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Article

Obtaining New Materials from Liquid Pyrolysis Products of Used Tires for Waste Valorization

1
The Department of Chemical Technology of Oil and Gas Processing, Lviv Polytechnic National University, 79013 Lviv, Ukraine
2
The Department of Civil Safety, Lviv Polytechnic National University, 79013 Lviv, Ukraine
3
The Department of Oil, Gas and Solid Fuel Refining Technologies, National Technical University “Kharkiv Polytechnic Institute”, 61002 Kharkiv, Ukraine
4
The Department of Plastics and Biologically Active Polymers Technology, National Technical University “Kharkiv Polytechnic Institute”, 61002 Kharkiv, Ukraine
5
The Department of Accounting and Analysis, Lviv Polytechnic National University, 79013 Lviv, Ukraine
*
Author to whom correspondence should be addressed.
Sustainability 2025, 17(9), 3919; https://doi.org/10.3390/su17093919
Submission received: 10 March 2025 / Revised: 18 April 2025 / Accepted: 25 April 2025 / Published: 26 April 2025
(This article belongs to the Special Issue Sustainable Waste Process Engineering and Biomass Valorization)

Abstract

The innovative recycling of waste tires into fuel is essential for promoting sustainable development, enhancing waste valorization, and advancing waste-to-energy technologies. For the processing of fr. ≤ 200 °C, separated from the liquid products of the pyrolysis process of waste tires, polycondensation with formaldehyde and extraction with a polar solvent (N-methyl-2-pyrrolidone) was used. Due to the sequential application of these processes, a raffinate product is produced that contains significantly fewer undesirable compounds, such as reactive unsaturated hydrocarbons and aromatics, which can negatively affect gasoline. Additionally, this raffinate demonstrates chemical stability during storage. Due to its operational properties, the obtained raffinate can serve as a high-quality component for gasoline production, which is advisable when mixed with low-octane gas condensate. As a result of compounding, Euro 4 gasoline is obtained with an octane number equal to 93 according to the experimental method. The possibility of effectively using the extract (concentrate of aromatic and unsaturated compounds) as a plasticizer for waterproofing mastic was shown. Overall, the valorization of waste tire pyrolysis processing contributes to waste reduction and is consistent with promoting sustainable industrial innovation by replacing primary petrochemical feedstocks with secondary feedstocks and supporting the development of alternative energy sources.

1. Introduction

One promising area of research is the thermal destruction of waste tires to obtain liquid products that can be used as alternative fuels [1,2,3,4]. This approach allows one not only to reduce the amount of waste, but also to obtain an additional energy source, which is relevant in the current energy crisis, and contributes to the relatively environmentally friendly implementation of the waste-to-energy movement. Using liquid products of tire pyrolysis as fuel can help reduce dependence on traditional oil resources and greenhouse gas emissions [1,5,6]. Based on our previous research and analysis of the scientific literature, a visualization of the different stages of valorization in recycling waste tires is presented (Figure 1).
The pyrolysis of waste tires produces three main products: liquid products of pyrolysis of waste tires (LPPT), gas, and solid residue (carbon black) [7]. The liquid pyrolysis products are the main product and can be used as a raw material for producing diesel fuel [8,9] or gasoline [10] after additional purification and/or hydrotreatment. The gases generated in the process have a high energy value and can be used to support the pyrolysis process or as fuel for generators [7,11]. The solid residue contains carbon black, which can be used in producing rubber, paints, lubricants, and as a filler in building materials [7,12].
The production of gasoline and diesel fuel from liquid tire pyrolysis products has several key problems. First, the resulting LPPT contains many resinous and heteroatomic compounds (sulfur, nitrogen, oxygen) [13], complicating its processing and requiring additional purification. Secondly, the fractional composition of LPPT differs from that of traditional oil raw materials, which requires adaptation of technological processes in the oil refining industry [14,15]. There is also the problem of instability of the product’s chemical composition due to the different quality of the input raw materials (tires of other manufacturers and wear) [5,16,17]. In addition, high energy costs for fuel purification and hydrotreatment can reduce the economic efficiency of production [18]. Therefore, it is essential to find an optimal approach to obtaining products from LPPT so that the resulting gasoline meets the norms of Ukrainian and international standards, is economically profitable, and has a simple processing line. Using hydrogenation processes seems technically and financially impossible if the LPPT processing process is implemented in locations remote from hydrogen production facilities (not at a refinery).
The authors are developing alternative methods of processing LPPT. It has been shown that the separation of gasoline fractions makes it possible to obtain a commercial product that fully meets the requirements for commercial boiler fuels [14]. The study of the possibility of processing gasoline fractions without using hydrogenation technologies has proved the possibility of obtaining effective road bitumen and aromatic compound concentrate additives. Bitumen modifiers were obtained by polycondensation of gasoline with formaldehyde [13]. The concentration of aromatic compounds was obtained by extraction using polar solvents [19]. The obtained gasoline fractions (unreacted substances after reactions with formaldehyde and the raffinate product after extraction) contained fewer unsaturated and aromatic compounds and undesirable gasoline components.
On the other hand, the above products still did not meet the requirements for gasoline, primarily in terms of density and aromatic compounds. Therefore, this article aims to investigate the possibility of combining two methods of gasoline fractions purification from undesirable components (aromatic, hetero-atomic, and unsaturated compounds) and the effective use of the resulting products.

2. Materials and Methods

2.1. Materials

The raw material for the study was the gasoline fr. ≤ 200 °C (GF), which was separated from the liquid pyrolysis products. The yield of the fr. ≤ 200 °C is 31.5 wt.% of the LPPT.
The fr. ≤ 180 °C of gas condensate (GC) produced at the Proletarska gas treatment plant (Magdalynivskyi district, Dnipropetrovska oblast, Ukraine) was used as a low-octane gasoline component. The yield of the fr. ≤ 180 °C is 94.73 wt.% of the GC. The characteristics of fr. ≤ 200 °C and fr. ≤ 180 °C GC is given in Table 1, and the fractional composition is in Table 2.
The polyurethane polymer was used as a one-component waterproofing mastic of the polyurethane-polyurea type. The main characteristics of the polyurethane polymer are a density of 1.412 g/cm3, relative elongation at break up to 400%, water absorption of 0.9%, and drying time of 120 min.
To modify the mastic, we used a functional filler, taurite shale from the TS-D brand—a fine black powder. The fraction of 5 microns is up to 90%.

2.2. Methods

The general scheme of the research is shown in Figure 2.

2.2.1. Resin Synthesis

The resins were synthesized by polycondensation of formaldehyde with a fr. ≤ 200 °C using hydrochloric acid as a catalyst.
As noted above, in previous studies [13,21,22], the authors studied the processes of obtaining formaldehyde-containing resins using liquid fractions obtained during thermal transformations of organic raw materials. At the same time, the influence of each factor on the process of synthesis of formaldehyde resins was established. It was also established [13] that it is advisable to use fr. ≤ 200 °C as the starting raw material (there is no need to divide this fraction into narrower ones). The optimal conditions that ensure the maximum resin yield can be considered: synthesis temperature—100 °C, duration—120 min, formalin content—7.5 wt.% of raw materials, and catalyst—3 wt.% of raw materials. Under these factors, the synthesis of resins presented in this manuscript was carried out.
The initial fr. ≤ 200 °C was loaded into a metal cylindrical reactor, after which a previously prepared reaction mixture was added in the required ratio of formalin and hydrochloric acid. The metal reactor was hermetically sealed and immersed in a preheated oil bath, with the start of the synthesis process being recorded.
After the process, the metal reactor was cooled to room temperature. The resulting product mixture was first subjected to atmospheric distillation to remove water and unreacted components, and then kept in a vacuum oven at 150 °C for 1.5 h. The material balance of the products obtained was calculated by weighing them.

2.2.2. Extraction Separation

Extraction separation was performed to isolate aromatic and unsaturated compounds from the fraction with fr. ≤ 200 °C and unreacted components of fr. ≤ 200 °C. The extraction process methods and solvent separation were adopted following Ref. [23].
N-methyl-2-pyrrolidone (NMP) and diethylene glycol (DEG) were used as solvents. According to previously conducted studies [19,22], the optimal ratio of raw material to solvent was selected: raw material: NMP—1:1.5, raw material: DEG—1:15. At a lower amount of solvent, it is not possible to separate polar compounds in sufficient quantities (undesirable in gasolines), and with an increase in its amount, the desired components begin to pass into the extract, namely, alkane, naphthene and/or alkane/naphthene-containing structures. These are the ratios chosen in the studies described in this manuscript.
The extraction was carried out in a separating funnel at ambient temperature and with continuous stirring. After that, the mixture was allowed to settle until the raffinate and extract solutions completely separated (about 20 min). The lower layer, the extract, was collected using the separating funnel. NMP was then separated from the extract and raffinate based on its solubility in water. The obtained raffinate and extract were dried to eliminate any residual water.

2.2.3. Method of Modification of Waterproofing Mastic with GF Extract

GF extract was added to the waterproofing mastic based on polyurethane polymers as a 5–10 wt.% plasticizer and stirred at 25 °C for 30 min at Re = 1200 until a homogeneous mass was formed. With further modification with taurite, the functional filler taurite in the amount of 3–9% by weight was added to the waterproofing mastic obtained by plasticizing with the GF extract and stirred at a temperature of 25 °C for 30 min at Re = 1200 until a homogeneous mass was formed.

2.3. Methods of Analysis

2.3.1. Gas Chromatography with Mass Spectrometric Detection

Gas chromatography analysis was performed on a Shimadzu GC-MS-QP 2020 equipped with an Rtx-5MS capillary column-crossband 5% diphenyl 95% dimethyl polysiloxane (length—30 m, inner diameter—0.25 mm, stationary phase film thickness—0.25 μm) from Restek. For more details on the processing of chromatography and analysis results, see Ref. [13]. Only the most probable isomeric structures, identified using the MS search file system and considering the retention indices for non-polar columns from the NIST database [24], are presented in the manuscript.

2.3.2. IR Spectroscopy

FTIR spectra of the samples were obtained using a PerkinElmer Spectrum Two spectrometer using a Universal ATR accessory with a diamond crystal for measurement. The largest differences between the IR spectra of the raw materials and products were observed in the ranges 3050–2750 cm−1, 1650–1300 cm−1, and 950–650 cm−1, indicating the presence of specific functional groups. A detailed procedure for processing IR spectra for quantitative analysis is given in Ref. [13].

2.3.3. Determination of Physical and Technological Indicators

Determination of physical and technological parameters for fr. ≤ 200 °C, fr. ≤ 180 °C GC, and the obtained gasoline were determined according to standardized methods: saturated vapor pressure—according to Ref. [25]; density—according to Ref. [26]; copper plate test—according to Ref. [27]; presence of water-soluble acids and alkalis using indicators—according to Ref. [28]; sulfur content—according to Ref. [29]; refractive index—according to Ref. [30]; bromine number—according to Ref. [31]; fractional composition—according to Ref. [32].
The determination of physical and technological parameters of polyurethane polymers was carried out according to standardized methods: Shore hardness—according to Ref. [33], density using the hydrostatic method—according to Ref. [34], relative elongation at the break—according to Ref. [35], water absorption—according to Ref. [36].
The determination of the mass fraction of carbon and hydrogen from a single portion of an organic substance is carried out by burning it to carbon dioxide and water in an unfilled quartz tube in an atmosphere of a significant excess of pure oxygen in the presence of silver-plated pumice and a platinum catalyst according to the modified Pregl method [37].
To determine nitrogen by the modified Dumas method, a sample of organic matter was used, which was mixed with ground nickel oxide and burned in an atmosphere of pure carbon dioxide. The nitrogen contained in the organic matter was converted mainly into molecular nitrogen, which was displaced by blowing with carbon dioxide and then absorbed by a concentrated solution of potassium hydroxide [37].
The formula determined the oxygen content:
O = 100-C-H-S-N
The extended Mendeleev formula determined the higher calorific value of fuel:
Q = 339.4 × C + 1256.8 × H + 108.9 × (S-O-N)
where C, H, S, O, N—content of carbon, hydrogen, sulfur, oxygen, nitrogen, respectively, wt.%.

2.3.4. Cost-Effectiveness Assessment

The equation determined the total amount of material resources used (3) [38]:
C m a t dir = j = 1 m Q m a t j P m a t j
where C m a t d i r —total direct material costs, USD;
j = 1…m—types of material resources/products;
Q m a t j —quantity of consumed material resource of the jth type in physical terms, t, m3, kWh;
P m a t j —cost of jth type of material resources, USD/hour.
The equation determined the cost of marketable products (4) [38]:
C O G = i = 1 n Q i P i
where Qi—quantity of commodity products of the i-th type in physical terms, tons;
Pi—price of commodity products of the i-th type, USD/t.
The material consumption coefficient was determined by Equation (5) [38]:
C M I d i r j = 1 n Q m a t j P m a t j i = 1 n Q i P i

3. Results

3.1. Analysis of fr. ≤ 200 and the Feasibility of Its Use

The chromatographic analysis was performed at fr. ≤ 200 °C. The results of chromatography are presented in Table 3.
Table 1 and Table 2 show that the fr. ≤ 200 °C does not meet the requirements for gasoline regarding specific indicators, primarily density. A high bromine number also characterizes it. These data are confirmed by the results of chromatographic analysis, which indicate a high content of aromatic compounds (including benzene, the content of which is 2.96 wt.%) and unsaturated compounds, the presence of which is undesirable in commercial gasoline.

3.2. Obtaining Commercial Gasoline

3.2.1. Polycondensation with Formaldehyde

To obtain additives to bitumen and reduce aromatic and unsaturated compounds in parallel, polycondensation of fr. ≤ 200 °C with formaldehyde was used. The material balance of polycondensation under optimal conditions is shown in Table 4.
The resulting resins can be used as adhesive modifiers for bitumen [13].
The characteristics of the unreacted components are shown in Table 5.
The obtained results confirm that the reactions of the GF components with formaldehyde reduce the density, bromine number, and refractive index. Thus, the process results in a decreased presence of aromatic and unsaturated structural components. This indicates the reaction of formaldehyde with arene components and the interaction of olefins with each other and/or polycondensation products.

3.2.2. Extraction

The extraction process was carried out to remove undesirable compounds in gasoline (condensed aromatics, unsaturated, heteroatomic, etc.). Refineries traditionally use polar solvents for the extraction process, most commonly NMP, diethylene glycol (DEG), furfural, and phenol [39].
For the environmental assessment of industrial solvents, Table 6 presents an analysis of maximum permissible concentrations (MPCs) in the air, threshold limit values of time-weighted average (TLV-TWA), and immediate danger to life or health (IDLH) according to Refs. [40,41,42,43].
As shown in Table 6, phenol and furfural are the most hazardous substances among the analyzed solvents. At the same time, N-methyl-2-pyrrolidone (NMP) is characterized by an average level of toxicity and solubility similar to phenol, but unlike it, it also has good selectivity [39].
In our studies, we used DEG as one of the most affordable and relatively environmentally friendly solvents and NMP as one of the most effective solvents. Table 7 and Table 8 compare the effectiveness of DEG and NMP.
As seen from Table 7, the yield of the obtained extract is higher when using NMP, which is characterized by its much better solubility than DEG and approximately the same selectivity.
Table 8 shows that the obtained extracts and raffinates at the studied ratios have similar physicochemical properties, except for the bromine number, confirming that DEG is more selective for unsaturated compounds in contrast to NMP.
From a technological point of view, the extraction separation process in the presence of N-methyl pyrrolidone is somewhat more complicated since the solvent oxidizes very quickly when in contact with air. However, the volume of reaction equipment will be much smaller.
Because of the above, it was decided to conduct further research using NMP as a solvent in the extraction process since it has a significantly better solubility. Its advantages include smaller equipment and less water for its separation after extraction.
An extraction process separated the unreacted components into an extract and a raffinate to obtain gasoline components (raffinate) and a concentrate of aromatic compounds (extract). The material balance of the extraction with N-methylpyrrolidone under the proposed conditions is presented in Table 9.
The characteristics of the obtained substances are presented in Table 10.
As shown in Table 10, the obtained raffinate can only be used as a component of gasoline due to its too-high density, indicating a significant content of aromatic compounds, and bromine number, which reflects the low abundance of unsaturated compounds. All analytical indicators for the extract exhibited elevated values, indicating that a significant amount of aromatic and unsaturated compounds were transferred to the extract.

3.2.3. Obtaining Gasoline

As the second component for compounding, condensate from gas fields was used, which is characterized by low density and almost no aromatic compounds.
The compounding of fr. ≤ 180 °C of GC and raffinate was carried out based on the objective of obtaining gasoline with a satisfactory density and maximum use of raffinate. The material balance associated with the compounding is summarized in Table 11.
The characteristics of the obtained gasoline are shown in Table 12, and the fractional composition is shown in Figure 3.
Table 12 and Figure 3 show that the obtained gasoline meets the main indicators of the regulatory documents for Euro 4 gasoline with an octane number of 92. If additional oxygenates are used or the proportion of raffinate in the mixture is increased, Euro 4 gasoline with an octane rating of 95 can be produced. The fractional composition of the obtained gasoline is heavier than gas condensate, but lighter than raffinate.
The ultimate analysis of fr. ≤ 200 °C and the obtained gasoline is given in Table 13.
Table 13 shows that the fr. ≤ 200 °C comprises N-containing and O-containing components. After the processing, the content of N- and O-containing compounds in the resulting gasoline decreased significantly (the nitrogen content decreased by almost 1000 times). The sulfur content was also reduced by almost half. Accordingly, we can declare that the obtained gasoline is environmentally friendly and predicts a reduction in SO2 emissions and NOx reduction during its use (compared to the feedstock). The almost complete absence of nitrogen compounds in the obtained gasoline also indicates the absence of NMP and the effectiveness of the methodology proposed by the authors for separating the solvent from the extraction products. Due to the extraction of oxygen compounds, the obtained gasoline has a higher calorific value than fr. ≤ 200 °C, which improves the efficiency of its use in engines.
Figure 4 shows the change in color of the fr. ≤ 200 °C and the obtained gasoline during a certain storage period. The obtained gasoline (in contrast to the fr. ≤ 200 °C before its processing) does not change color during storage, which indicates the absence of compounds capable of polymerization and compaction, and the ability to maintain its properties under normal conditions (i.e., gasoline stability).
For a detailed analysis of the distribution of hydrocarbon structures, infrared spectroscopy of the feedstock (fr. ≤ 200 °C) and the obtained gasoline was also performed.
In Figure 5, Figure 6, Figure 7 and Figure 8, four IR spectra are presented, and spectral bands are identified in Table 14.
The analysis of IR spectroscopy data shows a significant reduction in the content of compounds prone to compaction, polymerization, and formation of deposits and soot during combustion in engines (aromatics and unsaturated) in the obtained gasoline (compared to the initial fr. ≤ 200 °C).
The summarized material balance of gasoline production from fr. ≤ 200 °C is given in Table 15.
Table 15 shows that obtaining gasoline at 126.84 wt.% is possible by raw materials, of which 44.39 wt.% by raw materials are components of the initial fr. ≤ 200 °C. It is also possible to obtain related products: resin—8.59 wt.% on raw materials, which can be used as an adhesive additive to bitumens [7,13], and extract 48.33 wt.% on raw materials, the application of which is discussed below.

3.3. Application of the Extract

The obtained extract consists of polar and polarization-prone compounds and aromatic, unsaturated, and heteroatomic structures. Therefore, it can be assumed to be used as a plasticizer or for producing certain aromatic hydrocarbons.
The effectiveness of using the obtained GF extract as a plasticizer for waterproofing mastic based on polyurethane polymers was studied. The target indicators of the modification process are increasing the elasticity, water resistance, and adhesive properties of polyurethane polymers. The effect of the extracted content on the specified target indicators in the range of 5–20 wt.% was studied.
Due to the plasticizing effect in the range of 5–10 wt.% of the extract of polyurethane polymers, when a more elastic structure is formed, the relative elongation at break, adhesive properties, Shore hardness, and water absorption decrease (Table 16). This is consistent with the data in Ref. [44]. At the same time, the drying time of the modified compositions increases by 10–25 min, and the surface layer of structured modified polyurethane polymers becomes more homogeneous and practically glossy compared to the original one.
With an increase in the extract content of polyurethane polymers to 20 wt.%, on the contrary, the target technological and operational indicators decrease, and the drying time of the composition increases sharply by almost 2.5 times to 290 min. This indicates that the rational extract content of polyurethane polymers is 10 wt.%. With an increase in the extract content above 10 wt.%, it begins to behave not as a plasticizing agent, but as a solvent, which does not fully allow polyurethane polymers to form a cross-linked elastomeric structure.
The modification of polyurethane polymers with the extract at its content of 10 wt.% can make it possible to technologically carry out a compatible modification with effective functional dispersed fillers; further studies aimed to use a functional modifier of an environmentally friendly filler—taurine TS-D—at its content from 3 to 9 wt.% in polyurethane elastomeric materials, as shown in Ref. [45].
The results of Table 17 show that due to the joint modification of polyurethane polymers when using 10 wt.% of the extract about polyurethane polymers and 6 wt.% of taurite, even more effective plasticization is observed, which is accompanied by a further increase in the relative elongation at break, adhesive properties, and a decrease in Shore hardness and water absorption [44]. At the same time, the drying time of the joint-modified compositions is reduced by 10–25 min, and the surface layer of structured modified polyurethane polymers becomes more homogeneous and practically glossy compared to the original one.
Thus, we can conclude that it is appropriate to simultaneously modify the polyurethane polymer with extract and taurite in amounts of 10 wt.% and 6 wt.%, respectively.

3.4. The Economic Efficiency of the Researched Processes

Implementing sustainable development goals involves the introduction of cost-effective standards for a wide range of technologies, which can reduce electricity consumption in industry worldwide by 14% [46]. Therefore, Table 17 and Table 18 show a comparison of the main costs (costs of raw materials and reagents, energy costs, etc.) for the studied processes of pyrolysis gasoline processing with the “traditional” process (hydrotreating). The methodology for determining economic efficiency usually compares the results obtained with the costs incurred. A more detailed analysis is possible only if similar production facilities or a pilot plant exist. The main factor in achieving economic efficiency is considered to be a decrease in energy intensity. It is they, from the point of view of modern trends in technology development, that make it possible to assess qualitative characteristics without considering the amount of capital investment and the level of labor productivity.
The amount of raw materials, products, reagents, and specific energy costs in the economic efficiency calculations of the studied processes was taken based on the data in Table 14 and Ref. [47]. The prices of industrial raw materials, reagents, products, etc., used in the calculations are a commercial secret or, at present, are unknown (due to the authors obtaining new components of fuels, bitumens, and lubricants during the research). Table 18 shows the approximate cost of the studied raw materials, products, reagents, etc., based on the experience of cooperation with Ukrainian oil refineries and small-scale waste processing plants. The prices of energy resources in Ukraine (electricity, steam, return water, and fuel gas) and the wholesale cost of 1 ton of commercial gasoline with an octane rating of 95 (A-95) were taken based on data from Refs. [48,49,50].
The assessment of economic efficiency by determining the material consumption indicators (Table 19) indicates the efficiency of the studied methods of processing pyrolysis gasoline (fr. ≤ 200 °C) in comparison with the “traditional” processing of pyrolysis gasoline (fr. ≤ 200 °C) by hydrorefining. The material resources used make up the largest share of the production structure of commodity products. The material consumption indicator of the studied processes is option I—0.35 (obtaining three types of products) and option II—0.29 (obtaining two types of products). The efficiency of the process (option I) indicates the rationality of using the studied methods of processing gasoline fractions of pyrolysis WT.

4. Conclusions

The fr. ≤ 200 °C, which is separated from the LPPT, is characterized by a high content of aromatic and unsaturated compounds. Such gasolines have unsatisfactory environmental properties and low stability during storage. A raffinate product with a lower concentration of aromatic and unsaturated compounds, relative to the original gasoline fraction, can be obtained through treatment with formaldehyde (catalyzed by hydrochloric acid) and subsequent extraction using N-methyl-2-pyrrolidone. As a result of mixing the raffinate with a low-octane component (condensate from gas fields) in a ratio of 35:65 (mass parts), obtaining gasoline in the amount of 126.84 wt.% is possible per 100 wt.% of the original fr. ≤ 200 °C. According to the main indicators, this gasoline is characterized by an octane number of 93 and meets the requirements of regulatory documents for the “Euro 4” brand. The obtained extract (48.33 wt.% on the initial fr. ≤ 200 °C) is expedient to add to the polyurethane mastic and taurite in amounts, respectively, 10 wt.% and 6 wt.% on 100% of the polymer. In this case, effective plasticization of the mastic occurs, which is accompanied by an increase in the relative elongation at break, improvement of adhesive properties, and a decrease in Shore hardness and water absorption. In this case, the drying time of the jointly modified compositions is reduced by 10–25 min, and the surface layer of structured modified polyurethane polymers becomes more homogeneous compared to the initial one.
Applying the proposed technologies for processing liquid pyrolysis products of used tires will allow the obtaining of high-quality, marketable products without introducing hydrogenation technologies. This, in turn, will allow the building of relatively small-capacity tire recycling plants directly near their storage locations, improving economic feasibility and valorizing waste recycling processes in general.
Given the instability of the pyrolysis feedstock (WT), changes in the component composition of the resulting gasoline fractions can also be predicted, which can be considered a limitation of this study. The possible challenges that the research findings might encounter in the future will be possible deviations in the performance properties of the resulting products during their transportation, storage, and further use. Therefore, the authors plan to conduct engine performance tests of the resulting gasoline and deepen the study of its stability during storage. For a more comprehensive and complete evaluation of the polyurethane polymers modified with extract and taurite, long-term studies are underway to determine the durability of the composites concerning the influence of environmental factors in the form of ultraviolet radiation and cyclic thermal loading.
Overall, it can be argued that the proposed LPPT recycling approach embodies the principles of waste valorization by converting hazardous pyrolysis liquids into functional fuels and binder additives. Furthermore, it contributes to achieving sustainable development goals by promoting resource efficiency, reducing environmental pollution, and enabling circular material use.

Author Contributions

Conceptualization, S.P. and D.M.; methodology, S.P. and Y.L.; software, B.K.; validation, S.P. and D.M.; formal analysis, S.P., V.L. and A.Y.; investigation, V.L. and Y.L.; resources, S.P.; data curation, S.P.; writing—original draft preparation, S.P., V.L., A.Y. and Y.L.; writing—review and editing, S.P. and B.K.; visualization, B.K. and Y.L.; supervision, S.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data are contained within the article.

Conflicts of Interest

The authors declare no known competing financial interest or personal relationship that could have appeared to influence the work reported in this paper.

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Figure 1. Sequential valorization processes involved in waste tire management.
Figure 1. Sequential valorization processes involved in waste tire management.
Sustainability 17 03919 g001
Figure 2. General structure of the research approach.
Figure 2. General structure of the research approach.
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Figure 3. Fractional composition of the obtained gasoline.
Figure 3. Fractional composition of the obtained gasoline.
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Figure 4. General view of the fr. ≤ 200 °C and the obtained gasoline: a—fr. ≤ 200 °C after its separation from the LPPT; b—fr. ≤ 200 °C after separating from the LPPT and 30 days of storage; c—fr. ≤ 200 °C after separating from the LPPT and one year of storage; d—obtained gasoline; e—obtained gasoline after one year of storage.
Figure 4. General view of the fr. ≤ 200 °C and the obtained gasoline: a—fr. ≤ 200 °C after its separation from the LPPT; b—fr. ≤ 200 °C after separating from the LPPT and 30 days of storage; c—fr. ≤ 200 °C after separating from the LPPT and one year of storage; d—obtained gasoline; e—obtained gasoline after one year of storage.
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Figure 5. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline.
Figure 5. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline.
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Figure 6. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 3050–2750 cm−1.
Figure 6. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 3050–2750 cm−1.
Sustainability 17 03919 g006
Figure 7. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 1650–1300 cm−1.
Figure 7. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 1650–1300 cm−1.
Sustainability 17 03919 g007
Figure 8. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 950–650 cm−1.
Figure 8. Infrared spectra of the fr. ≤ 200 °C and the obtained gasoline, in the interval 950–650 cm−1.
Sustainability 17 03919 g008
Table 1. Physicochemical characteristics of fr. ≤ 200 °C and fr. ≤ 180 °C GC.
Table 1. Physicochemical characteristics of fr. ≤ 200 °C and fr. ≤ 180 °C GC.
Indicator fr. ≤ 200 °Cfr. ≤ 180 °C GCValue Requirements for «Euro 4» Gasoline [20]
Saturated vapor pressure, kPa537050–90
Density at 15 °C, kg/m3842715720–775
Copper strip test result: corrosion class411
Detection of water-soluble acids and alkalis using indicators--Not specified
Sulfur content, mg/kg511550
Refractive index, n d 20 1.47821.4066Not specified
Br2 g/100 g raw materials67.9-Not specified
Table 2. Fractional composition of fr. ≤ 200 °C and fr. ≤ 180 °C GC.
Table 2. Fractional composition of fr. ≤ 200 °C and fr. ≤ 180 °C GC.
Indicator fr. ≤ 200 °Cfr. ≤ 180 °C GC
Initial boiling point7540
10% °C10573
20% °C12180
30% °C13487
40% °C14492
50% °C15298
60% °C159104
70% °C166110
80% °C174118
90% °C187134
95% °C205149
End boiling point206165
Residue, wt.%41
Losses, wt.%11
Table 3. Chromatographic analysis fr. ≤ 200 °C.
Table 3. Chromatographic analysis fr. ≤ 200 °C.
FormulaStructural
Formula
ComponentRetention Time,
min
fr. ≤ 200 °C,
wt.%
1.C4H10Sustainability 17 03919 i001n-Butane1.2701.7354
2.C4H8Sustainability 17 03919 i0022-Butene1.2958.9417
3.C5H10Sustainability 17 03919 i003Cyclopropane, 1,1-dimethyl-1.3950.9598
4.C5H12Sustainability 17 03919 i004Butane, 2-methyl1.4301.4518
5.C5H10Sustainability 17 03919 i0052-Butene, 2-methyl-1.4955.4922
6.C5H10Sustainability 17 03919 i006trans-2-Pentene1.5354.0770
7.C5H8Sustainability 17 03919 i0071,3-Pentadiene1.5759.8423
8.C6H12Sustainability 17 03919 i0081-Hexene1.7451.7726
9.C6H14Sustainability 17 03919 i009Pentane, 2-methyl-1.8002.1411
10.C6H14Sustainability 17 03919 i010Pentane, 3-methyl-1.8950.3924
11.C6H12Sustainability 17 03919 i011Pentane, 3-methylene-1.9501.2646
12.C6H14Sustainability 17 03919 i012n-Hexane2.0200.6737
13.C6H12Sustainability 17 03919 i0132-Pentene, 3-methyl-, (E)-2.1051.2128
14.C6H12Sustainability 17 03919 i0142-butene, 2,3-dimethyl-2.1351.3056
15.C6H10Sustainability 17 03919 i015Cyclopentane, methylene-2.2351.1250
16.C7H16Sustainability 17 03919 i016Pentane, 2,4-dimethyl-2.2951.0577
17.C7H14Sustainability 17 03919 i0171-Pentene, 2,4-dimethyl-2.5200.9281
18.C6H10Sustainability 17 03919 i018Cyclopentene, 1-methyl-2.6051.9934
19.C7H14Sustainability 17 03919 i0192-Pentene, 2,4-dimethyl-2.6350.7536
20.C6H6Sustainability 17 03919 i020Benzene2.7402.9639
21.C7H16Sustainability 17 03919 i021Hexane, 3-methyl-2.7750.4742
22.C8H18Sustainability 17 03919 i022Pentane, 2,2,4-trimethyl-, Isooctane2.9400.2502
23.C7H16Sustainability 17 03919 i023Heptane3.0400.4377
24.C7H12Sustainability 17 03919 i024Cyclopentene, 3,5-dimethyl-3.1450.3083
25.C7H12Sustainability 17 03919 i025Cyclopentene, 1,5-dimethyl-3.1900.2212
26.C8H16Sustainability 17 03919 i0261-Pentene, 2,4,4-trimethyl-3.4100.2634
27.C8H16Sustainability 17 03919 i0271-Hexene, 2,3-dimethyl-3.4700.2715
28.C8H16Sustainability 17 03919 i0282-Pentene, 3,4,4-trimethyl-3.6600.4860
29.C7H12Sustainability 17 03919 i029Cyclobutane, (1-methyl ethylidene)-3.7300.4575
30.C7H12Sustainability 17 03919 i030Cyclohexene, 4-methyl-3.9350.4583
31.C7H12Sustainability 17 03919 i0312,4-Heptadiene4.1400.3009
32.C7H10Sustainability 17 03919 i0321-Methyl-1,4-cyclohexadiene4.4350.3319
33.C7H10Sustainability 17 03919 i0331,3-Cyclopentadiene, 1,2-dimethyl-4.9651.2082
34.C7H8Sustainability 17 03919 i034Toluene5.4005.9041
35.C8H16Sustainability 17 03919 i0352-Pentene, 2,3,4-trimethyl-5.5150.9735
36.C8H16Sustainability 17 03919 i036Cyclopentane, 1-ethyl-2-methyl-5.8050.2260
37.C8H16Sustainability 17 03919 i0371-Heptene, 2-methyl-6.3350.1953
38.C8H14Sustainability 17 03919 i038Cyclopentene, 1,2,3-trimethyl-6.5250.1654
39.C8H18Sustainability 17 03919 i039Octane6.9350.1512
40.C8H14Sustainability 17 03919 i040Cyclohexene, 3,5-dimethyl-7.0900.1129
41.C8H14Sustainability 17 03919 i041Cyclopentene, 1-Ethyl-2-methyl-7.3700.2171
42.C8H12Sustainability 17 03919 i042Cyclopentene, 3-ethylidene-1-methyl-8.0750.6563
43.C8H14Sustainability 17 03919 i0431-Ethylcyclohexene8.8800.1296
44.C8H10Sustainability 17 03919 i044Ethylbenzene10.2001.2554
45.C8H10Sustainability 17 03919 i045m-Xylene10.6804.5767
46.C9H20Sustainability 17 03919 i046Octane, 3-methyl-11.0450.2635
47.C8H10Sustainability 17 03919 i047o-Xylene12.1750.8445
48.C10H22Sustainability 17 03919 i048Hexane, 2,2,3,3-tetramethyl-12.9750.1240
49.C14H28Sustainability 17 03919 i0493-Heptene, 2,2,3,5,5,6,6-heptamethyl-15.8200.3029
50.C9H12Sustainability 17 03919 i050Benzene, 1-Ethyl-3-methyl17.1600.6734
51.C10H16Sustainability 17 03919 i051Bicyclo(2.2.1)heptane, 7,7-dimethyl-2-methylene-17.2351.2785
52.C10H18Sustainability 17 03919 i052Bicyclo(4.1.0)heptane, 3,7,7-trimethyl- = Carane18.8300.2526
53.C9H12Sustainability 17 03919 i053Mesitylene19.3750.8236
54.C10H22Sustainability 17 03919 i054Decane19.8600.1342
55.C10H16Sustainability 17 03919 i0552,5,6-Trimethyl-1,3,6-heptatriene20.0550.1667
56.C10H18Sustainability 17 03919 i056Cyclohexene, 1-methyl-4-(1-methylethyl)-20.3351.0043
57.C10H14Sustainability 17 03919 i057o-Cymene20.4402.9578
58.C10H16Sustainability 17 03919 i058Cyclohexene, 1-methyl-4-(1-methylethenyl)20.5251.7237
59.C10H14Sustainability 17 03919 i059m-Cymene20.6250.3296
60.C10H14Sustainability 17 03919 i060Benzene, 1-methyl-4-(1-methylethyl)21.0100.1904
61.C10H14Sustainability 17 03919 i061Benzene, 1-methyl-3-propyl-21.1450.3431
62.C10H16Sustainability 17 03919 i062Cyclohexene, 1-methyl-4-(1-methylethylidene)-21.5650.3384
63.C14H30Sustainability 17 03919 i063Heptane, 2,2,3,3,5,6,6-heptamethyl-21.7950.1502
64.C12H16Sustainability 17 03919 i0641,2,4a,4b,7,8,8a,8b-Octahydrobiphenylene22.2300.2448
65.C10H10Sustainability 17 03919 i0651H-Indene, 3-methyl-22.3600.2044
66.C11H14Sustainability 17 03919 i0661-Methyl-4-[1-methyl-2-propenyl]benzene22.7450.0826
67.C12H16Sustainability 17 03919 i0673a,4,7,7a-tetrahydrodimethyl-4,7-methano-1H-Indene22.8400.0646
Identified compound in total,
including:
82.6149
– arenes20.9449
– alkanes9.4373
– unsaturated aliphatic hydrocarbons41.4117
– saturated alicyclic hydrocarbons1.4383
– unsaturated alicyclic hydrocarbons9.3826
Unidentified compounds17.3851
Total100.0000
Table 4. Material balance of polycondensation at fr. ≤ 200 °C.
Table 4. Material balance of polycondensation at fr. ≤ 200 °C.
Componentwt.% of Feedstock
Received
fr. ≤ 200 °C100.00
Formalin (formaldehyde content in formalin is 37 wt.%).7.50
Hydrochloric acid (con.)3.00
Total 110.50
Received
Resin8.59
Unreacted components92.72
Losses and water9.19
Total110.50
Table 5. Physical and chemical properties of unreacted components.
Table 5. Physical and chemical properties of unreacted components.
Indicator fr. ≤ 200 °CUnreacted Components GF
Density at 15 °C, kg/m30.84200.8208
Refractive index, n d 20 1.47821.4677
Bromine number, Br2/100 g of product67.9059.29
Table 6. Permissible content and effects on the human body.
Table 6. Permissible content and effects on the human body.
IndicatorSolvent
PhenolFurfuralDEGNMP
MPC daily average, mg/m30.010.050.20.5
MPC maximum one-time, mg/m30.030.051.0100
TLV-TWA, ppm (mg/m3)5 (19)0.2 (0.8)- * (10)1 (4–5.1)
IDLH, ppm250100- *- *
* No data or value not set.
Table 7. Material balance of extraction processes using DEG and NMP.
Table 7. Material balance of extraction processes using DEG and NMP.
ComponentVolume Ratios of fr. ≤ 200 °C to Solvent
NMPDEG
wt.% of Raw Materials
Received
1Raw materials100.00100.00
2Solvent193.531506.63
Total293.531606.63
Received
1Raffinate38.5543.27
2Extract61.4556.73
3Solvent193.531506.63
Total293.531606.63
Table 8. Physical and chemical characteristics of extraction products.
Table 8. Physical and chemical characteristics of extraction products.
Indicator fr. ≤ 200 °CNMPDEG
RaffinateExtractRaffinateExtract
Density at 15 °C, kg/m30.84200.80310.86480.81700.8652
Refractive index, n d 20 1.47821.46271.48681.46371.4861
Bromine number, Br2/100 g of product67.9067.7368.4860.7270.39
Table 9. Material balance of the extraction and separation of unreacted components.
Table 9. Material balance of the extraction and separation of unreacted components.
Componentwt.% for Unreacted Components of the GFwt.% by fr. ≤ 200 °C
Received
Unreacted components of the GF100.0092.72
Solvent158.79147.23
Total258.79239.95
Received
Raffinate47.8844.39434
Extract52.1248.32566
Solvent158.79147.2301
Total258.79239.95
Table 10. Physicochemical properties of the obtained raffinate and extract.
Table 10. Physicochemical properties of the obtained raffinate and extract.
Indicatorfr. ≤ 200 °CUnreacted Components of the GFRaffinateExtract
Density at 15 °C, kg/m30.84200.82080.79210.8465
Refractive index, n d 20 1.47821.46771.45871.4814
Bromine number, Br2/100 g of product67.9059.2954.2663.78
Table 11. Material balance of compounding.
Table 11. Material balance of compounding.
Componentwt.% per Raffinatewt.% per fr. ≤ 200 °C
Received
Raffinate35.0044.39
fr. ≤ 180 °C GC 65.0082.44
Total100.00126.84
Received
Gasoline 100.00126.84
Total100.00126.84
Table 12. Physicochemical characteristics of the obtained gasoline (a mixture of raffinate gasoline and FR ≤ 180 °C GC).
Table 12. Physicochemical characteristics of the obtained gasoline (a mixture of raffinate gasoline and FR ≤ 180 °C GC).
Indicator GasolineRequirements for Euro 4 Gasoline [20]
Saturated steam pressure, kPa5550–90
Density at 15 °C, kg/m3, in range755720–775
Test on a copper plate, class1≤1
Sulfur content, mg/kg28≤50
Detonation resistance by experimental method:
- for gasoline 92
- for gasoline 95
93
≥92
≥95
Fractional composition:
- a volumetric fraction of vaporization at 150 °C, % vol.
- final boiling point, °C
- a volumetric fraction of the residue after boiling, % vol.
81.5
175
1.9
≥75.0
≤210
≤2
Table 13. The ultimate analysis of fr. ≤ 200 °C.
Table 13. The ultimate analysis of fr. ≤ 200 °C.
SampleThe Elemental Composition, wt.%Higher Calorific Value, Q, kJ/kg
CHSNO
fr. ≤ 200 °C83.6110.660.00510.9754.749941,151.84
Obtained gasoline 86.6413.290.00280.0010.066246,101.47
Table 14. IR spectra fractions: ≤200 °C and gasoline.
Table 14. IR spectra fractions: ≤200 °C and gasoline.
Wavenumber, cm−1fr. ≤ 200 °CGasolineStructural Fragment of the MoleculeDeformation, Oscillations, and Vibration
Absorbance, a.u. *Relative %Absorbance, a.u. *Relative %
12957–29550.07958.110.120114.48-C-H(CH3)Asymmetric stretching vibration of the CH3 group
22924–29230.08388.550.161019.42-C-H(CH2)Asymmetric stretching vibration of the CH2 group
32871–28700.05505.610.07769.36-C-H(CH3)
-C-H(CH2)
Symmetric stretching vibration of the CH3 group or CH2 group
41607–16060.01131.150.00340.41ArC=C stretching vibration in the aromatic ring
514960.02082.120.01121.35ArC=C stretching vibration in the aromatic ring
61456–14540.06376.500.07088.53-C-H(CH3)
-C-H(CH2)
or Ar
Asymmetric bending vibration of the CH3 group
Asymmetric bending of the CH2 group or C=C stretching in the aromatic ring
713770.03803.880.03654.40-C-H(CH3)Symmetric bending vibration of the CH3 group
8888–8870.03593.670.01261.52RCH=CHR`
or
Ar
C–H bending in alkenes or outside the aromatic ring region (in the presence of three alkyl substituents)
9815–8140.04594.690.01231.49
107680.05155.250.02032.45
11743–7410.02882.940.01361.64-C-H(CH2)
or Ar
Rocking vibration of CH2 (often in high molecular weight compounds) or C–H bending outside the aromatic region (with three alkyl substituents)
12729–7280.07467.610.04635.58ArC–H bending outside the aromatic ring region (in the presence of 1–2 alkyl substituents)
13694–6930.05695.810.02372.86Ar
Total0.645765.900.609573.50
The remaining IR bands0.334134.100.219826.50
* a.u.—absorption units.
Table 15. Consolidated material balance of gasoline production from fr. ≤ 200 °C.
Table 15. Consolidated material balance of gasoline production from fr. ≤ 200 °C.
Componentwt.% per Feedstock
(fr. ≤ 200 °C)
Received
fr. ≤ 200 °C100.00
Formalin (formaldehyde content in formalin is 37 wt.%)7.50
Hydrochloric acid (conc.)3.00
Solvent147.23
fr. ≤ 180 °C GC82.45
Total340.18
Received
Euro 4 gasoline including:
 - raffinate
 - fr. ≤ 180 °C GC
126.84
44.39
82.45
Resin8.59
Extract48.33
Solvent146.88
Losses and water9.54
Total340.18
Table 16. The effect of the extract on the technological and operational properties of polyurethane polymers.
Table 16. The effect of the extract on the technological and operational properties of polyurethane polymers.
CompositionDensity, g/cm3Drying Time, minutesWater Absorption, %Relative Elongation at Break, %Shore Hardness, c.u.Adhesion to Glass, %
Starting polyurethane polymer1.4121200,94006085
Extract content, % wt.5.001.4371300,74505590
10.001.4241450,55004594
20.001.4782900,63805089
Table 17. The influence of taurite on the technological and operational properties of polyurethane polymers modified with the extract.
Table 17. The influence of taurite on the technological and operational properties of polyurethane polymers modified with the extract.
CompositionDensity, g/cm3Drying Time, minutesWater Absorption, %Relative Elongation at Break, %Shore Hardness, c.u.Adhesion to Glass, %
Initial polyurethane polymer from 10 wt.% LPPT1.4241450.55004594
Taurite content, wt.%3.001.4291350.45505590
6.001.5141250.26003597
9.001.5361200.24805590
Table 18. Indicators of economic efficiency assessment.
Table 18. Indicators of economic efficiency assessment.
IndicatorsDimensionQuantityApproximate Unit Price, USDCalculation of the Cost Per 1 Ton of Raw Material, USD
Option I: investigated methods of pyrolysis gasoline processing (fr. ≤ 200 °C)
II.I Raw materials, reagents, energy costs
1Pyrolysis gasoline (fr. ≤ 200 °C)tons1.0000340340.00
2Gas condensate (fr. ≤ 180 °C)tons0.8245490404.01
3Reagents and catalysts84.06
3.1Formalin (formaldehyde content in formalin is 37 wt.%)tons0.075063047.25
3.2Hydrochloric acid tons0.03002407.20
3.3N-methyl pyrrolidonetons0.0035846029.61
4Energy consumption for the extraction process of fr. ≤ 200 °C and the production of additives to bitumen19.52
4.1Water steam Gcal0.241135.758.62
4.2ElectricitykWh15.62600.1672.61
4.3Return waterm34.00001.184.72
4.4Fuel (gas)tons0.009396.8431.27
Cost of total costs under option I---847.59
I.II Received products
1Commercial gasolinetons1.268415001902.60
2Adhesive additive for bitumentons0.08593050262.00
3Plasticizer (additive to mastics)tons0.4833600289.98
Cost of products according to option I---2454.58
Option II: processing of pyrolysis gasoline (fr. ≤ 200 °C) by hydrorefining
II.I Raw materials, reagents, energy costs
1Pyrolysis gasoline (fr. ≤ 200 °C)tons1.0000340340
2Reagents and catalysts30.45
2.1Hydrogentons0.0060500030
2.2Reagents (aluminum-cobalt-molybdenum catalyst)tons0.00001530,0000.45
3Energy consumption per 1 ton of raw material52.19
3.1Water steam Gcal0.950035.7533.96
3.2ElectricitykWh24.00000.1674.01
3.3Return waterm36.00001.187.08
3.4Fuel (gas)tons0.018396.847.14
Cost of total costs under option II---422.64
II.II Received products
1Commercial gasolinetons0.9815001470.00
2Hydrocarbon gasestons0.02396.847.94
Cost of products under option II---1477.94
Table 19. Assessment of economic efficiency by determining material consumption indicators.
Table 19. Assessment of economic efficiency by determining material consumption indicators.
MethodsCalculation of Indicators
The Total Amount of Material Resources Used, USDThe Cost of Marketable Products, USDThe Material Consumption Coefficient
Option I: investigated methods of pyrolysis gasoline processing
(fr. ≤ 200 °C)
847.592454.580.35
Option II: processing of pyrolysis gasoline (fr. ≤ 200 °C) by hydrorefining422.641477.940.29
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Pyshyev, S.; Korchak, B.; Miroshnichenko, D.; Lebedev, V.; Yasinska, A.; Lypko, Y. Obtaining New Materials from Liquid Pyrolysis Products of Used Tires for Waste Valorization. Sustainability 2025, 17, 3919. https://doi.org/10.3390/su17093919

AMA Style

Pyshyev S, Korchak B, Miroshnichenko D, Lebedev V, Yasinska A, Lypko Y. Obtaining New Materials from Liquid Pyrolysis Products of Used Tires for Waste Valorization. Sustainability. 2025; 17(9):3919. https://doi.org/10.3390/su17093919

Chicago/Turabian Style

Pyshyev, Serhiy, Bohdan Korchak, Denis Miroshnichenko, Volodimir Lebedev, Alla Yasinska, and Yurii Lypko. 2025. "Obtaining New Materials from Liquid Pyrolysis Products of Used Tires for Waste Valorization" Sustainability 17, no. 9: 3919. https://doi.org/10.3390/su17093919

APA Style

Pyshyev, S., Korchak, B., Miroshnichenko, D., Lebedev, V., Yasinska, A., & Lypko, Y. (2025). Obtaining New Materials from Liquid Pyrolysis Products of Used Tires for Waste Valorization. Sustainability, 17(9), 3919. https://doi.org/10.3390/su17093919

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