Abstract
Undoubtedly, with the increasing emission of greenhouse gases and non-biodegradable wastes as the consequence of over energy and material consumption, the demands for environmentally friendly products are of significant importance. Green tires, a superb alternative to traditional tires, could play a substantial part in environmental protection owing to lower toxic and harmful substances in their construction and their higher decomposition rate. Furthermore, manufacturing green tires using green silica as reinforcement has a high capacity to save energy and reduce carbon dioxide emissions, pollution, and raw material consumption. Nevertheless, their production costs are expensive in comparison with conventional tires. In this review article, by studying green tires, the improvement of silica-rubber mixing, as well as the production of green silica from agricultural wastes, were investigated. Not only does the consumption of agricultural wastes save resources considerably, but it also could eventually lead to the reduction of silica production expenses. The cost of producing green silica is about 50% lower than producing conventional silica, and since it weighs about 17% of green silica tires, it can reduce the cost of producing green rubber. Accordingly, we claim that green silica has provided acceptable properties of silica in tires. Apart from the technical aspect, environmental and economic challenges are also discussed, which can ultimately be seen as a promising prospect for the use of green silica in the green tire industry.
Graphical abstract
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.Avoid common mistakes on your manuscript.
Introduction
Due to the increase in population and the growth of consumer demand, both qualitatively and quantitatively, the demand for cars is increasing. Due to this need, the tire as a consumable and depreciable material increases (Singh et al. 2019; Kawajiri et al. 2020). Global tire consumption was 2.9 billion tons in 2017 and is growing at an annual rate of 0.4%, which is worth about 258 billion dollars, and by the end of 2025, it is expected to be about 2.5 billion tones (Bockstal et al. 2019; Chen et al. 2019; Symeonides et al. 2019). In recent decades, with the emergence of environmental crises due to the increasing emission of non-biodegradable waste and the growth of greenhouse gas emissions due to the high consumption of energy and materials, the need for greener products is more than ever (AliAkbari et al. 2020; Pervez et al. 2021; Sadeghi et al. 2021a, b, c). The production processes of traditional tires resulted in high pollution, and raw materials used in their manufacturing are sourced from unsustainable resources. Considering that tires are a consumable commodity and create a large amount of non-biodegradable waste, this causes an increase in environmental crises such as an increase in microplastics in the marine environment and an increase in greenhouse gases due to higher tire production (Wu et al. 2020; Sadeghi et al. 2021a, b, c). With the forthcoming trend, it is expected that in 2030, we will have about 5 billion scrubbed tires and 1.2 billion discarded tires (Abbassi and Ahmad 2020).
One of the solutions to reducing the damage caused by scrubs and rubber waste in the environment is recycling waste tires and their usage in different industries. More than 4 billion waste tires are accumulated worldwide, of which 1.8 billion will be generated by 2020. Public intervention and industry innovation has made recycling the main method of waste management in Europe and increased the recycling rate from 13 to 39% of all waste tires (Kole et al. 2017; Pilkington 2021). Xu et al. compared the replacing commercial carbon black with pyrolytic residue from the waste tire. They reported that adding a small amount of pyrolytic carbon black can decrease the cost of raw materials and consumption of fossil energy (Xu et al. 2021).
Another solution is to produce and use green tires. Green tires are an excellent option to replace traditional tires due to removing some toxic and harmful substances in their construction and their higher rate of decomposition in the environment (Marimin et al. 2018; Tian et al. 2021). The most important advantages of green tires compared to conventional tires are 3 Rs, and for this reason, they are also called eco-friendly tires, and they are rolling resistance (RR), raw materials, and recycling (thenewautomag 2022). Therefore, according to what has been said, the green tire can be defined briefly as follows: the green tire is a tire with lower fuel consumption due to RR, also lighter, recyclable, has a longer lifespan, and is produced from renewable materials with less energy consumption, so the green tire industry is part of the overall tire industry that is rapidly growing (smithers 2020).
Green tires are produced with less energy-intensive methods and are designed to reduce fuel consumption over the life of the tire due to less RR (Dong et al. 2020). Kumar et al. reported that green tires have longer longevity than conventional tires (Cao et al. 2016). The production processes of traditional tires resulted in high pollution, and raw materials used in their manufacturing are sourced from unsustainable resources. Considering that tire waste is a consumable commodity and creates a large amount of non-biodegradable waste, this causes an increase in environmental crises such as an increase in microplastics in the marine environment and an increase in greenhouse gases due to higher tire production. (Canepari et al. 2018; Wu et al. 2020). According to research conducted by the US National Research Council, a 10% reduction in RR can reduce the fuel consumption of passenger cars by 1 to 2% (Consumers 2006). So, green tire consumers will benefit from less fuel consumption, which will save cost and money in the long term. Because of these benefits and advantages that will be mentioned in the following sections, global green tire consumption is on the rise; in 2010, 1.2 billion green tires were sold worldwide, while in 2015, this amount reached 1.4 billion. Therefore, the share of green tire sales in the total tire manufacturer’s sales increased from 10 to 30% (Devineni et al. 2011).
Researchers in recent years have conducted a variety of research on tires, tire waste, and health effects (Chuang et al. 2015; Labaki and Jeguirim 2017; Lai et al. 2018). De Toledo et al. (2019) used bioremediation to reuse scrap tires. Fahad et al. (2015a, b) used rubber ash for zinc fertilization treatment. In some studies, activated carbon was prepared using waste tires (Gupta et al. 2013; Belgacem et al. 2014). Zhang et al. (2018a, b) investigated the applicability of recycled rubber tire-sand mixtures as the lightweight backfill in base/subbase applications. In some studies, waste rubber was used as the immobilization matrix to remove toxic substances (Lu et al. 2015, 2017). In addition, green tires are made from more durable and recycled materials (Zhang et al. 2021a, b). In this review article, the reinforcement used in green rubber tread and the potentials and challenges of using silica from agricultural waste as a circular economy-based material to produce a greener product are examined.
Green production process of tires
The green tire was introduced by Michelin about 30 years ago. Michelin is one of the largest manufacturers in the tire industry. Its management control strategy is focused on improving its main product, tires, in terms of safety, durability, and decreased environmental impact (Baker et al. 2018). Green tires are essential for driving safety, reducing fuel consumption, and thus reducing air pollution; for example, by reducing the RR of the green tire by 22–35%, fuel consumption is reduced about 3–8% and, as a result, helps to save more fuel in vehicles and reduce CO2 pollutions in the environment (Weng et al. 2020; Zhang et al. 2021a, b). The RR of a tire can affect the fuel consumption of a vehicle as well as its CO2 emissions (Soica et al. 2020). A green tire is a tire that has less RR due to the different design of the tread compound and therefore consumes less fuel (Dominic et al. 2020).
When a car travels on the road, part of the mechanical energy that drives the wheels is stored in the tires, while the other part is disintegrated as heat build-up and called hysteresis loss (Luo et al. 2020). RR is a scale measuring the mechanical energy changing to heat by moving the tires on the road (Lolage et al. 2020a, b). The importance of green tire technology is that a tire must have a high grip for high safety. For this purpose, a high hysteresis rubbery compound for high frequencies is needed that absorbs high-energy surfaces (Esmaeeli 2020; Sibeko et al. 2020). On the other hand, to achieve low RR, a low hysteresis rubbery compound for low frequencies is needed that absorbs low surface energy (Lovison et al. 2021). Because of the inverse nature of the two, it decreases one with the addition of another and vice versa. It is impossible to gain this technology with the same materials and machinery. Compounds can be designed to present higher hysteresis at high frequencies and lower hysteresis at low frequencies, but this is not the case with CB, although this is possible with silica (Ten Brinke 2002). From what has been said, the importance of using silica in the manufacture of green tires is evident, and it is that the use of silica in the tread compound of passenger car tires can reduce RR and improve the wet resistance (Weng et al. 2019). So, the focus is specifically on silica. In addition to using the materials used to make rubber, green production also requires the highest quality standards and safety measures (Katarzyna et al. 2020). In addition to reducing the emission of harmful chemical gases into the environment, proper wastewater management, and waste control, these methods help ensure adherence to high-quality production standards (Narayanamurthy et al. 2020).
To achieve green tire technology, it is necessary to compound specific polymers, precipitated silica, and coupling agent to bond the two (Grunert et al. 2020). These essential ingredients used in the green tire are discussed below:
Rubber
Styrene-butadiene rubber (SBR) has many applications in the rubber industry, and it is still the predominant rubber in car tire treads (Nowakowski and Król 2021). Although emulsion styrene-butadiene rubber (ESBR) is commonly used in the rubber industry, solution styrene-butadiene rubber (SSBR) is better used in green tires because of its better RR and wet skid resistance than ESBR (Hwang et al. 2019). SSBR is synthesized anionic polymerization with SnCl4, ethoxysily, and 3-mercaptopropinic acid (Song 2020).
Silica
The use of sustainable and recycled materials is essential for producing green tires. Many materials are used in the production of tires, but most attention has been focused on silica (Joseph et al. 2020; Parker et al. 2020; Banerjee et al. 2021; Lovison et al. 2021). Silica is a versatile and durable material made of sand, glass, and quartz that acts as a bonding agent in tires. Also, the widespread use of recycled materials in the production of this type of tire is not surprising. Therefore, due to the importance of silica in the production of green tires, the paper will focus on green silica after a general explanation of silica.
Conventional silica
Silica is generally divided into two types, crystalline and amorphous (He et al. 2019). The crystalline type often does not have reinforcing properties. Amorphous silica, which is divided into two models, precipitated and fumed, has reinforcing properties. Fumed silica has the smallest particle size among all types of silica. However, due to processing problems and high prices, it is not generally used in the tire industry. Therefore, precipitated silica is often used in rubber compounds used in the tire industry (Hewitt 2007). For green tire manufacturing, amorphous precipitated silica is used as a reinforcing filler in the tire tread recipes (Lolage et al. 2020a, b). Physical interactions between elastomers and filler particles are essential for rubbers reinforcement. The number and kind of active functional groups, the surface energy, and the different crystallinity of the filler surfaces affected surface activity. In general, this leads to the distribution of active sites to adsorb polymer segments on the surface of reinforcing particle fillers (Laskowska 2014). As shown in Fig. 1, CB, as used in conventional tire, has numerous active sites on the surface and can be compatible with a variety of rubbers without the need for a surface modifier (Hewitt 2007). Unlike CB, silica is hydrophilic and has highly polar functional groups silane (Si-OR) and acidic silanol (Si–OH) on the surface. So it cannot interact well with nonpolar elastomers (Laskowska 2014).
Unlike CB, the polar nature of silica has made it incompatible with nonpolar hydrocarbon elastomers (Grunert et al. 2020). Incompatibility between the filler and the elastomer prevents the filler particles from dispersing in the elastomeric matrix (Song 2020). On the other hand, the viscosity of the rubber increases due to the interaction between the filler-filler containing the silanol groups and complicates the rubber process (Xiao et al. 2020). As a result, it usually reduces the properties of silica-filled compounds compared to CB-filled compounds (Khanra et al. 2020). The compound recipe, mixing process, and equipment often affect the silica dispersion quality (Grunert et al. 2020). The solutions to this problem will be discussed in the following and after the green silica section.
Green silica
Nowadays, more attention has been paid to the use of plant materials to produce green silica as an eco-friendly method. The advantages of this trend are its availability, the low cost of agricultural waste, the elimination of chemical substances, and the decrease in energy consumption (Abolghasemi et al. 2019). One of the very cheap sources for preparing silica is rice husk ash (RHA); silica content in RHA is 90%; 700 million tons of rice are produced annually, of which 22% of the weight is rice husk, which is obtained during rice milling (Shen 2017). The use of this rice husk as boiler fuel for energy production produces a large amount of RHA, the disposal of which is an environmental problem (Nazar et al. 2021). Rice husk is also used as a material for animal husbandry, but in many cases, it is considered rice mill waste and dumped in barren lands (Jembere and Fanta 2017). Therefore, the use of this RHA and being a cheap and available source for silica production can partially solve this environmental problem. There has been a lot of research on green silica, some of which is summarized in Table 1.
The most common agricultural waste for the production of green silica is RHA, which contains 85–95% silica (Chun and Lee 2020). Also, sugarcane bagasse contains an amount of high silica, 92.5%, which is the same as the amount of silica produced from RHA (Sapawe and Hanafi 2018). Bamboo leaf can provide a high silica percent that is about 61% (Silviana and Bayu 2018). Corn stalks were used as a source of nano-silica by the modified cell gel method (Adebisi et al. 2019, 2020). Other agricultural waste such as bamboo culm, oil palm ash, sugarcane bagasse ash, wheat straw, and corncob ash can synthesize silica (Okoronkwo et al. 2016; Sapawe and Hanafi 2018; Surayah Osman and Sapawe 2019; Farirai et al. 2021; Ravindran et al. 2020). The structural properties of silica have led to its use in various fields of science and technology (Costa and Paranhos 2020). Green silica is a potential reinforcement in the tire that has many advantages such as heat resistance, high modulus, hardness, tear strength, abrasion resistance, improved RR, decrease in heat buildup, and rapture resistance (Jembere and Fanta 2017). As Jembere and Fanta (2017) reported, if the size of green silica particles is large, the dispersion of these particles will be weaker. It cannot improve the rubber products’ mechanical properties compared to the commercial silica filler. On the other hand, the silicone functional group reacts better on the green silica surface and leads improved modulus, hardness, abrasion resistance, and rheological properties. Also, it can minimize the beginning time of vulcanization (Jembere and Fanta 2017). Lolage et al., 2020a, b, by synthesis and reinforcement application of highly dispersible green silica in a basic tire tread rubber formulation of a passenger car tire and comparison with the conventional silica, demonstrated that the green silica led to lower Mooney viscosity and much better dispersion as well as better reinforcement factor. Also, tensile strength (TE) and elongation at break (EB) are increased for green silica. Finally, it can be argued that the low-temperature process and a suitable route for converting agricultural waste into a high-value product such as green silica can be beneficial in green tire tread compounds (Lolage et al. 2020a, b).
Coupling agent
Since silica has hard dispersion with nonpolar rubbers due to its acidic nature, high surface energy, and strong polar functional groups such as silanol and siloxane on its surface; the main issue is the good dispersion of filler in the rubber and filler-rubber interaction (Jin et al., Hassanabadi et al. 2020, Song 2020, Tureyen et al. 2021). The main reason for the unequal and challenging dispersion of silica particles in rubber compounds is the tendency of these particles to aggregate, which is also because of the presence of silanol groups on the surface of silica particles that may cause hydrogen bonds. For this reason, the interaction between filler-rubber is hugely weaker than the interaction between filler-filler in silica compounds in comparison to CB (Kohjiya et al. 2020). To solve this problem, some methods have been used including the use of bifunctional organosilane coupling agents such as bis-(triethoxysilylpropyl) tetrasulfide (TESPT) or bis-epoxypropyl polysulfide (BEP) as a popular coupling agent in the tire industry which effectively increases the wettability and compatibility of silica with hydrocarbon elastomers and promotes polymer-filler interactions via the formation of covalent chemical linkages (Ye et al. 2020).
TESPT
TESPT is a coupling agent through the ethoxy-groups in TESPT molecules to silanol groups of silica on the one hand and rubber during the vulcanization reaction on the other, leading to the generation of chemical bonds between silica and rubber (Yrieix et al. 2016). Due to the tetrasulfide structure, TESPT emits a large C2H5OH silanization reaction during mixing, which poses an environmental challenge. Therefore, some silanes such as 3-octanoylthio-1-propyltriethoxysilane (NXT) and 3-mercaptopropyl-di(tridecan-1-oxy-13-penta(ethyleneoxide)) ethoxysilane (VP Si-363) have been considered too (Sengloyluan et al. 2016).
NXT
NXT has better scorch safety than TESPT because of an octanoyl-blocked mercaptosilane. Also, the apparent activation energy of the vulcanization reaction of a compound with NXT is less than that of TESPT, and the apparent activation energy of both compounds reduces with enhancing silane concentration (Wang et al. 2020a, b).
VP Si-363
Another coupling agent is VP Si-363 or 3-mercaptopropyl-di (tridecan-1-oxy-13-penta (ethyleneoxide)) ethoxysilane which is a mercaptosilane containing 1 ethoxy-group and 2 long alkoxy groups that is due to containing the thiol group or the long alkoxy groups in its structure the reaction rate between silica and silane enhances (Sengloyluan et al. 2016). In addition, long alkoxy chains containing oxygen atoms can increase silane uptake at the silica surface, thus speeding up the silane-silica reaction (Ngeow et al. 2019). Compounds containing VP Si-363 compared with TESPT in tire compounds improved the RR and reduced Volatile organic compounds (VOC) (Blume et al. 2019). Figure 2 shows the silanization process by the coupling agent schematically.
Improving silica dispersion in the green tire
Silica-polymer compounds have been studied for many years, due to their excellent properties such as mechanical, electrical, optical, thermal, and inimitable flame retardant, and all these properties are in case the dispersion of silica in the polymer matrix are done well (Kierys et al. 2020; Wang et al. 2020a, b). Improving silica dispersion in silica-rubber compounds can reduce RR and increase wet traction (Weng et al. 2020). As mentioned in the previous sections, mixing silica with rubbers is complicated and is done with the help of coupling agents. Improving silica mixing is the key to achieving the desired properties in silica compounds. Until today, various solutions have been proposed to solve this problem, the most common of which are silane coupling agents, which bind silica particles and polymer molecules together by covalent bonding (Maghami 2016). Since the coupling agent reacts with some acidic silanol groups on the silica surface, the presence of an alkaline substance such as diphenylguanidine (DPG), which acts as a secondary accelerator in the vulcanization reaction, can neutralize these residual acid groups on the silica surface; on the other hand, by adsorbing on the silica surface, it reduces the polarity of the silica (Roshanaei et al. 2020). Also, during the reaction of silane and silica, ethanol is released, which is not easy to recycle in industrial production. Because ethanol vapor is harmful to nature, many countries have strict regulations for the release of VOCs, so studies have been performed on designing a new VOC-free bonding agent containing epoxy groups to react with silanol-silica groups instead of silane (Yang et al. 2020; Ye et al. 2020). This coupling agent uses sulfide bonds to improve the reaction of silica with rubber (Ye et al. 2020).
Several physical and chemical modifications, such as an interface or bulk conversion, have been applied to improve the compatibility of silica with the polymer matrix (Wang et al. 2020a, b). The polymer-filler interaction is improved by functionalizing the polymer chain; thus, the silica dispersion increases (Hassanabadi et al. 2020). Researchers are trying to design functional elastomers, especially SSBR, to reduce SBR hydrophobicity for more excellent compatibility of hydrophilic silica with SBR (Das et al. 2020; Hassanabadi et al. 2020). Rubbers with phosphonium compounds to silica-containing formulations can improve the dispersion and increase surface interaction, showing lower RR (Bockstal et al. 2019). Also, petroleum resin effectively improves wet traction; therefore, modified phosphonium styrene resin can solve both green tire needs (Weng et al. 2020).
Zinc acts as a pair factor by reacting as a silanol-silica and alkoxy-silane groups and is the most common bonding agent for strong adhesion between silica and rubber (Song 2020). Nanomaterials such as carbon nanotubes and graphene have been used in the rubbery compound to maintain wear resistance besides improving RR and wet grip (Guo et al. 2020; Hao et al. 2020; Kumar et al. 2020). Nanomaterials improve the properties of the rubbery compound by their essential properties like excellent aspect ratio. Meanwhile, carbon nanotubes with rough surfaces have a higher dispersion than smooth carbon nanotubes and have stronger surface interactions (Kang et al. 2021).
Plasticizers can be used as an aid to the process as well as improving the dispersion of the filler in the elastomeric compound (Xu et al. 2020; Huang et al. 2021). One of the problems with the plasticizers is their migration to the surface, which is problematic for human health and the environment (Hassan et al. 2020). The compatibility of polymerized soybean oil (SBO) with polymers and thermal stability is higher than SBO and oils as plasticizers (Ifijen et al. 2021), but polymerizing SBO into large molecules reduces their plasticizing capability. Due to its high purity and active bonds C = C, it is considered as a suitable alternative to aromatic oils (Hassan et al. 2019). SBO improves processing, provides a better flow rate, faster dispersion, and the incorporation of filler with the polymer network, and endows thermal stability (Karmalm et al. 2009). The demonstration of coupling interaction of silanized plasticizer (SP) as an interfacial compatibilizer into SBR/silica system during cross-linking is shown in Fig. 3 (Hassan et al. 2020).
Recent measures taken to improve the silica dispersion in the rubber matrix and thus improve the physical–mechanical and dynamical properties of silica-filled rubber compounds used in the tread of the green tires are listed in Table 2.
The compound of high-performance tire tread should have the following characteristics: for snow traction should have a gentle elastic modulus amount at low temperatures, for wet traction should have high loss modulus from 0 to 20C, for dry stability should have rigid complex modulus from 20 to 30C, for RR should have low hysteresis at high temperatures, and also for wear resistance should have a low glass-transition temperature. On the other hand, these ideal properties are challenging to achieve due to the restriction of high loading silica-filled compounds (Kang et al. 2021). Silane grafting onto the rubber can be used in the tire industry, as with improved silica dispersion, the physico-mechanical properties of rubber could be better.
The functional groups, capable of shaping hydrogen bonds with silica silanol groups, increased the interaction between silica and polymer and decreased silica agglomerates (Weng et al. 2019; Hassanabadi et al. 2020). It is also possible to improve the dispersion of silica particles in the rubber matrix by anionic polymerization of polybutadiene rubber and oxidized soybean oil (Kim et al. 2015). Silica surface modification can also have a significant effect on its dispersion in rubber compounds, leading to better performance of rubber compounds (Zhang et al. 2018a, b; Zhang et al. 2019).
RS-CNTs improve the wet traction and dry stability of rubber due to their rough surface and provide good RR due to their good dispersion and surface interactions between the polymer and CNTs. Besides, soybean oil can increase the snow traction of tires due to its mild elastic modulus and suitable glass-transition temperature. So, the RS-CNT/soybean oil compound showed the highest strength based on the synergistic effects of carbon nanotubes and soybean oil. The synergistic effects of mixing these two materials produce high wear resistance tires on an industrial scale (Kang et al. 2021).
SP has excellent potential for improving the overall performance of silica-filled SBR compounds used for the green tire industry affordably and environmentally friendly (Hassan et al. 2020). Today, by converting agricultural waste into a valuable product such as silica, the green tire reinforcement filler has been produced. Still, by recycling this waste, which is also challenging to dispose of, a greenway has been used to protect the environment (Lolage et al. 2020a, b).
Environmental assessment of green production process
As mentioned in the previous sections, green tires are more environmentally friendly than regular tires in some respects, which are given below:
Environmental assessment of CB replacement with silica
Because CB is produced through the incomplete combustion of heavy petroleum products, as a result of this incomplete combustion, toxic and dangerous gases are released into nature. In addition, hazardous waste is generated as a result of this process (Dominic et al. 2020). Therefore, it is necessary to replace CB with environmentally friendly and renewable fillers such as silica in the rubber industry to prevent the occurrence of environmental damage also health problems (Baan 2007). In addition, the use of renewable biomass resources is easier to access, has environmental benefits, and is also economical to use to be given more attention in the future (Stegmann et al. 2020; Zhang et al. 2021a, b).
Reducing GHG emission
In response to the increase in global GHG emissions and thus the increasing pressure on climate change management, the need for highly effective and innovative strategies to reduce that in all industries has been considered (Hertwich and Wood 2018; Metson et al. 2020; Liu et al. 2021). For example, in 2013, China launched a practical plan to prevent and control air pollution to reduce GHG emissions, improve air quality, and protect public health (Lu et al. 2019). In the tire industry, they could realize an annual reduction of up to 45 million tons of CO2 emissions and could be realized in the USA alone with the addition of precipitated silica to tire treads (www.reportsanddata.com2020). Therefore, integrating these tires over the traditional ones can significantly decrease carbon footprint.
Reducing fuel consumption
One of the main environmental effects in the lifetime of a tire is RR during use. Twenty percent of car fuel consumption and 30 to 40% of truck fuel consumption is due to RR (Barrand and Bokar 2008). On the other hand, the US National Research Council conducted a study that showed that a 10% reduction in RR reduces the fuel consumption of passenger cars by 1 to 2% (Consumers 2006). The US Environmental Protection Agency also found that reducing RR on-highway vehicles reduced fuel consumption and GHG emissions, as well as reduced NOx (Bachman et al. 2006).
Reducing accumulated agricultural waste
Due to the increase in world population, various industries have increased their productions, including agricultural and food industries (Ng et al. 2020; Ortiz-Gonzalo et al. 2021). These industries often supply the required raw materials through agriculture, and after producing the final product, a lot of waste is made. In fact, agricultural wastes are plant remainder that is not processed into food and edible (Donner et al. 2021) and often disposed of the unscientific way in the environment, that is considered an environmental problem (Ravindran et al. 2020). On the other hand, incineration of agricultural waste through GHG emissions causes severe pollution in the environment (Adebisi et al. 2019, 2020). About 140 billion tons of the world’s remaining biomass is produced annually from agriculture (Martirena and Monzó 2018). In all rice-producing countries, rice husk, an agricultural by-product, is abundantly produced. It is estimated that over 120 million tons of rice husk are produced annually (Su et al. 2020).
Reducing CO2 emissions from conventional silica production
As mentioned in the “Silica” section, carbon dioxide, sodium sulfate, and effluents will be generated during the conventional silica production process, and environmentally this process is a challenge (Zarei et al. 2021). Maier (Maier 2012) reported the result of the emission factor of fused silica, which makes from fusing quartz sand, which can be seen in Table 3.
In fact, fumed silica is a by-product of the production of silicon and ferrosilicon, and the amount of CO2 resulting from its production is given in Table 3. Gao et al. (2017), with a synthesis of a green olivine nano-silica, evaluated the carbon footprint, and they reported a reduction of the CO2emission between 20.4 and 29.0%. Mellado et al. (2014) used RHA-based silica and reported a 50% decrease in CO2 emission (Mellado et al. 2014).
Recycling of agricultural waste containing silica
Because a large amount of agricultural waste contains silica, it can be recycled and produced green silica. Among them is RHA which contains 85–95% silica (Chun and Lee 2020), sugarcane bagasse which contains 92.5% silica (Sapawe and Hanafi 2018), bamboo leaf which contains about 61% silica (Silviana and Bayu 2018), and corn stalks (Adebisi et al. 2019, 2020). And other agricultural waste such as bamboo culm, oil palm ash, sugarcane bagasse ash, wheat straw, and corn cob ash can recycle and synthesize silica (Okoronkwo et al. 2016; Sapawe and Hanafi 2018; Surayah Osman and Sapawe 2019; Farirai et al. 2021).
Tire half-life
Green tires, which are known to have lower fuel consumption due to lower RR than conventional tires, also have more extended longevity (Wu et al. 2019a, b).
Economic assessment of green production process
Green tire production costs
Despite the environmental and economic incentives to use silica technology in the rubber industry, it should be noted that the issue of silica dispersion in the rubbery matrix is more costly than CB (Lolage et al. 2020a, b). Due to the silanization reaction, which is the connection of the silane with the silica in the mixer, and the silane connection reaction to the rubber simultaneously in the production of a green tire tread compound, the cost, and energy consumption of using silica instead of CB is higher. So it takes time, and it must spend more energy (Sengloyluan et al. 2014; Kaewsakul et al. 2015). In addition, the uses of special rubbers such as SSBR (Hassanabadi et al. 2020; Weng et al. 2020; Ye et al. 2020) to help improve the dispersion of silica and reduce RR are other factors that increase the cost of green tire production.
Reduce costs due to reduced fuel consumption
Green tire consumers will benefit from better fuel economy in the longtime. Shah (2012) based on European usage reflects calculated that a car owner traveling 12,500 km/year could easily save up to € 100 of fuel/year. Also, the extra investment of € 20 to € 50 per tire saves every 2 years. The global green tires market size is estimated to reach USD 178.07 billion from USD 80.48 billion in 2019, delivering a compound annual growth rate of 10.4% through 2027 (www.reportsanddata.com2020).
Reduce costs by replacing commercial silica with waste-based silica
One of the main components of the green tire is silica, which is the main production process from natural sources. In addition to reducing natural resources, this process is associated with high energy consumption and high cost (Surayah Osman and Sapawe 2019). Few studies have compared the cost of commercial and waste-based silica. Tong et al. (2018) investigated the production of a low-cost, low environmental impact sodium silicate solution from RHA and reported a 55% lower cost than commercial silicate solution.
Therefore, comparing the cost of green tires produced by commercial silica with green tires made by silica obtained from agricultural bio-waste in the rubber industry may be necessary. For this purpose, in the following, we performed a preliminary cost estimate of using green silica in the green tire industry instead of commercial silica to determine the economic benefits of using it. As mentioned in the “Green production process of tires” section, sodium silicate is used to make silica, which is typically obtained by melting quartz rock at 1300 °C with sodium carbonate. This process is both costly and time-consuming (Kamari and Shahbazi 2020). Maybe that is why the reported price for a ton of commercial silica on an industrial scale is $ 600 to $ 900 (alibaba 2022), while the price of silica extracted from agricultural waste, such as rice husk, has been reported $ 340 per ton (indiamart 2022).
A tire is not a simple object but is made up of different components to make the tire. These components include tread, inner liner, nuts, and straps (Weyssenhoff et al. 2019), and therefore, the weight of a tire consists of the weight of each of these components. Table 4 shows the weight percentage of each component of a tire (p2infohouse 2020).
As shown in Table 4, more than half of the tire weight (54.5%) is made up of tread and sidewall compounds, and in green tires, silica roles as reinforcement agents. Typically, the weight of a passenger tire is 12 kg. According to what has been said, about 4 kg of its weight is related to the tread compound, and about 2.5 kg of its weight is the sidewall compound. Based on the tread and sidewall formulation (Ten Brinke 2002; Ghosh et al. 2012) reported, and what has been said above, about 1,400 g of silica is used in the tread and 650 g in the sidewall of green passenger tires. According to research and analysis performed, at least 2 kg of silica has been used to manufacture each green passenger tire. The effect of using the agricultural bio-waste silica instead of commercial silica on the manufacturing cost of each tire ($/tire) in the green tire industry is shown in Table 5.
Table 5 compares prices on an industrial scale, as you can see if the manufacturer uses agricultural bio-waste silica. It saves about 1$ per tire on production costs. Therefore, the effect of changing the commercial silica to bio-waste type on the final price of each tire for the consumer will be more than 1$ price reduction.
Perspective
In order to expand the market for green products, the ratio between price and quality in the manufactured products must be considered. This means that these types of green products can compete in the consumer market with products made from raw materials (Sadeghi et al. 2021a, b, c). In today’s world, sustainable raw materials are being used to make economic processes greener (AliAkbari et al. 2021b). In the assessment of Qiao and Su (2021), assuming that the price of the new green product and the previous conventional product was constant, the original equipment manufacturer showed a preference for a higher quality product, which reduced the cannibalization effect. In other words, by producing a new green product with relatively high quality, the producer can move to gain market share and make a new consumer market. The effect of reducing profits can be offset by increasing market share. Another effective strategy for a large enterprise can be to reduce prices to increase market share (McColl et al. 2020).
Renewable portfolio standard plays a catalytic role in expanding the green market (Marfavi et al. 2022). These standards were examined in the regulated and deregulated markets in the USA by Shayegh et al. In summary, the study found that in deregulated markets, the need for subsidies is lower for markets with low penetration rates. In contrast, the need for donations for markets with high market share is minimized in regulated markets (Shayegh and Sanchez 2021). As a result, in the case of our study, the green tire industry, the target market structure should be identified, and supportive standards should be maintained in accordance with the industry and market structure.
Understanding new social issues in the successful design of the market is another issue that plays a crucial role in the production and expansion of the market (Langley 2020). For example, with the development of the industry 4.0 Concept, production has shifted towards more personalization. This issue was confirmed in the study of Saniuk et al. (2020), and it was proved that consumers, in addition to price and quality, have a great tendency to personalize products and are willing to pay more for the personalized product. The consumer pays this type of payment to satisfy the sense of uniqueness, which increases consumer loyalty. On a large scale, material consumption and waste production are reduced. The question is whether the above issues, including the implementation of support standards in accordance with the structure of the target market and product personalization, can be applied to the green tire market? In the case of customer personalization of the purchase, in the process of selling vehicles, the options available in selecting more details of the tire by the customer, chosen options such as soft, hard, medium, and even elements of the tire appearance such as size and color, can be activated if the customer selects the green tire. In this method, the consumer receives more personalization as an incentive option if he chooses the green tire. Of course, this method requires supporting standards and laws. Or in the discussion of customer taste design, it can be through customer mental stimulation that education and advertising are among the main stimuli of mental stimulation that can be used to create more customer desire for greener products. Therefore, in addition to quality and economic issues, the customer also considers environmental responsibilities (Poels and Dewitte 2019; Stocchi et al. 2021; Yang et al. 2021).
The market growth is due to the climbing awareness about adverse effects on the environment and human health caused by vehicular emissions and the cumulative number of pollutants emitted by the automobile industry. Green tires have gained popularity because of lower fuel consumption, and the price of diesel and gasoline has increased this popularity. The growth of autonomous vehicles and substitute powertrains (hybrid & electrical) leads to increased green tire deployment (Baskar et al. 2021). Integrating these tires over the traditional ones can significantly decrease carbon footprint. For example, an annual reduction of up to 45 million tons of CO2 emissions could be realized in the USA alone with the addition of precipitated silica to tire treads (www.reportsanddata.com2020).
Since silica is the main filler in the tread of green tires, the use of agricultural waste as an alternative source of silica seems necessary. The attractiveness of these sources is the meager material value, stability, high silica content, and the ability to produce amorphous silica (Surayah Osman and Sapawe 2019). Based on raw materials, the silica incorporated rubber segment is estimated to witness major demand in the coming years as the high silica content in the rubber permits tires to attain low RR, thereby reducing fuel consumption as well as harmful vehicular emissions.
Conclusion
Attention to the future of the world environment is increasing day by day (Bigdelo et al. 2021). This attention can be seen in a variety of industries that use cleaner raw materials and production methods that are less harmful to the environment while maintaining higher profits (Aliakbari et al. 2021a).
Tires are one of the most common products globally, not only the tires themselves but the production process of which causes a lot of pollution. In recent years, research and implementation of cleaner, environmentally friendly production processes and the use of more sustainable raw materials for tire production have been considered, so the production of green tires using silica as a significant reinforcing filler increased worldwide. This green claim is made because silica helps save more fuel in vehicles and reduces CO2 emissions (Lolage et al. 2020a, b). The use of agricultural waste to produce silica reinforces the claim that these tires are green.
This article reviews recent studies on silica production from agricultural wastes and their properties as reinforcement in tires are investigated. Based on these studies, it can be concluded that a low-temperature process and a suitable path for converting agricultural waste into a high-value product such as green silica can be useful in green tires. The advantages of using green silica in a green tire are as follows:
-
CB, the main filler in conventional tires, is a petrochemical product derived from petroleum, but silica, the main filler in green tires, is abundant on earth (Kohjiya et al. 2020).
-
Silica improved wet traction that is used in winter tires. It also shortens the brake line, which contributes a lot to safety (Ten Brinke 2002).
-
The use of silica in rubber tread recipe is reducing RR by 20–30%, and the result is fewer GHG emission (Lolage et al. 2020a, b).
-
The use of silica and reducing RR, which is the most crucial feature of the green tire, has greater stiffness modulus values which provide tensile strength, abrasion resistance, and tear resistance to the tread compound (Grunert et al. 2020; Kang et al. 2021; Song 2020; Ye et al. 2020).
-
While CB filler reduces the overall performance of tires in cases such as fuel consumption, tread life, and safety throughout all seasons while increasing both energy consumption and environmental issues, silica filler improves all of this (Wu et al. 2019a, b).
-
Green silica will have competitive properties against the common silica on the market as a filler in the green tire.
-
The cost of green silica is lower, so it is justified in the green tire industry.
-
Agricultural waste is used optimally based on a circular economy. There are also disadvantages that are summarized below:
-
The challenges of using silica in rubber formulation are the problem of silica dispersion in the rubber matrix (Zhu et al. 2019).
-
Removing the by-product produced during the silanization process in manufacturing green tires from the mixer (Kim et al. 2019).
-
Silica filled rubbers have a low wear resistance compared to carbon-black-filled ones (Kang et al. 2021).
-
Another problem with silica-filled tires is static electricity, which is not present in CB-filled tires (Wu et al. 2019a, b).
To implement agricultural waste to provide the materials needed by industry, additional research on economic and technical optimization can be very effective.
Data availability
Not applicable.
References
Abbassi F, Ahmad F (2020) Behavior analysis of concrete with recycled tire rubber as aggregate using 3D-digital image correlation. J Clean Prod 274:123074
Abolghasemi R, Haghighi M, Solgi M, Mobinikhaledi A (2019) Rapid synthesis of ZnO nanoparticles by waste thyme (Thymus vulgaris L.). Int J Environ Sci Technol 16(11):6985–6990
Adebisi JA, Agunsoye JO, Bello SA, Haris M, Ramakokovhu MM, Daramola MO, Hassan SB (2020) Green production of silica nanoparticles from maize stalk. Part Sci Technol 38(6):667–675. https://doi.org/10.1080/02726351.2019.1578845
Adebisi JA, Agunsoye JO, Bello SA, Kolawole FO, Ramakokovhu MM, Daramola MO, Hassan SB (2019) Extraction of silica from sugarcane bagasse, cassava periderm and maize stalk: proximate analysis and physico-chemical properties of wastes. Waste and Biomass Valorization 10(3):617–629
Ahmed II, Adebisi JA, Agunsoye JO, Bello SA, Ramakokovhu MM, Daramola MO, Hassan SB (2021) Optimisation of acid pre-treatment parameters in silica extraction process from cassava periderm. Materials Today: Proceedings 38:749–755
AliAkbari R, Marfavi Y, Kowsari E, Ramakrishna S (2020) Recent studies on ionic liquids in metal recovery from E-waste and secondary sources by liquid-liquid extraction and electrodeposition: a review. Mater Circ Econ 2(1):1–27
AliAkbari R, Ghasemi MH, Neekzad N, Kowsari E, Ramakrishna S, Mehrali M, Marfavi Y (2021a) High value add bio-based low-carbon materials: conversion processes and circular economy. J Clean Prod 293:126101. https://doi.org/10.1016/j.jclepro.2021.126101
Aliakbari R, Kowsari E, Marfavi Y, Ramakrishna S, Chinnappan A, Cheshmeh ZA (2021b) Comprehensive study on poly ortho-aminophenol composite electrodes and their utilization for supercapacitor applications and green energy storage: a review. J Energy Storage 44:103365
Alibaba (2022) Welink white powder precipitated silica for rubber tyre to reinforce. from https://www.alibaba.com/product-detail/Welink-White-Powder-Precipitated-Silica-For_60608139249.html?spm=a2700.galleryofferlist.normal_offer.d_title.39116da0H5GJGu
Azat S, Korobeinyk A, Moustakas K, Inglezakis V (2019) Sustainable production of pure silica from rice husk waste in Kazakhstan. J Clean Prod 217:352–359
Baan RA (2007) Carcinogenic hazards from inhaled carbon black, titanium dioxide, and talc not containing asbestos or asbestiform fibers: recent evaluations by an IARC Monographs Working Group. Inhalation Toxicol 19(sup1):213–228
Bachman LJ, Erb A, Bynum C, Shoffner B, De La Fuente H, Ensfield C (2006) Fuel economy improvements and NOx reduction by reduction of parasitic losses: effect of engine design. SAE Technical Paper: 01-3474. https://doi.org/10.4271/2006-01-3474
Baker CR, Cohanier B, Gibassier D (2018) Environmental management controls at Michelin – how do they link to sustainability? Soc Environ Account J 38(1):75–96
Banerjee S, Mandal A, Rooby J (2021) Performance of concrete with partial replacement of coarse aggregate with tyre chipped rubber. In: Gupta LM, Ray MR, Labhasetwar PK (eds) Advances in civil engineering and infrastructural development. Lecture Notes in Civil Engineering, vol 87. Springer, Singapore. https://doi.org/10.1007/978-981-15-6463-5_65
Barrand J, Bokar J (2008) Reducing tire rolling resistance to save fuel and lower emissions. SAE International Journal of Passenger Cars-Mechanical Systems 1(2008–01–0154): 9–17
Baskar S, Vijayan V, Premkumar II, Arunkumar D, Thamaran D (2021) Design and material characteristics of hybrid electric vehicle. Mater Today Proc 37:351–353
Bazargan A, Wang Z, Barford JP, Saleem J, McKay G (2020) Optimization of the removal of lignin and silica from rice husks with alkaline peroxide. J Clean Prod 260:120848
Belgacem A, Rebiai R, Hadoun H, Khemaissia S, Belmedani M (2014) The removal of uranium (VI) from aqueous solutions onto activated carbon developed from grinded used tire. Environ Sci Pollut Res 21(1):684–694
Bigdelo M, Kowsari E, Ehsani A, Chinnappan A, Ramakrishna S, Aliakbari R (2021) Review on innovative sustainable nanomaterials to enhance the performance of supercapacitors. J Energy Storage 37:102474
Blume A, Jin J, Mahtabani A, He X, Kim S, Andrzejewska Z (2019) New structure proposal for silane modified silica. Paper presented at the International Rubber Conference, IRC 2019. https://research.utwente.nl/en/publications/new-structure-proposal-for-silane-modified-silica(ed730cb7-e984-4ea3-a44d-8a170c121df4).html
Bockstal L, Berchem T, Schmetz Q, Richel A (2019) Devulcanisation and reclaiming of tires and rubber by physical and chemical processes: a review. J Clean Prod 236:117574
Canepari S, Castellano P, Astolfi ML, Materazzi S, Ferrante R, Fiorini D, Curini R (2018) Release of particles, organic compounds, and metals from crumb rubber used in synthetic turf under chemical and physical stress. Environ Sci Pollut Res 25(2):1448–1459
Cao L, Sinha TK, Tao L, Li H, Zong C, Kim JK (2019) Synergistic reinforcement of silanized silica-graphene oxide hybrid innatural rubber for tire-tread fabrication: a latex based facile approach. Compos B Eng 161:667–676. https://doi.org/10.1016/j.compositesb.2019.01.024
Chen J, Ma X, Yu Z, Deng T, Chen X, Chen L, Dai M (2019) A study on catalytic co-pyrolysis of kitchen waste with tire waste over ZSM-5 using TG-FTIR and Py-GC/MS. Biores Technol 289:121585
Chindaprasirt P, Rattanasak U (2020) Eco-production of silica from sugarcane bagasse ash for use as a photochromic pigment filler. Sci Rep 10(1):1–8
Chuang K-Y, Lai C-H, Peng Y-P, Yen T-Y (2015) Characteristics of particle-bound polychlorinated dibenzo-p-dioxins and dibenzofurans (PCDD/Fs) in atmosphere used in carbon black feeding process at a tire manufacturing plant. Environ Sci Pollut Res 22(24):19451–19460
Chun J, Lee JH (2020) Recent progress on the development of engineered silica particles derived from rice husk. Sustainability 12(24):10683
Consumers I (2006) Tires and passenger vehicle fuel economy. TR News. https://onlinepubs.trb.org/onlinepubs/sr/sr286TRNewsSummary.pdf
Costa JAS, Paranhos CM (2020) Mitigation of silica-rich wastes: an alternative to the synthesis eco-friendly silica-based mesoporous materials. Microporous Mesoporous Mater 309:10110570. https://doi.org/10.1016/j.micromeso.2020.110570
Das S, Chattopadhyay S, Dhanania S, Bhowmick AK (2020) Improved dispersion and physico-mechanical properties of rubber/silica composites through new silane grafting. Polym Eng Sci 60:3115–3134. https://doi.org/10.1002/pen.25541
de Toledo RA, Chao UH, Shen T, Lu Q, Li X, Shim H (2019) Development of hybrid processes for the removal of volatile organic compounds, plasticizer, and pharmaceutically active compound using sewage sludge, waste scrap tires, and wood chips as sorbents and microbial immobilization matrices. Environ Sci Pollut Res 26(12):11591–11604
Devineni M, Dinger A, Gerrits M, Mezger T, Mosquet X, Russo M, Sticher G, Zablit H (2011) Powering autos to 2020: the era of the electric car. Boston Consulting Group. https://europe.autonews.com/assets/PDF/CA74364614.PDF
Dominic M, Joseph R, Begum PS, Kanoth BP, Chandra J, Thomas S (2020) Green tire technology: effect of rice husk derived nanocellulose (RHNC) in replacing carbon black (CB) in natural rubber (NR) compounding. Carbohyd Polym 230:115620
Dong M, Zhang T, Zhang J, Hou G, Yu M, Liu L (2020) Mechanism analysis of Eucommia ulmoides gum reducing the rolling resistance and the application study in green tires. Polym Testing 87:106539
Donner M, Verniquet A, Broeze J, Kayser K, De Vries H (2021) Critical success and risk factors for circular business models valorising agricultural waste and by-products. Resour Conserv Recycl 165:105236
Esmaeeli R (2020) Direct testing of tire tread compounds at high frequencies using a newly developed dynamic mechanical analysis (DMA) system [Doctoral dissertation, University of Akron]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=akron1591741751909052
Fahad S, Hussain S, Khan F, Wu C, Saud S, Hassan S, Ahmad N, Gang D, Ullah A, Huang J (2015a) Effects of tire rubber ash and zinc sulfate on crop productivity and cadmium accumulation in five rice cultivars under field conditions. Environ Sci Pollut Res 22(16):12424–12434
Fahad S, Hussain S, Saud S, Hassan S, Shan D, Chen Y, Deng N, Khan F, Wu C, Wu W (2015) Grain cadmium and zinc concentrations in maize influenced by genotypic variations and zinc fertilization. Clean-Soil Air Water 43(10):1433–1440
Farirai F, Ozonoh M, Aniokete TC, Eterigho-Ikelegbe O, Mupa M, Zeyi B, Daramola MO (2021) Methods of extracting silica and silicon from agricultural waste ashes and application of the produced silicon in solar cells: a mini-review. Int J Sustain Eng 14(1):57–78. https://doi.org/10.1080/19397038.2020.1720854
Gao X, Yu QL, Lazaro A, Brouwers HJH (2017) Investigation on a green olivine nano-silica source based activator in alkali activated slag-fly ash blends: reaction kinetics, gel structure and carbon footprint. Cem Concr Res 100:129–139
Ghosh S, Jijil CP, Devi RN (2012) In situ encapsulation of ultra small ceria nanoparticles stable at high temperatures in the channels of mesoporous silica. Microporous Mesoporous Mater 155:215–219
Grunert F, Wehmeier A, Blume A (2020) New insights into the morphology of silica and carbon black based on their different dispersion behavior. Polymers 12(3):567
Guo H, Jerrams S, Xu Z, Zhou Y, Jiang L, Zhang L, Liu L, Wen S (2020) Enhanced fatigue and durability of carbon black/natural rubber composites reinforced with graphene oxide and carbon nanotubes. Eng Fract Mech 223:106764
Gupta VK, Ali I, Saleh TA, Siddiqui M, Agarwal S (2013) Chromium removal from water by activated carbon developed from waste rubber tires. Environ Sci Pollut Res 20(3):1261–1268
Hao S, Wang J, Lavorgna M, Fei G, Wang Z, Xia H (2020) Constructing 3D graphene network in rubber nanocomposite via liquid-phase redispersion and self-assembly. ACS Appl Mater Interfaces 12(8):9682–9692
Hassan AA, Abbas A, Rasheed T, Bilal M, Iqbal HMN, Wang S (2019) Development, influencing parameters and interactions of bioplasticizers: an environmentally friendlier alternative to petro industry-based sources. Sci Total Environ 682:394–404
Hassan AA, Formela K, Wang S (2020) Enhanced interfacial and mechanical performance of styrene-butadiene rubber/silica composites compatibilized by soybean oil derived silanized plasticization. Compos Sci Technol 197:108271. https://doi.org/10.1016/j.compscitech.2020.108271
Hassanabadi M, Najafi M, Motlagh GH, Garakani SS (2020) Synthesis and characterization of end-functionalized solution polymerized styrene-butadiene rubber and study the impact of silica dispersion improvement on the wear behavior of the composite. Polym Testing 85:106431
He S, Huang Y, Chen G, Feng M, Dai H, Yuan B, Chen X (2019) Effect of heat treatment on hydrophobic silica aerogel. J Hazard Mater 362:294–302
Hernández-Martínez D, Leyva-Verduzco A, Rodríguez-Félix F, Acosta-Elías M, Wong-Corral FJ (2020) Obtaining and characterization of silicon (Si) from wheat husk ash for its possible application in solar cells. J Clean Prod 271:122698
Hertwich EG, Wood R (2018) The growing importance of scope 3 greenhouse gas emissions from industry. Environ Res Lett 13(10):104013
Hewitt N (2007) Compounding precipitated silica in elastomers: theory and practice. William Andrew, p 4
Huang R, Long Y, Feng K, Pan Q, Chen Z (2021) Fatty acid benzyl esters as bio-based plasticizers in silica-filled solution-polymerized styrene-butadiene rubber/butadiene rubber composites. J Vinyl Add Tech 27(1):68–76
Hwang K, Lee J, Kim W, Ahn B, Mun H, Yu E, Kim D, Ryu G, Kim W (2019) Comparison of SBR/BR blend compound and ESBR copolymer having same butadiene contents. Elastomers and Composites 54(1):54–60
Ifijen IH, Odi HD, Maliki M et al (2021) Correlative studies on the properties of rubber seed and soybean oil-based alkyd resins and their blends. J Coat Technol Res 18:459–467. https://doi.org/10.1007/s11998-020-00416-2
Indiamart (2022) Silica-from-rice-husk-ash. From https://www.indiamart.com/proddetail/silica-from-rice-husk-ash-18596735297.html
Jembere AL, Fanta SW (2017) Studies on the synthesis of silica powder from rice husk ash as reinforcement filler in rubber tire tread part: replacement of commercial precipitated Silica. SMR 20(70):70
Jin J, van Swaaij AP, Noordermeer JW, Blume A, Dierkes WK (2021) On the various roles of 1, 3-DIPHENYL guanidine in silica/silane reinforced sbr/br blends. Polym Testing 93:106858
Joseph E, Swaminathan N, Kannan K (2020) Material identification for improving the strength of silica/SBR interface using MD simulations. J Mol Model 26(9):1–19
Kaewsakul W, Sahakaro K, Dierkes WK, Noordermeer JW (2015) Mechanistic aspects of silane coupling agents with different functionalities on reinforcement of silica-filled natural rubber compounds. Polym Eng Sci 55(4):836–842
Kamaraj M, Sudarshan K, Sonia S, Chidambararajan P, Bekele A (2020) Upgradation of maize stalk waste as an alternate agrarian raw material for the production of amorphous silica composites. J Anal Appl Pyrol 151:104908
Kamari S, Ghorbani F (2021) Extraction of highly pure silica from rice husk as an agricultural by-product and its application in the production of magnetic mesoporous silica MCM–41. Biomass Conv Bioref 11:3001–3009. https://doi.org/10.1007/s13399-020-00637-w
Kamari S, Shahbazi A (2020) Biocompatible Fe3O4@SiO2-NH2 nanocomposite as a green nanofiller embedded in PES–nanofiltration membrane matrix for salts, heavy metal ion and dye removal: long–term operation and reusability tests. Chemosphere 243:125282
Kang C-H, Jung W-B, Kim H-J, Jung H-T (2021) Highly enhanced tire performance achieved by using combined carbon nanotubes and soybean oil. J Appl Polym Sci 138:e49945. https://doi.org/10.1002/app.49945
Karmalm P, Hjertberg T, Jansson A, Dahl R, Ankner K (2009) Network formation by epoxidised soybean oil in plastisol poly(vinyl chloride). Polym Degrad Stab 94(11):1986–1990
Katarzyna P, Izabela P, Patrycja B-W, Weronika K, Andrzej T (2020) LCA as a tool for the environmental management of car tire manufacturing. Appl Sci 10(20):7015
Kauldhar BS, Yadav SK (2018) Turning waste to wealth: a direct process for recovery of nano-silica and lignin from paddy straw agro-waste. J Clean Prod 194:158–166
Kawajiri K, Kobayashi M, Sakamoto K (2020) Lightweight materials equal lightweight greenhouse gas emissions?: a historical analysis of greenhouse gases of vehicle material substitution. J Clean Prod 253:119805
Khanra S, Kumar A, Ghorai SK, Ganguly D, Chattopadhyay S (2020) Influence of partial substitution of carbon black with silica on mechanical, thermal, and aging properties of super specialty elastomer based composites. Polym Compos 41(10):4379–4396
Kierys A, Zaleski R, Grochowicz M, Gorgol M, Sienkiewicz A (2020) Polymer–mesoporous silica composites for drug release systems. Microporous Mesoporous Mater 294:109881
Kim K-G, Saha P, Kim J-H, Jo S-H, Kim JK (2015) Novel elastomer nanocomposite with uniform silica dispersion from polybutadiene rubber treated with epoxidized soybean oil. J Compos Mater 49(24):3005–3016
Kim MC, Adhikari J, Kim JK, Saha P (2019) Preparation of novel bio-elastomers with enhanced interaction with silica filler for low rolling resistance and improved wet grip. J Clean Prod 208:1622–1630
Kohjiya S, Kato A, Ikeda Y (2020) Reinforcement of rubber: visualization of nanofiller and the reinforcing mechanism. Springer
Kole PJ, Löhr AJ, Van Belleghem FGAJ, Ragas AMJ (2017) Wear and tear of tyres: a stealthy source of microplastics in the environment. Int J Environ Res Public Health 14(10):1265
Kumar V, Lee G, Choi J, Lee D-J (2020) Studies on composites based on HTV and RTV silicone rubber and carbon nanotubes for sensors and actuators. Polymer 190:122221
Labaki M, Jeguirim M (2017) Thermochemical conversion of waste tyres—a review. Environ Sci Pollut Res 24(11):9962–9992
Lai C-H, Lin C-H, Liao C-C, Chuang K-Y, Peng Y-P (2018) Effects of heavy metals on health risk and characteristic in surrounding atmosphere of tire manufacturing plant, Taiwan. RSC Adv 8(6):3041–3050
Langley P (2020) The folds of social finance: making markets, remaking the social. Environ Plan Econ Space 52(1):130–147
Laskowska A (2014) Elastomer based composites filled with layered fillers and ionic liquids. Université Claude Bernard - Lyon I Uniwersytet łódzki. https://tel.archives-ouvertes.fr/tel-01166049/
Liu L-J, Liu L-C, Liang Q-M (2021) Common footprints of the greenhouse gases and air pollutants in China. J Clean Prod 293:125991
Lolage M, Parida P, Chaskar M, Gupta A, Rautaray D (2020a) Green silica: industrially scalable & sustainable approach towards achieving improved “nano filler–Elastomer” interaction and reinforcement in tire tread compounds. Sustain Mater Technol 26:e00232
Lolage M, Parida P, Chaskar M, Gupta A, Rautaray D (2020b) Green silica: industrially scalable & sustainable approach towards achieving improved “nano filler – elastomer” interaction and reinforcement in tire tread compounds. Sustain Mater Technol 26:e00232
Lovison VMH, de Freitas MA, de Camargo Forte MM (2021) Chemically modified soybean oils as plasticizers for silica-filled e-SBR/Br compounds for tire tread applications. J Elastomers Plast 53(7):806–824. https://doi.org/10.1177/0095244320988159
Lu Q, de Toledo RA, Xie F, Li J, Shim H (2015) Combined removal of a BTEX, TCE, and cis-DCE mixture using Pseudomonas sp. immobilized on scrap tyres. Environ Sci Pollut Res 22(18):14043–14049
Lu Q, de Toledo RA, Xie F, Li J, Shim H (2017) Reutilization of waste scrap tyre as the immobilization matrix for the enhanced bioremoval of a monoaromatic hydrocarbons, methyl tert-butyl ether, and chlorinated ethenes mixture from water. Sci Total Environ 583:88–96
Lu Z, Huang L, Liu J, Zhou Y, Chen M, Hu J (2019) Carbon dioxide mitigation co-benefit analysis of energy-related measures in the air pollution prevention and control action plan in the Jing-Jin-Ji region of China. Resources, Conservation & Recycling: X 1:100006
Luo W, Huang Y, Yin B, Jiang X, Hu X (2020) Fatigue life assessment of filled rubber by hysteresis induced self-heating temperature. Polymers 12(4):846
Maghami S (2016) Silica-filled tire tread compounds: an investigation into the viscoelastic properties of the rubber compounds and their relation to tire performance. pp 43–45. https://research.utwente.nl/en/publications/silica-filled-tire-tread-compounds-an-investigation-into-the-visc
Maier DF (2012) Developing a model to calculate the carbon footprint of refractory products. master, Montan University Leoben. p 122. https://pure.unileoben.ac.at/portal/en/publications/developing-a-model-to-calculate-the-carbon-footprint-of-refractory-products(35b0c19e-cd36-4f41-b944-4d2135e875cc).html
Marfavi Y, AliAkbari R, Kowsari E, Sadeghi B, Ramakrishna S (2022) Chapter 10 - application of ionic liquids in green energy-storage materials. In: Jawaid M, Ahmad A, Reddy AVB (eds) Ionic liquid-based technologies for environmental sustainability. Elsevier, pp 155–166. https://doi.org/10.1016/B978-0-12-824545-3.00010-6
Marimin, Darmawan MA, Widhiarti RP, Teniwut YK (2018) "Green productivity improvement and sustainability assessment of the motorcycle tire production process: a case study. J Clean Prod 191:273–282
Martirena F, Monzó J (2018) Vegetable ashes as Supplementary cementitious materials. Cem Concr Res 114:57–64
McColl R, Macgilchrist R, Rafiq S (2020) Estimating cannibalizing effects of sales promotions: the impact of price cuts and store type. J Retail Consum Serv 53:101982
Mellado A, Catalán C, Bouzón N, Borrachero MV, Monzó JM, Payá J (2014) Carbon footprint of geopolymeric mortar: study of the contribution of the alkaline activating solution and assessment of an alternative route. RSC Adv 4(45):23846–23852
Metson GS, Feiz R, Quttineh N-H, Tonderski K (2020) Optimizing transport to maximize nutrient recycling and green energy recovery. Resources, Conservation & Recycling: X 9:100049
Narayanamurthy G, Sengupta T, Pati RK, Gupta V, Gurumurthy A, Venkatesh M (2020) Assessment of systemic greenness: a case study of tyre manufacturing unit. Prod Plan Control 31(11–12):1035–1060
Nazar M, Yasar A, Raza SA, Ahmad A, Rasheed R, Shahbaz M, Tabinda AB (2021) Techno-economic and environmental assessment of rice husk in comparison to coal and furnace oil as a boiler fuel. Biomass Convers Biorefin: 1–9. https://doi.org/10.1007/s13399-020-01238-3
Ng HS, Kee PE, Yim HS, Chen P-T, Wei Y-H, Lan JC-W (2020) Recent advances on the sustainable approaches for conversion and reutilization of food wastes to valuable bioproducts. Biores Technol 302:122889
Ngeow Y, Heng J, Williams D, Davies R, Lawrence K, Chapman A (2019) TEM observation of silane coupling agent in silica-filled rubber tyre compound. J Rubber Res 22(1):1–12
Nowakowski P, Król A (2021) The influence of preliminary processing of end-of-life tires on transportation cost and vehicle exhausts emissions. Environ Sci Pollut Res 28:24256–24269. https://doi.org/10.1007/s11356-019-07421-y
Okoronkwo EA, Imoisili PE, Olubayode SA, Olusunle SO (2016) Development of silica nanoparticle from corn cob ash. Advances in Nanoparticles 5(02):135
Ortiz-Gonzalo D, Ørtenblad SB, Larsen MN, Suebpongsang P, Bruun TB (2021) Food loss and waste and the modernization of vegetable value chains in Thailand. Resour Conserv Recycl 174:105714
p2infohouse (2020) Anatomy of a Tire. From https://p2infohouse.org/ref/11/10504/html/intro/tire.htm
Parker SF, Klehm U, Albers PW (2020) Differences in the morphology and vibrational dynamics of crystalline, glassy and amorphous silica–commercial implications. Materials Advances 1(4):749–759
Pervez H, Ali Y, Petrillo A (2021) A quantitative assessment of greenhouse gas (GHG) emissions from conventional and modular construction: a case of developing country. J Clean Prod: 126210. https://doi.org/10.1016/j.jclepro.2021.126210
Pilkington B (2021) Tackling the Global Tire Waste Problem with Pretred. From https://www.azocleantech.com/article.aspx?ArticleID=1227
Poels K, Dewitte S (2019) The role of emotions in advertising: a call to action. J Advert 48(1):81–90
Qiao H, Su Q (2021) The prices and quality of new and remanufactured products in a new market segment. Int Trans Oper Res 28(2):872–903
Ravindran B, Karmegam N, Yuvaraj A, Thangaraj R, Chang S, Zhang Z, Awasthi MK (2020) Cleaner production of agriculturally valuable benignant materials from industry generated bio-wastes: a review. Bioresour Technol: 124281. https://doi.org/10.1016/j.biortech.2020.124281
Roshanaei H, Khodkar F, Alimardani M (2020) Contribution of filler–filler interaction and filler aspect ratio in rubber reinforcement by silica and mica. Iran Polym J 29(10):901–909
Sadeghi B, Marfavi Y, AliAkbari R, Kowsari E, Borbor Ajdari F, Ramakrishna S (2021a) Recent studies on recycled PET fibers: production and applications: a review. Mater Circ Econ 3(1):4
Sadeghi B, Sadeghi P, Marfavi Y, Kowsari E, Zareiyazd A, Ramakrishna S (2021b) Impacts of cellulose nanofibers on the morphological behavior and dynamic mechanical thermal properties of extruded polylactic acid/cellulose nanofibril nanocomposite foam. J Appl Polymer Sci: 139. https://doi.org/10.1002/app.51673
Sadeghi P, Sadeghi B, Marfavi Y, Kowsari E, Ramakrishna S, Chinnappan A (2021c) Addressing the challenge of microfiber plastics as the marine pollution crisis using circular economy methods: a review. Mater Circ Econ 3(1):1–23
Saniuk S, Grabowska S, Gajdzik B (2020) Social expectations and market changes in the context of developing the Industry 4.0 concept. Sustainability 12(4):1362
Santana Costa JA, Paranhos CM (2018) Systematic evaluation of amorphous silica production from rice husk ashes. J Clean Prod 192:688–697
Sapawe N, Hanafi M (2018) Production of silica from agricultural waste. Archives of Organic and Inorganic Chemical Sciences 3(2):342–343
Sengloyluan K, Sahakaro K, Dierkes WK, Noordermeer JW (2014) Silica-reinforced tire tread compounds compatibilized by using epoxidized natural rubber. Eur Polymer J 51:69–79
Sengloyluan K, Sahakaro K, Dierkes WK, Noordermeer JW (2016) Reinforcement efficiency of silica in dependence of different types of silane coupling agents in natural rubber-based tire compounds. KGK, Kaut Gummi Kunstst 69(5):44–53
Shah R (2012) Green Tyres — eco-friendly, safe and efficient. Auto Tech Review 1(9):52–55
Shayegh S, Sanchez DL (2021) Impact of market design on cost-effectiveness of renewable portfolio standards. Renew Sustain Energy Rev 136:110397
Shen Y (2017) Rice husk silica-derived nanomaterials for battery applications: a literature review. J Agric Food Chem 65(5):995–1004
Sibeko MA, Adeniji AO, Okoh OO, Hlangothi SP (2020) Trends in the management of waste tyres and recent experimental approaches in the analysis of polycyclic aromatic hydrocarbons (PAHs) from rubber crumbs. Environ Sci Pollut Res 27:43553–43568. https://doi.org/10.1007/s11356-020-09703-2
Silviana S, Bayu WJ (2018) Silicon conversion from bamboo leaf silica by magnesiothermic reduction for development of Li-ion baterry anode. Matec web of conferences, EDP Sciences. https://doi.org/10.1051/matecconf/201815605021
Singh J, Cooper T, Cole C, Gnanapragasam A, Shapley M (2019) Evaluating approaches to resource management in consumer product sectors - an overview of global practices. J Clean Prod 224:218–237
Smithers (2020) Technology advances in green tires. From https://www.smithers.com/resources/2018/aug/technology-advances-in-green-tires#:~:text=The%20green%20tire%20industry%2C%20composed,of%20the%20overall%20tire%20industry
Soica A, Budala A, Monescu V, Sommer S, Owczarzak W (2020) Method of estimating the rolling resistance coefficient of vehicle tyre using the roller dynamometer. Proc Inst Mech Eng D. J Automob Eng 234(13):3194–3204
Song SH (2020) Graphene-silica hybrids fillers for multifunctional solution styrene butadiene rubber. J Polym Res 27:155
Stegmann P, Londo M, Junginger M (2020) The circular bioeconomy: Its elements and role in European bioeconomy clusters. Resources, Conservation & Recycling: X 6:100029
Stocchi DL, Kemps E, Anesbury DZ (2021) The effect of mental availability on snack food choices. J Retail Consum Serv 60:102471
Su Y, Liu L, Zhang S, Xu D, Du H, Cheng Y, Wang Z, Xiong Y (2020) A green route for pyrolysis poly-generation of typical high ash biomass, rice husk: effects on simultaneous production of carbonic oxide-rich syngas, phenol-abundant bio-oil, high-adsorption porous carbon and amorphous silicon dioxide. Biores Technol 295:122243
Surayah Osman N, Sapawe N (2019) Waste material as an alternative source of silica precursor in silica nanoparticle synthesis – a review. Materials Today: Proceedings 19:1267–1272
Symeonides D, Loizia P, Zorpas AA (2019) Tire waste management system in Cyprus in the framework of circular economy strategy. Environ Sci Pollut Res 26(35):35445–35460
Temeche E, Yu M, Laine RM (2020) Silica depleted rice hull ash (SDRHA), an agricultural waste, as a high-performance hybrid lithium-ion capacitor. Green Chem 22(14):4656–4668
Ten Brinke A (2002) Silica reinforced tyre rubbers. Twente University Press. https://ris.utwente.nl/ws/portalfiles/portal/6073378/t000003d.pdf
Thenewautomag (2022) The three Rs of eco-friendly tire products are: raw materials, rolling resistance and recycling. From https://www.thenewautomag.com/the-three-rs-of-eco-friendly-tire-products-are-raw-materials-rolling-resistance-and-recycling/
Tian Z, Zhao H, Peter KT, Gonzalez M, Wetzel J, Wu C, Hu X, Prat J, Mudrock E, Hettinger R, Cortina AE, Biswas RG, Kock FVC, Soong R, Jenne A, Du B, Hou F, He H, Lundeen R, Gilbreath A, Sutton R, Scholz NL, Davis JW, Dodd MC, Simpson A, McIntyre JK, Kolodziej EP (2021) A ubiquitous tire rubber–derived chemical induces acute mortality in coho salmon. Science 371(6525):185
Tong KT, Vinai R, Soutsos MN (2018) Use of Vietnamese rice husk ash for the production of sodium silicate as the activator for alkali-activated binders. J Clean Prod 201:272–286
Tureyen OE, Yilmaz A, Yakan SD, Yetiskin B, Okay O, Okay OS (2021) Performance of butyl rubber–based macroporous sorbents as passive samplers. Environ Sci Pollut Res 28(4):3766–3773
Wang C, Li A, Kong M, Yang Q, Lv Y, Huang Y, Li G (2020a) Deep insight into interaction mechanisms between ESBR and silica modified by different silane coupling agents. J Appl Polym Sci 137(37):49112
Wang X, Wu L, Yu H, Xiao T, Li H, Yang J (2020b) Modified silica-based isoprene rubber composite by a multi-functional silane: preparation and its mechanical and dynamic mechanical properties. Polym Testing 91:106840
Weng P, Tang Z, Guo B (2020) Solving “magic triangle” of tread rubber composites with phosphonium-modified petroleum resin. Polymer 190:122244
Weng P, Tang Z, Huang J, Wu S, Guo B (2019) Promoted dispersion of silica and interfacial strength in rubber/silica composites by grafting with oniums. J Appl Polym Sci 136(46):48243
Weyssenhoff A, Opala M, Koziak S, Melnik R (2019) Characteristics and investigation of selected manufacturing defects of passenger car tires. Transp Res Procedia 40:119–126
Wu W, Cao X, Zou J, Ma Y, Wu X, Sun C, Li M, Wang N, Wang Z, Zhang L (2019a) Triboelectric nanogenerator boosts smart green tires. Adv Func Mater 29(41):1806331
Wu W, Yang T, Zhang Y, Wang F, Nie Q, Ma Y, Cao X, Wang ZL, Wang N, Zhang L (2019b) Application of displacement-current-governed triboelectric nanogenerator in an electrostatic discharge protection system for the next-generation green tire. ACS Nano 13(7):8202–8212
Wu Y-F, Kazmi SMS, Munir MJ, Zhou Y, Xing F (2020) Effect of compression casting method on the compressive strength, elastic modulus and microstructure of rubber concrete. J Clean Prod 264:121746
www.reportsanddata.com (2020) Global Green Tires Market. From https://www.reportsanddata.com/press-release/global-green-tires-market
Xiao Y, Zou H, Zhang L, Ye X, Han D (2020) Surface modification of silica nanoparticles by a polyoxyethylene sorbitan and silane coupling agent to prepare high-performance rubber composites. Polym Testing 81:106195
Xu H, Fan T, Ye N, Wu W, Huang D, Wang D, Wang Z, Zhang L (2020) Plasticization effect of bio-based plasticizers from soybean oil for tire tread rubber. Polymers 12(3):623
Xu J, Yu J, He W, Huang J, Xu J, Li G (2021) Replacing commercial carbon black by pyrolytic residue from waste tire for tire processing: technically feasible and economically reasonable. Sci Total Environ 793:148597
Yang X, Huang Y, Cai X, Song Y, Jiang H, Chen Q, Chen Q (2021) Using imagination to overcome fear: how mental simulation nudges consumers’ purchase intentions for upcycled food. Sustainability 13(3):1130
Yang X, Shen A, Li B, Wu H, Lyu Z, Wang H, Lyu Z (2020) Effect of microwave-activated crumb rubber on reaction mechanism, rheological properties, thermal stability, and released volatiles of asphalt binder. J Clean Prod 248:119230
Ye N, Zheng J, Ye X, Xue J, Han D, Xu H, Wang Z, Zhang L (2020) Performance enhancement of rubber composites using VOC-Free interfacial silica coupling agent. Compos B Eng 202:108301
Yrieix M, Da Cruz-Boisson F, Majesté J-C (2016) Rubber/silane reactions and grafting rates investigated by liquid-state NMR spectroscopy. Polymer 87:90–97
Zarei V, Mirzaasadi M, Davarpanah A, Nasiri A, Valizadeh M, Hosseini MJS (2021) Environmental method for synthesizing amorphous silica oxide nanoparticles from a natural material. Processes 9(2):334
Zhang C, Tang Z, Guo B, Zhang L (2018a) Significantly improved rubber-silica interface via subtly controlling surface chemistry of silica. Compos Sci Technol 156:70–77
Zhang C, Tang Z, Guo B, Zhang L (2019) Concurrently improved dispersion and interfacial interaction in rubber/nanosilica composites via efficient hydrosilane functionalization. Compos Sci Technol 169:217–223
Zhang T, Cai G, Duan W (2018b) Strength and microstructure characteristics of the recycled rubber tire-sand mixtures as lightweight backfill. Environ Sci Pollut Res 25(4):3872–3883
Zhang X, Cai L, He A, Ma H, Li Y, Hu Y, Zhang X, Liu L (2021a) Facile strategies for green tire tread with enhanced filler-matrix interfacial interactions and dynamic mechanical properties. Compos Sci Technol 203:108601
Zhang X, Yu Z, Lu X, Ma X (2021b) Catalytic co-pyrolysis of microwave pretreated chili straw and polypropylene to produce hydrocarbons-rich bio-oil. Biores Technol 319:124191
Zhu H, Wang Z, Huang X, Wang F, Kong L, Guo B, Ding T (2019) Enhanced comprehensive performance of SSBR/BR with self-assembly reduced graphene oxide/silica nanocomposites. Compos B Eng 175:107027
Acknowledgements
The authors would like to gratefully thank AmirKabir University of Technology (AUT), Tehran, Iran, for their financial support. Author Seeram Ramakrishna acknowledges the IAF‐PP project- R-265-000-A50-281 “Sustainable Tropical Data Centre Test Bed” awarded by the National Research Foundation of Singapore.
Funding
This research was funded by the Research Affairs Division of the Amir Kabir University of Technology (AUT). Author Seeram Ramakrishna acknowledges the IAF‐PP project- R-265–000-A50-281 “Sustainable Tropical Data Centre Test Bed” awarded by the National Research Foundation of Singapore.
Author information
Authors and Affiliations
Contributions
BSh and YM conceived of the presented idea and designed and directed the project. BSh, BSa, YM, and PS wrote the manuscript with support from EK. BSa and YM designed and drew the figures. EK and SR helped supervise the project and funding. All authors discussed the results and contributed to the final manuscript.
Corresponding authors
Ethics declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Philippe Garrigues
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Shoul, B., Marfavi, Y., Sadeghi, B. et al. Investigating the potential of sustainable use of green silica in the green tire industry: a review. Environ Sci Pollut Res 29, 51298–51317 (2022). https://doi.org/10.1007/s11356-022-20894-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-20894-8