition, each medium contained the following nutrients: 7.5 g/L (NH4)2S04, 14.4 g/L KH2P04, 0.5 g/L MgS04-7H20, 2 mL/L trace metals solution, and 1 mL/L vitamins. The trace metals solution contained per liter: 4.5 g CaCl2 ·2Η20, 4.5 g ZnS04-7Η20, 3 g FeS04-7Η20, 1 g H3BO3, 1 g MnCl2-4H20, 0.4 g Na2Mo04*2H20, 0.3 g CoCl2-6H20, 0.1 g CuS04-5H20, 0.1 g KI, 15 g EDTA. The trace metals solution was prepared by dissolving all the components except EDTA in 900 mL ultra-pure water at pH 6 followed by gentle heating and addition of EDTA. Finally, the trace metal solution pH was adjusted to pH 4, and the solution volume was adjusted to 1 L and autoclaved (121°C in 20 min). Trace metals solution was stored at +4°C. The vitamins solution contained per liter: 50 mg biotin, 200 mg p-aminobenzoic acid, 1 g nicotinic acid, 1 g Ca-pantotenate, 1 g pyridoxine-HCl, 1 g thiamine-HCl, 25 g myo-inositol. Biotin was dissolved in 20 mL 0.1 M NaOH and 900 mL water is added. pH was adjusted to 6.5 with HCl and the rest of the vitamins was added. pH was re-adjusted to 6.5 just before and after adding m-inositol. The final volume of the vitamin solution was adjusted to 1 1 and sterile filtered before storage at 4°C.

For all the fermentation conditions, run in duplicates at 35°C and pH 5, dissolved oxygen levels were maintained at a minimum of 30% by automatic adjustment of the stirrer speed (agitation 800 rpm). The aeration rate was constant 0.67 L sterile air/L culture/min. Dissolved oxygen, agitation speed, pH and CO2 concentration in off-gas were measured and logged on-line. Foaming was controlled by adding 1 g/L antifoam A (10% antifoam; Sigma-Aldrich, St. Louis, MO, USA). The fermentation run that was terminated after 24 hours.

2.1.4. Preparation of yeast biomass (YB) for tribological analysis and measurements

The yeast biomass was separated from the culture supernatant by centrifugation (10 min, 2000rpm), and washed with distilled water using the Millipore vacuum filtration system.

For the monitoring of glucose and ethanol concentrations, supernatant was analysed on Cedex® Bio Analyzer (Roche) and used according to manufacturing instructions. As indication of the strain growth the optical density at 600 nm (OD600) was measured using a benchtop spectrophotometer.

2.2. Lipid production from Rhodotorula toruloides with lignocellulosic

This paragraph describes the scaled-up cultivation process of Rhodotorula toruloides aimed at lipid production, with lignocellulosic hydrolysate serving as the fermentation medium. This segment, designated as Route 2 in , focuses on the systematic approach to extracting Oleaginous Yeast Oils (EOO) from the cultivated biomass.

2.2.1. Oleaginous yeast strain

Rhodotorula toruloides CCT0783 (synonym IFO10076) was obtained from Coleção de Culturas Tropicais (Fundação André Tosello, Campinas, Brazil).

2.2.2. Preparation of the Estonian Birch hemicellulosic hydrolysate

The pentose-sugars enriched lignocellulosic hydrolysate stream of Birch (Betula pendula), here named as C5-Birch, was produced and provided by Fibenol OÜ (Tallinn, Estonia). The hexoses were in g/L: 113.5 of glucose, 13.3 of galactose, and 23.4 of mannose. While the pentoses were in g/L: 315.9 of xylose and 9.3 of arabinose. Acetic acid and 5-HMF concentrations were 4.7 and 2.8 g/L, respectively. The amounts of nitrogen and furfural were negligible. The pH of C5-Birch was adjusted to 6.0 with NaOH and the formed solids were removed by centrifugation at 12.000 rcf for 30 min, here in called clarified C5.

2.2.3. Rhodotorula toruloides cultivation conditions for the lipid production and extraction

Pre-inoculum and inoculum were prepared as described by Monteiro de Oliveira et al. (Citation16). The 50 liters reactor (New Brunswick™ BioFlo® 610) was filled with 27 liters of water, (NH4)2SO4 at 5 g/l, KH2PO4 at 3 g/l, MgSO4.7H2O at 0.5 g/l, and antifoam at 0.075 ml/l. The bioreactor was autoclaved by 20 min at 121 °C. After cooling down, the clarified C5 was added to 50 g/l of total sugars and carbon to nitrogen (C/N) ratio of 20 and inoculation performed right after. Cultivation was carried out at 30 °C, dissolved oxygen maintained at 25% by varying stirring (140-360 rpm) and aeration (0.3–1 vvm), pH at 6 by the addition of NaOH or HCl 6 M. Two pulses of clarified C5 were done at 21 and 41 h of cultivation aiming at 50 and 90 g/l of sugars, respectively. Cultivation finished at 90 h. The cells were harvested by centrifugation at 12,000 rcf and 20 min. The wet cells were resuspended in water (1:2 mass ratio) and homogenized at 1300 bar for 15 passages. The slurry was mixed with hexane and ethanol to reach (1:0.5:2, mass ratio). After mixing, the phase separation was done by gravity, and the lipid rich phase was recovered, and hexane was evaporated using rotary evaporator.

2.2.4. Analytical methods

Microbial growth was estimated by OD600 nm and measured gravimetrically by dry cell mass. Sugars and sugar alcohols were quantified by HPLC using Rezex RPM Monosaccharide column (Phenomenex, United States) and LC-grade H2O as a mobile phase at a flow rate of 0.6 mL/min at 85°C. Organic acids and other metabolites were also measured by HPLC using Rezex ROA Organic Acid column (Phenomenex, United States) at 45°C and 5 mM sulfuric acid as a mobile phase. Total lipid was done by an adapted Folch method (Citation19). The original Folch methodology (Citation20) was developed for extracting lipids from brain cells which are homogenized using chloroform:methanol at 2:1 vol ratio, followed by adding NaCl 0.9% at 0.2 vol ratio for washing polar lipids and proteins. Meanwhile in this work we used dried intact yeast cells and no washing step was performed.

2.3. Preparation of bio-lubricants

In the present study, Yeast Biomass (YB) and Extracted Oleaginous Yeast Oils (EOO) were explored as potential lubricant additives. These additives were dissolved in a water-glycol media, which was formulated by combining distilled water, Diethylene glycol (99% purity and a molar mass of 106.12 g·mol−1), and 2-Dimethylaminoethanol (≥99.5% purity and a molar mass of 89.138 g·mol−1) in a precise ratio of 60:39:1, respectively. All chemicals in these experiments were used as received without further purification.

In the experimental procedure, a water-based fluid (BF) was formulated with biobased additives utilizing a magnetic stirrer, ensuring thorough mixing over a duration of 4 hours at a controlled temperature of 50°C. For the ensuing tribological investigations, additive concentrations were methodically varied: 0.5 wt.% to 5 wt.% forYB additives and 1 wt.% to 3 wt.% for EOO additives.

The selection of YB and EOO additive concentrations was determined through a systematic series of iterative experiments. Initially, we chose a starting concentration of 2 wt.% based on preliminary literature review insights. The concentration range was then adjusted from 0.5 wt.% to 5 wt.% for YB and 1 wt.% to 3 wt.% for EOO through iterative testing to evaluate performance implications. These adjustments were guided by two main criteria: the observation of increased friction, indicating reduced lubricant performance, and the identification of a performance plateau, suggesting an optimal concentration level.

This process allowed us to refine our concentration choices to those that provided the most beneficial tribological outcomes without compromising the lubricant's overall performance. The chosen percentages represent a balance between maximizing lubricative benefits and ensuring formulation stability, based on empirical evidence rather than arbitrary selection.

2.4. Testing and characterization methods

2.4.1. Chemical analysis of additives

Chemical analysis of obtained bio-base additives was performed with the ICP-MS. Samples were diluted with HNO3 in a Milestone UltraWAVE microwave oven, subsequently being subjected to analysis via an Agilent 8900 Triple Quadrupole Inductively Coupled Plasma Mass Spectrometry (ICP-QQQ), complemented with an SPS 4 Autosampler. The elements selected for analytical scrutiny encompassed Lithium (Li), Sodium (Na), Magnesium (Mg), Phosphorus (P), Sulfur (S), Potassium (K), Chromium (Cr), Manganese (Mn), Iron (Fe), Nickel (Ni), Copper (Cu), Selenium (Se), and Lead (Pb). Quantification was executed against standards procured from Inorganic Ventures, employing Indium-115 (115In) as the internal standard, ensuring precision and reliability in the analytical data obtained.

2.4.2. Tribological testing

Samples of mild carbon steel (ST-52) were cut from a steel bar with a diameter of 30 mm, forming disks with a thickness of 5 mm to be utilized in tribological testing. The disks underwent a grinding process with SiC paper and were subsequently polished using diamond paste, achieving a surface finish characterized by a roughness average (Ra) of 0.1 ± 0.003 μm. A Mitutoyo SJ-301 surface roughness stylus profilometer was employed to measure the roughness, with the average surface roughness (Ra) being represented in 0°, 90°, 180°, and 270° directions to comprehensively describe the surface condition. Following the grinding and polishing process, the disks were subjected to ultrasonic cleaning in a 1:1 solution of ethanol and distilled water for a duration of 5 minutes.

The tribological performance of formulated lubricants, under harsh boundary conditions, was assessed with a unidirectional ball-on-disk tribometer from Phoenix Tribology. An alumina ball (fused ceramic) with a diameter of 6 mm, delivered by Precision Ball and Gauge Co., Ltd., was pressed against the ST-52 disk under a dead-weight load of 20 N, corresponding to a maximum Hertzian contact pressure of 2.1 GPa. The disk was rotated at a velocity of 44 mm/s. All lubricants underwent testing at ambient room temperature, with each tribological test lasting for 30 minutes. To validate the repeatability of the outcomes, three experiments were conducted for each condition. Average and standard deviation of data points were calculated and plotted for the last 15 min of the test. Wear volume was quantitatively analyzed utilizing an Alicona Infinite Focus optical 3D microscope and Gwyddion software, dedicated to surface imaging, analysis, and metrology. Measurements of the wear volume were taken from four distinct locations along the wear track for each sample, and subsequently, an average value was computed.

2.4.3. Weartrack investigation

The wear track morphology was investigated utilizing a Scanning Electron Microscope-Energy-Dispersive X-ray Spectroscopy (FEI Quanta FEG 650). SEM images were captured with an Everhart–Thornley Detector (ETD), while EDX enabled the analysis of the chemical properties of the tribofilms. Throughout this study, a working distance of 10 mm ±1 mm was maintained, and an accelerating voltage of either 10 or 15 keV was applied. It is estimated that, with these voltages, the beam enables the detection of chemical information to a depth of approximately 1 micron within the samples.

3. Results

3.1. Yeast biomass and oils from yeast results

3.1.1. Yeast biomass production process as bioproduct of ethanol fermentation

In our exploration of sustainable tribological alternatives, we conducted a lab-scale cultivation of the yeast Saccharomyces cerevisiae (), using environmentally friendly and locally sourced substrates. As illustrated in , the growth kinetics of S. cerevisiae in a glucose substrate, which served as our reference cultivation condition ((a)) in comparison to the cultivation using lignocellulosic hydrolysates, were precisely recorded. This reference cultivation condition not only demonstrated the yeast's robust growth but also its glucose utilization and ethanol production trajectories. Intriguingly, the biomass derived from this condition was subsequently employed in our tribological experiments, underscoring its potential utility. Furthermore, substrate utilization patterns, particularly in the BALI pulp simultaneous saccharification and fermentation (SSF) process, revealed an initial glucose concentration of 10.78 g/L just 2.5 hours into the experiment. Ethanol production profiles across test conditions were also elucidated, with the BALI pulp SSF process showcasing a peak ethanol production of 8.72 g/L, 9 hours post-inoculation. Notably, the Excello 90 substrate, sourced from Norway spruce, stood out for its efficacy, registering a remarkable ethanol production peak of 20.95 g/L. These findings underscore the potential of S. cerevisiae. While this yeast is celebrated for its role in biofuel production via ethanol synthesis, these findings highlight its alignment with circular economy principles and recyclability. The biomass, often discarded as a byproduct, holds significant promise for tribological applications.

Figure 2. SEM images of Saccharomyces cerevisiae in YB at 10 kV and 10,000x magnification. Figure (a) shows dense clusters of intact cells. Figure (b) reveals damaged cells with compromised walls and changed shapes.

Figure 2. SEM images of Saccharomyces cerevisiae in YB at 10 kV and 10,000x magnification. Figure (a) shows dense clusters of intact cells. Figure (b) reveals damaged cells with compromised walls and changed shapes.

Figure 3. Lab-scale Saccharomyces cerevisiae ethanol production from residual forest biomass. (a) Growth kinetics on glucose. (b) Feedstock utilization and ethanol yield using the feedstocks: BALI pulp, Excello substrate (Norway spruce), and glucose.

Figure 3. Lab-scale Saccharomyces cerevisiae ethanol production from residual forest biomass. (a) Growth kinetics on glucose. (b) Feedstock utilization and ethanol yield using the feedstocks: BALI pulp, Excello substrate (Norway spruce), and glucose.

3.1.2. Production of oils from oleaginous yeast (EOO) through fermentation

The cultivation of R. toruloides resulted in 36 gdcw/l with a lipid yield on biomass of 0.41 g/gdcw in a process which included a batch (from 0 to 20 hours) and a fed-batch phase (from 20 to 120 hours) (). The yield of biomass produced per consumed substrate was 0.5 gdcw/g substrate in the batch phase of the cultivation and it drop after each pulse of C5, reaching 0.2 gdcw/g substrate. An opposite trend was observed for the lipid content in biomass, which increased after each pulse (lipid content, %, ). As for lipid yield per consumed substrate maintained itself relatively stable over the batch and fed batch phases (0.07-0.1 g lipid/g substrate).

Figure 4. Physiological profile of R. toruloides cultivated in C5 hydrolysate and lipidomics profile of the produced EOO.

Figure 4. Physiological profile of R. toruloides cultivated in C5 hydrolysate and lipidomics profile of the produced EOO.

3.2. Lubricant stability

While the OEE additives did not show any precipitation, the YB is known to have limited solubility in water-based solutions due to its complex and heterogeneous nature. This limited solubility can lead to sedimentation issues, as yeast biomass particles tend to settle down over time. To assess the dispersion stability, a series of experiments were conducted in which 3 wt.% of yeast biomass was added to the lubricant and mixed thoroughly and placed in a glass container. Photographs of the lubricant were taken every 5 days to monitor any changes (). After 15 days of testing, sedimentation was observed, as yeast biomass particles settled at the bottom of the container. This sedimentation was indicative of the limited solubility of yeast biomass in the water-based lubricant. The settling of yeast biomass particles over time can have adverse effects on the performance of the lubricant, potentially causing uneven distribution of additives and hindering the intended tribological improvements. However, it is clearly seen that the color of the lubricant changed from a transparent pale-yellow solution to a blurrier solution. This is an indication that some of the yeast was dissolved in the solution.

Figure 5. Photographs depicting the results of a sedimentation test on a BF mixed with 3 wt.% YB, conducted over a period of 15 days. The test tube on the left (labeled as ‘a’) contains the BF with a 3 wt.% YB mixture, while the test tube on the right (b) contains only the BF for comparison

Figure 5. Photographs depicting the results of a sedimentation test on a BF mixed with 3 wt.% YB, conducted over a period of 15 days. The test tube on the left (labeled as ‘a’) contains the BF with a 3 wt.% YB mixture, while the test tube on the right (b) contains only the BF for comparison

3.3. Tribological testing

In the pursuit of enhancing the tribological properties of water-based lubricants, the incorporation of additives has emerged as a common strategy. This study delves into an investigation of the frictional behavior of water-based lubricants, assessed by the pin-on-disc tribometer, when modified with two distinct additives: YB and EOO. The overarching objective is to study the concentration-dependent effects of these additives on friction reduction.

When YB is used as additive in the water-based lubricant, a discernible shift in the frictional response of the system became evident when the YB concentration exceeded 0.5 wt%. Before reaching this threshold, the friction coefficient remained relatively stable, hovering around 0.18 ( and ). However, as YB concentrations surpassed 0.5 wt%, a substantial reduction in friction transpired, manifesting as a decline in the friction coefficient to approximately 0.13. Notably, elevating the YB concentration to 3 wt% did not yield a further reduction in friction; instead, the frictional response remained at a comparable level to that observed at 0.5 wt%.

Figure 6. The role of additive concentration on friction of water-based fluid modified with yeast biomass additives (YB) and extracted oils from Oleaginous yeast (EOO) measured with the use of Pin On Disc tribometer.

Figure 6. The role of additive concentration on friction of water-based fluid modified with yeast biomass additives (YB) and extracted oils from Oleaginous yeast (EOO) measured with the use of Pin On Disc tribometer.

Figure 7. Tribological evaluation of water-based fluid modified with yeast biomass additives (YB) tested at concentrations ranging from 0.5 wt,% up to 5 wt.%.

Figure 7. Tribological evaluation of water-based fluid modified with yeast biomass additives (YB) tested at concentrations ranging from 0.5 wt,% up to 5 wt.%.

In contrast to YB, the addition of EOO exerted a notable influence on friction reduction, even at lower concentrations. Upon introducing EOO to the water-based lubricant, a reduction in friction was evident at a mere concentration of 0.05 wt%, culminating in a reduction of the friction coefficient from 0.18 to 0.12. Increasing the EOO concentration to 0.5 wt% yielded a further reduction in friction, with the friction coefficient reaching approximately 0.11. Intriguingly, subsequent increments in EOO concentration did not yield substantial alterations in the frictional response ().

Figure 8. Tribological evaluation of water-based fluid modified with EOO.

Figure 8. Tribological evaluation of water-based fluid modified with EOO.

This study conducted a comparative analysis of the tribological properties between a water-based lubricant modified with 1% wt each of EOO and YB, and a commercially available, fully formulated ester-based lubricant with a viscosity of 68 cSt. The commercial ester-based lubricant is a typical EAL used in maritime market and more specifically in vessels that need to comply with the 2013 Vessel General Permit (VGP). The viscosity of our water-based lubricants ranged from 3.2 cst without YB or EOO additives to 3.5 cst with a 5% wt inclusion of YB. Notably, the addition of 1% wt of both YB and EOO to the water-based lubricants resulted in a remarkable improvement in their friction performance, achieving even lower Coefficient of Friction (CoF) values than the ester-based lubricant, which typically records a CoF around 0.14 (). While the CoF was significantly improved, the wear protection of the water-based lubricants did not show a marked difference when compared to the ester-based lubricant (). However, an exception was observed with the formulation containing 3% EOO, which demonstrated considerably better wear protection than both the commercial lubricant and the YB-containing water-based variant. Interestingly, the wear protection offered by the EOO-containing lubricant did not parallel the trend observed in CoF, where the performance of the lubricant with 1 and 3% wt EOO was nearly identical ().

Figure 9. Tribological evaluation of water-based fluid modified with yeast biomass additives (YB) and extracted oils from Oleaginous yeast (EOO) vs conventional ester-based oils.

Figure 9. Tribological evaluation of water-based fluid modified with yeast biomass additives (YB) and extracted oils from Oleaginous yeast (EOO) vs conventional ester-based oils.

Figure 10. Wear comparison of water-based fluid modified with yeast biomass (YB) and oils extracted from Oleaginous yeast (EOO) vs conventional ester-based oils.

Figure 10. Wear comparison of water-based fluid modified with yeast biomass (YB) and oils extracted from Oleaginous yeast (EOO) vs conventional ester-based oils.

3.4. Chemical analysis

The ICP analysis of the yeast () reveals a high amount of P and S on the lubricant containing 1% wt YB. Presence of S, P and K is typical in Saccharomyces cerevisiae since those elements are necessary for the cell growth and are integral components of their structural and physiological macromolecules (i.e. proteins, phospholipids, nucleic acids). This is very interesting because P and/or S compounds are commonly used in lubricants as anti-wear or extreme pressure additives. The chemical analysis (EDS) of the wear track showed the presence of these elements in the samples tested with water-based lubricant containing 1% wt YB ().

Figure 11. ICP-MS of yeast biomass (YB) and oils extracted from Oleaginous yeast (EOO).

Figure 11. ICP-MS of yeast biomass (YB) and oils extracted from Oleaginous yeast (EOO).

Figure 12. SEM and EDS analysis with the highlight on the analyzed area (Spot A and Spot B) of the wear tracks after testing with water-based lubricant containing 1% YB (a) and 1% EOO (b).

Figure 12. SEM and EDS analysis with the highlight on the analyzed area (Spot A and Spot B) of the wear tracks after testing with water-based lubricant containing 1% YB (a) and 1% EOO (b).

On the other hand, the ICP analysis on the EOO based lubricants did not show, as expected, any presence of S, P nor K. EOO composition is based on carboxylic acids, and therefore there is no presence of any other elements than C, H and O. Indeed, the EDS chemical analysis of the wear tracks on the samples tested with EOO based lubricants did not show the presence of S nor P (). It is worth mentioning that the wear track obtained when testing the water-based lubricant with EOO is smoother than the wear track obtained when YB was used. This might indicate that the behavior of the fatty acids in EOO is more beneficial than P and S compounds in the conditions used in the test set up.

In the previously conducted research by Santos et al. (Citation21), a comprehensive lipidomic analysis of EOO was undertaken using advanced gas chromatography-mass spectrometry (GC/MS) techniques. The results of this analysis revealed a complex composition of fatty acids within EOO. Notably, the lipid profile encompasses a range of both saturated and unsaturated fatty acids. The quantitative distribution of these Fatty Acid Methyl Esters (FAME) is presented in was as follows: Lauric acid (C12:0) at a minor concentration of 0.05%, Palmitic acid (C16:0) constituting a significant 18.8%, Stearic acid (C18:0) at 8.4%, Oleic acid (C18:1) being the predominant component at 42.8%, Linoleic acid (C18:2) at 20.5%, and Alpha-linolenic acid (C18:3) at 5.3% ( – pie chart).

4. Discussions

Two different bio-based components have been tested as a potential additive for water-based lubricants. Both additives could be dissolved in water-based lubricants to some degree, forming a stable lubricant. The use of Yeast Biomass (YB) from Saccharomyces cerevisiae as well as the use of microbial derived oils (EOO) as a lubricant additive presents a novel approach in tribology and represent the convergence of the fields of industrial biotechnology and tribology towards the development sustainable lubrication solutions.

Our experiments indicated that at lower concentrations (up to 0.5 wt%), YB exhibits a stable friction coefficient, maintaining around 0.18. However, beyond this concentration, a substantial reduction in friction is observed, with the coefficient decreasing to approximately 0.13. This reduction can be attributed to the unique properties of yeast biomass. Yeast cells, with their complex cellular structures, can form a protective layer over surfaces, reducing metal-to-metal contact and thus lowering friction. However, the solubility limitations of YB in water-based lubricants lead to sedimentation issues, potentially affecting long-term performance.

The ICP-MS analysis of YB and EOO provides insights into their tribological performance. The high content of phosphorus and sulfur in YB is likely contributing to its anti-wear properties, as these elements are known to form protective tribofilms under boundary lubrication conditions. The fatty acid composition of EOO, particularly the high content of oleic acid, contributes to its friction-reducing capabilities. The absence of elements like sulfur and phosphorus in EOO suggests a lubrication mechanism that is predominantly reliant on the physical properties of the fatty acids rather than chemical reactions at the surface.

The nature of the carboxylic acids also provides the EOO to be more efficient than the yeast to reduce friction. The EOO amount required to decrease the CoF of the base lubricant was 10 times lower than the YB amount required. Adopting more efficient lubricants, including those enhanced with EOO or YB, can markedly reduce both transportation costs and pollution levels. This approach is supported by Holmberg and Erdemir's research (Citation22), which highlights the critical role of friction in energy consumption within the transportation industry. They found that about one-third of the energy used by vehicles is lost to frictional losses. Therefore, achieving even a modest 10% improvement in lubricant friction efficiency could result in significant energy savings – approximately 12 exajoules (EJ) annually – exclusively for the transportation sector.

5. Conclusions

The integration of microbial bioprocesses in the production of EALs represents a significant step towards sustainable industrial practices. The promising results obtained from the use of yeast biomass and extracted oleaginous yeast oils as bio-additives in EALs not only address the current limitations of EALs in terms of performance but also open new possibilities for sustainable lubricant formulation. Future research should focus on optimizing the concentration and combination of these additives to maximize their tribological benefits, along with exploring cost-effective production methods to enhance their commercial viability. This research underscores the potential of industrial biotechnology in revolutionizing the lubricant industry, steering it towards a more sustainable future.

Authors’ contributions

Conceived the research idea: S.A.; S.B.; F.D.B. Designed the experiments: S.A.; S.B.; E.V.; F.D.B. Methodology: S.A.; S.B.; E.V.; F.D.B. Performed the experiment: S.A.; S.B.; E.V.; F.D.B.; D.K, N.B, T.H. Discussed the results: S.A.; S.B.; E.V.; F.D.B.; N.B; A.K.K.; P.S.; M.V.; L.Z. Analyzed the data: S.A.; S.B.; E.V.; F.D.B.; T.H.; A.K.K.; P.S.; M.V.; L.Z. Wrote the manuscript: S.A.; S.B.; E.V.; F.D.B. Discussed and revised the manuscript: S.A.; S.B.; E.V.; F.D.B.; P.S.; All authors read and approved the final manuscript.

Acknowledgements

Authors acknowledge: Novozymes A/S (Bagsværd, Denmark) for kindly providing the enzyme Cellic CTec3; biorefinery Borregaard (Sarpsborg, Norway) for kindly providing the Excello-90 hydrolysate and the BALI pulp; Fibenol OÜ for providing the C5 hydrolysate.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Data availability statement

All data generated or analysed during this study are included in this published article and its supplementary materials files.

Additional information

Funding

The study was funded by EEA Grant. Novel Routes for cost effective Environmentally Acceptable Lubricants. Project Number:CZ-RESEARCH-0014. Norwegian Research Council FME - Centre for Environment-friendly Energy Research Bio4Fuel. Project Number:257622.

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