REVIEW article

Front. Energy Res., 11 June 2024

Sec. Energy Efficiency

Volume 12 - 2024 | https://doi.org/10.3389/fenrg.2024.1424059

Chemical sand production control: a review of materials, methods and characterization

  • 1. Guangzhou Marine Geological Survey, China Geological Survey, Guangzhou, China

  • 2. National Engineering Research Center of Gas Hydrate Exploration and Development, Guangzhou, China

  • 3. National Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, Chengdu, China

  • 4. Chengdu Synergy Oilfield Technology Service Co., Ltd., Chengdu, China

Abstract

Sand production is one of the challenges facing the oil industry. This paper reviews the latest research advances in chemical sand control and aims to provide a reference for related researchers. Firstly, the commonly used chemical sand control materials are introduced. Second, recent advances in chemical sand control are reviewed, including materials, methods, and processes. Third, laboratory methods for sand control research are presented. Finally, the gaps and challenges of chemical sand control materials are pointed out, and possible future directions for chemical sand control methods are envisioned.

1 Introduction

With oil and gas production, sand grains in the reservoir are dislodged by fluid flushing and transported to the wellbore, a phenomenon known as Sand production. Sand production is more severe in unconsolidated or weakly consolidated reservoirs (). With the development of conventional oil and gas reservoirs and the test recovery of gas hydrates, effective sand control is a key issue (Wu et al., 2021; ; Zhang et al., 2022; ; Wang et al., 2023). During the extraction of weakly consolidated reservoirs, too fast oil production rate will increase the structural stress of the reservoir rock, and the fine sand grains will be pulled out, eventually leading to a sand production problem (Zhu et al., 2017; ). Sand production is a problem in many reservoirs, and oilfields spend a lot of money each year on sand control (Saghandali et al., 2022).

Sand production during oil and gas extraction can lead to many problems. Sand grain transport can lead to reduced reservoir permeability (). Sand grain transport near the wellbore can cause a decline in oil and gas production. Sand production is also a challenge for the safe operation of the equipment (; ; ). Sand grain can flush downhole and ground pipelines and shorten their service life. Sand grains can also damage equipment such as pumps, safety valves, and throttles, leading to problems such as perforation blockage, wellbore instability, and formation caving (Sun and Bai, 2017; ; Shen K. et al., 2023; Tananykhin et al., 2023; Yan et al., 2023). In addition, Sand production can lead to a significant loss of production time.

The causes of Sand production fall into two main categories: inappropriate stimulation measures and inappropriate production operations (). Pressure drilling, perforation operations, acid fracturing, and other measures in unconsolidated or weakly consolidated formations may all lead to sand production problems (). After drilling fluid, completion fluid, and fracturing fluid invade the reservoir, they can cause clay to expand and change the wettability of the rock. Measures such as drilling and hydraulic fracturing can alter the stress balance in the wellbore area, weaken the bonding between sand and gravel, and increase the risk of sand production in the reservoir (Saghandali et al., 2022). In addition, inappropriate production operations can also cause sand production in reservoirs. Excessive production flow increases the erosion of sand and gravel and causes significant pressure drop near the wellbore (Tabar et al., 2021). After oil and gas production, the pressure in the reservoir decreases, the stress on the sand grain increases, and the risk of reservoir rock fragmentation and Sand production increases. With the further development of sand production, the sand and cement in the wellbore area are carried out of the formation by oil and gas, increasing formation pores and exacerbating sand production (Zhu et al., 2017; Tabar et al., 2021; Saghandali et al., 2022; Song et al., 2022; ).

There are two main types of sand control methods: mechanical and chemical (). Mechanical sand control is using sand control equipment to prevent sand grains from entering the wellbore from the formation. Chemical sand production uses chemical reagents to improve the bonding strength between sand grains and to avoid reservoir sand production.

In mechanical sand control methods, equipment such as slotted steel pipes, gravel filling, and screening pipes prevent sand grains from migrating from the reservoir to the wellbore (). This method has high installation costs and may also lead to a decrease in oil and gas production. In addition, due to prolonged fluid erosion, sand control equipment has a short service life and requires frequent replacement, increasing costs. Acidizing measures can also exacerbate damage to sand control equipment (; Shen KX. et al., 2023).

In chemical sand control methods, chemical reagents are injected into the reservoir, which enhances the cementation between the sand grain and improves the mechanical properties of the reservoir (). However, the injected consolidation agent will reduce the porosity and permeability of the reservoir. It is difficult to improve the bonding strength without damaging the reservoir permeability (). The polymers used in chemical sand control mainly include epoxy resin, furan resin, phenolic resin, and polyurethane. Epoxy resin is widely used due to its low cost, high strength, and long curing time (Tabar et al., 2021). In addition, nanofillers have excellent mechanical properties, and adding a certain amount of nanofillers to the polymer can significantly improve its performance (). The limitation of using polymers such as resins is their high viscosity, making it difficult to inject into reservoirs. Solvents such as xylene and petroleum ether are commonly used to reduce the viscosity of polymers. However, these solvents have low flash points and are very dangerous to operate (). Another method to reduce resin viscosity is to use water-based polymers. Waterborne polymers can dissolve in water to reduce viscosity and ensure smooth reservoir injection ().

This article introduces the mechanism of reservoir sand production and commonly used chemical sand control materials. Secondly, the latest progress in chemical sand control was reviewed. Thirdly, the research methods for laboratory sand control were introduced. Finally, the gaps and challenges of chemical sand control methods were pointed out, and the possible future development directions were discussed.

2 Sand control materials

In this section, the main polymers and nanofillers used in sand control materials were reviewed, and their properties, advantages, and disadvantages were introduced. Provide a reference for the rational selection of sand control materials.

2.1 Epoxy resin

Epoxy resin is a low molecular weight prepolymer containing one epoxy group () (Figure 1). Epoxy resin belongs to thermosetting resins, and curing agents can cure it (). Epoxy resin has excellent mechanical properties, heat resistance, and chemical resistance. Therefore, epoxy resin is widely used in fiber-reinforced adhesives and coating materials. However, epoxy resin has high brittleness.

FIGURE 1

A typical synthesis method for epoxy resin is to use alkaline catalysts to generate diglycidyl ether of bisphenol A (DGEBA) from bisphenol A. The performance of DGEBA (Figure 2) resin depends on the number of repeating units. The low molecular weight is usually liquid, while the high molecular weight is usually high viscosity liquid or solid.

FIGURE 2

).

2.2 Polymethyl methacrylate

Polymer methacrylate (Figure 3) has high strength, corrosion resistance, and lightweight properties. Polymethyl methacrylate belongs to thermoplastic resins, and its poor thermal stability limits its application in sand control materials. Adding nanofillers to Polymer methacrylate significantly improves its mechanical properties and thermal stability (Wang et al., 2015).

FIGURE 3

2.3 Furan resin

Furan resin (Figure 4) is synthesized from phenol and formaldehyde, with excellent chemical and heat resistance and compatibility with other resins (). Furan resin is widely used as an adhesive and protective coating and is an ideal sand control material (). However, the curing process of furan resin is complex and takes a long time. In addition, formaldehyde, one of the raw materials for preparing furan resin, is very dangerous and needs to be carefully handled during transportation, production, and storage ().

FIGURE 4

2.4 Phenolic resin

Phenolic resin (Figure 5) has the advantages of strong mechanical properties, good flame retardancy, stable processing performance, and low cost, and is widely used in the petroleum industry (). Phenolic resin has a high curing temperature and a long curing time (Xu et al., 2019). The phenolic hydroxyl and methylene in the molecular structure of unmodified phenolic resin are easy to oxidize. Many scholars have conducted functional modification research on the molecular structure of phenolic resin, mainly including toughness, abrasion resistance, and anti-aging (Tang et al., 2021).

FIGURE 5

2.5 Polyurethane

Polyurethane (Figure 6) is widely used in coating materials, adhesives, and primers due to its excellent wear resistance, flexibility, and mechanical properties (). The carbamate group is the basic repeating unit of polyurethane, formed by the additional polymerization of isocyanate and macromolecule containing hydroxide (). According to the different polyols, polyurethane can be divided into polyester polyurethane and polyether polyurethane (). In recent years, due to the increasing attention paid to environmental protection issues, waterborne polyurethane has received widespread attention ().

FIGURE 6

The resins used in sand control materials mainly include epoxy resin, polymethyl methacrylate, furan resin, phenolic resin, and polyurethane (). Epoxy resin has excellent mechanical properties, chemical stability, and low cost and potential applications in sand control materials. However, the viscosity of these resins is very high, making it difficult to inject into the reservoir (). There are currently two main methods for reducing the viscosity of resins: organic solvent dissolution and waterborne resins (). Organic solvents have issues such as toxicity and low flash points and should be used with caution. Waterborne resin is non-toxic and harmless and can control the viscosity of the resin within an operable range. It is a promising method for reducing resin viscosity. The summary of commonly used sand control materials is shown in Table 1.

TABLE 1

PolymerHeat resistantStrengthAdvantageDisadvantage
epoxy resinexcellentGoodHigh strengthEasy to break
Polymethyl methacrylateModerateGoodLightweight and easy to processPoor temperature resistance
polyurethaneModerateGoodHigh fracture toughnessNot resistant to acid and alkali
Furan resinModeratePoorChemical corrosion resistanceThe curing process is complex
phenolic resinExcellentGoodGood thermal stabilityPoor fracture toughness

Summary of commonly used sand control materials.

3 Chemical sand control treatment

3.1 Resin injection method

During the development of weakly consolidated reservoirs, sand grain is inevitably dislodged and transported as reservoir pressure decreases. Sand grain transportation not only alters the mechanical properties of the reservoir but also leads to a decrease in the permeability of the wellbore area, resulting in a decrease in the production of oil and gas wells () (Figure 7). The resin has good mechanical and chemical properties and is effective against sanding.

FIGURE 7

).

Organosilanes are effective in consolidating sand grains through hydrolysis and polycondensation reactions. Li et al. optimized an organosilane sand control process with an organosilane concentration of 3%–5%, a catalytic HCl concentration of 1%–3%, and a generation temperature lower than 100°C (). It was found that organosilanes reacted with the surface of the sand grain to form a hydrophobic film, connecting the sand grain to the substrate and achieving sand control. The consolidation mechanism and image of organosane are shown in Figure 8. Organosilanes are hydrolyzed in water to form silanol, which reacts with the hydroxyl groups on the surface of the quartz sand to form thin films. These films are hydrophobic and can connect the sand grains.

FIGURE 8

).

Dargi et al. conducted sand control experiments on weakly consolidated sandstone using furan resin. They found that the reservoir permeability retention rate was above 90%, and the sand production rate was significantly reduced (). Zhang et al. used phenolic resin to solidify sand, and the results showed that the strength of the consolidated sand reached 5 MPa, which can meet the sand control requirements (Zhang et al., 2013). Liu et al. synthesized a chemical sand control agent, pentaerythritol phosphate melamine salt (PPMS), which is made by the reaction of pentaerythritol, phosphoric acid, and melamine (Figure 9) (). PPMS can reduce the negative charge density on the clay surface, allowing particles to aggregate through hydrogen bonds and static charges, effectively preventing sand production.

FIGURE 9

).

Liu et al. used polyurethane to solidify loose sandstone, and a polymer film wrapped and connected the sand grains (Figure 10) (). Li et al. cemented weakly cemented sands using porous polyurethane. Compared to conventional dense resins, the pores of the porous polyurethane provide seepage channels that limit permeability reduction (). Many field applications have shown that resin injection for sand production control can effectively improve reservoir mechanical properties and reduce sand production (; Shang et al., 2019; ; ; Zaitoun et al., 2022; Zhao et al., 2022; ; ; Stephen Babagbemi et al., 2023).

FIGURE 10

).

3.2 Hydrogel method

Hydrogels are hydrophilic polymers with a 3-dimensional network structure (; ), specifically classified into three main categories: in situ cross-linked polymer gels, preformed gels, and foam gels (Zhu et al., 2017). In the petroleum industry, hydrogels are widely used in lost circulation control, temporary plugging, water blocking, and sand control (; ; Zhao and Bai, 2022). The chemical structure of commonly used polymers is shown in Figure 11.

FIGURE 11

Marandi et al. used polyacrylamide to prepare hydrogel for sand production in reservoirs in southern Iran (). The experimental results indicate that the solidified rock core can maintain good structural strength under high stress and temperatures. The CT image (Figure 12) shows that the permeability of the core injected with hydrogel is significantly reduced, indicating that the hydrogel enters deep and effectively consolidates the sand grain. After hydrogel injection, sand production is reduced by 90%, water permeability is reduced by 95 times, and oil permeability is reduced by 7.5 times. It shows that the hydrogel has good sand control performance and can effectively prevent water from flowing out. Hajipour et al. used polyacrylamide to synthesize a temporary plugging gel. The polymer can undergo a normal gelation reaction when the pressure ranges from 6.9 to 27.61 MPa (). The Young’s modulus of the generated gel is 190.3 MPa with a strong network structure.

FIGURE 12

Salehi et al. conducted sand control experiments using polyacrylamide (Salehi et al., 2019). The hydrogel was injected into the core at 90°C, and the results show that the hydrogel can improve the core’s compressive strength and effectively prevent sand production. It can be seen from Figure 13A that a covalent bond links the polymer and carrier to form a three-dimensional network structure, which ensures the mechanical strength of the hydrogel. The viscosity increases as the polymer concentration increases, indicating a high crosslinking density under high-viscosity conditions (Figure 13B).

FIGURE 13

Hydrogels have low mechanical strength, and adding nanoparticles and nanofibers to hydrogels can significantly increase their strength (Figure 14) (). Nanofiller-hydrogel composites have promising applications. The application of nanocomposites in sand control will be introduced in the next section.

FIGURE 14

).

3.3 Nanocomposite materials for sand control

Pure polymers have performance deficiencies, such as low mechanical strength and poor heat resistance. Adding some nanofillers to polymers can significantly improve their properties. Commonly used nanofillers are graphene, carbon nanotubes, and silica nanoparticles.

Qin et al. added graphene oxide to polyacrylamide. The nanocomposites showed an increase in elastic modulus and a 20.71% increase in breakout pressure compared to the pure polymer (). Hydrogen bonding between N, O, and H on graphene oxide in the nanocomposites can improve the strength of the gel (Figure 15). Yuan et al. prepared a sand consolidant using nano silica and polymer as raw materials. The sand grains consolidated with nanocomposites were structurally stable and had excellent mechanical properties (Yuan et al., 2023). The principle of sand consolidation by nanocomposites is shown in Figure 16.

FIGURE 15

).

FIGURE 16

In addition, nanoparticles can form an adsorption layer to enhance the physical and chemical properties of the pore surface, which facilitates the adsorption and immobilization of fine particles on the pore surface. Nanoparticles enhance clay stability and effectively prevent particle transport (; ; ; ; ; Zhao et al., 2021; ; ; ; ). The properties of nanocomposites depend on the nano content and the degree of dispersion of the nanofillers in the polymer. The higher the degree of dispersion of the nanofiller in the polymer, the better the performance of the nanocomposite. Functionally modified nanoparticles have better dispersion ability in polymers.

3.4 Other chemical sand control methods

Hot air injection is another method of sand control. The injected hot air oxidizes the crude oil in the reservoir, and the coke and resin formed between the sand grains effectively prevent sand grain transport (). Osman et al. consolidated the reservoir using a low-temperature oxidation method. The sand grains were 20/30 mesh, hot air at 100°C–150°C was injected into the reservoir, and the compressive strength of the consolidated sand packages ranged from 2.58 to 8.72 MPa, with permeability losses ranging from 4.5% to 22% (). The results show that the higher the oxidation temperature, the shorter the consolidation time and the higher the compressive strength. The hot air injection method is less harmful to the reservoir permeability. The sand control technique of injecting hot air can provide sufficient compressive strength for the reservoir to withstand high fluid flow rates, and the method is less harmful to the reservoir permeability.

Aslesen conducted consolidation experiments on reservoirs using the Solder Glass method (). Melt the lead oxide and silicon dioxide glass, and the material melts and decomposes into coherent crystals in the reservoir. Reservoirs cemented using this technique are unaffected by temperature and chemical attack and are flexible enough to withstand high pressures and fluid flow rates. This technique does not lead to a decrease in reservoir permeability, but it is time-consuming and expensive.

Torrest et al. performed sand consolidation experiments using electrolytic nickel, which has a short consolidation time. This method is more effective for sand consolidation and is applicable over a wider temperature range (Torrest, 1975). But this method is very complicated to operate.

4 Laboratory sand control research

4.1 Triaxial experiment

Triaxial experiments are a laboratory method for studying the mechanical properties of geotechnics (Figure 17). For core samples before and after consolidation, triaxial experiments can respond to chemical reagents’ effect on the core’s mechanical properties (). According to the stress state during the experiment, triaxial experiments are categorized into conventional triaxial experiments (stress state: σ1>σ2 = σ3>0) and true triaxial experiments (stress state: σ1>σ2>σ3>0) (; ; Wang et al., 2022).

FIGURE 17

).

4.2 Young’s modulus, poisson’s ratio, and compressive strength

Poisson’s ratio is an important physical quantity in rocks. It refers to the ratio of lateral normal strain to the axial normal strain of rock under uniaxial tension or compression. Poisson’s ratio values range from 0 to 0.5, with smaller values indicating harder materials and higher values indicating softer materials (; ; ). The Poisson’s ratio calculation formula is shown in Eq. 1. Young’s modulus is a physical quantity that describes the resistance of rocks to deformation. Young’s modulus is the ratio of strain to stress generated per unit area of rock under uniaxial tension. Young’s modulus reflects the rigidity of a material, and the larger its value, the less likely the rock is to deform (; Yin et al., 2022). The calculation formula for Young’s modulus is shown in Eq. 2. The compressive strength is the limit at which a rock can withstand pressure, and its calculation formula is shown in Eq. 3.

Where µ is the Poisson’s ratio; Δσ1 is the axial stress increment; Δσ3 is the lateral stress increment; Δε3 is the lateral strain increment; Δε1 is the axial strain increment; E is the Young’s modulus; CS is the compressive strength; P is the pressure; A is the cross-sectional area.

4.3 Characterization of pore throat structure

In sand consolidation experiments, it is important to characterize the pore-throat structure of the samples. This section describes the main laboratory methods for pore throat structure characterization and their advantages and disadvantages.

Scanning electron microscopy (SEM) and X-ray computed tomography (CT) are the main imaging methods. SEM utilizes a focused beam of electrons to scan the sample’s surface, producing an image of the sample (Figure 18A). Interactions between electrons and atoms in the sample will generate signals containing information about the surface topography (e.g., pore size and distribution) and sample components. Energy dispersive spectroscopy (EDS) and cathodoluminescence (CL) can analyze the material composition of a sample (). CT works on the principle that the radiation attenuates as it passes through the sample (Figure 18B), and the attenuation rate is related to the composition and density of the sample. The X-rays carrying information about the sample’s internal structure will be converted into visible, electrical, and digital signals sequentially. Pore characters such as pore morphology, type, distribution, connectivity, and heterogeneity can be extracted from them ().

FIGURE 18

; ; ).

SEM has limited resolution and detection area and can only reflect the pore information within the visual area (generally 4∼7 nm). CT is a non-destructive imaging technique that obtains two-dimensional images of internal rock sections and reconstructs the three-dimensional distribution of pore throat structures.

Fluid intrusion methods include mercury intrusion porosimetry (MIP), gas adsorption, fluid intrusion porosimetry (FIP), and spontaneous imbibition (SI) (; Zhao et al., 2020; Sharifigaliuk et al., 2021).

MIP utilizes non-wetting mercury high-pressure intrusion (Figure 19) to enter the pore throat space of the sample by overcoming capillary forces (preferentially occupying the pore throat space connected by a large throat). The pore throat size and volume distribution were determined based on the columnar pore morphology model and the Washburn equation by recording the pressed mercury pressure and volume at each equilibrium point (Wang et al., 2019). Gas adsorption measures equilibrium adsorption capacity at low temperatures to obtain the adsorption isotherm (equilibrium adsorption capacity vs relative pressure). The pore structure can be obtained by measuring and analyzing the adsorption isotherms of different adsorption models (). FIP measures the porosity of low-permeability samples (bulk, regular, or irregular samples) by directly measuring the volume and particle density of the sample. Fluid can invade porous structures and occupy the pore space of vacuum pumping. The saturated fluid mass can be obtained from the difference in weight of the sample before and after saturating the fluid, while the volume can be obtained according to Archimedes’ principle ().

FIGURE 19

; ; ).

SI is a method of describing pore wettability and connectivity, in which a wetting fluid replaces a non-wetting fluid along a direction parallel or perpendicular to the laminae during the measurement process (). The MIP experimental procedure requires great care because mercury is toxic. In gas adsorption methods, the sample particle size greatly influences the measurement results. In FIP testing, prolonged immersion of samples may result in the dissolution of soluble minerals and swelling of clays. The detection ranges of various pore characterization methods are shown in Figure 20.

FIGURE 20

).

5 Conclusion, challenges, and prospects

Sand production can lead to problems such as reduced reservoir permeability and equipment damage. Chemical sand control methods can improve reservoir stability and effectively prevent Sand production. This paper reviews chemical sand control methods based on chemical sand control materials, methods, and theoretical and applied characterization, respectively.

Several chemical sand control strategies have prevented sand grain production and transport. There are generally four mechanisms of action for chemical sand control methods: the coating of sand control materials on the surface of formation rocks and sand grains, the reaction of sand control materials with formation rocks and sand grains, the injection of nanoparticles to enhance the interaction between the sand grains, and thermal methods. In the coating method, the sand control material does not react with the reservoir, and there are prospects for utilizing advanced sand control materials (nanocomposites) for sand control.

The polymers often used in chemical grit control are epoxy, polyurethane, furan, and phenolic resins, and the nanofillers used are graphene, carbon nanotubes, and silica nanoparticles. Pure polymers are highly viscous, difficult to inject into reservoirs, and prone to generating toxic substances during the preparation and use of these polymeric materials. In the context of green environmental protection, using waterborne polymeric materials is a promising chemical sand control method. In addition, adding nanofillers to polymer materials can improve their mechanical strength, chemical stability, and thermal stability.

It is important to conduct sand control experiments in the laboratory, and triaxial experiments can respond to information such as Young’s modulus, Poisson’s ratio, and compressive strength before and after core consolidation. Non-destructive methods such as CT, SEM are recommended among the pore throat structure characterization methods.

Despite advances in chemical sand control methods, gaps and challenges remain. 1. Nanofillers are poorly dispersed in polymers and even agglomerate in preparing nanocomposites. The dispersing ability of nanofillers in polymers should be improved in the future. 2. Laboratory physical experiments ignore many practical situations, such as the effects of high temperatures and highly corrosive environments on sand control materials. 3. The effect of sand control materials on reservoir wettability and permeability should be further studied, for example, the effect of polymers on the wettability and permeability of different reservoirs. 4. The strength of waterborne polymeric needs to be further improved. The low viscosity of the water-based polymer material makes it easy to inject into the reservoir, but the low viscosity leads to its low cross-linking density and low strength.

Statements

Author contributions

ZX: Writing–original draft. KS: Writing–original draft. JZ: Writing–review and editing. QH: Writing–review and editing. PL: Writing–review and editing. JD: Writing–review and editing. JW: Writing–review and editing.

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Key R&D Program of China (2023YFC2811005).

Conflict of interest

Author JW was employed by Chengdu Synergy Oilfield Technology Service Co., Ltd.

The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

  • 1

    AhadN. A.JamiM.TysonS. (2020). A review of experimental studies on sand screen selection for unconsolidated sandstone reservoirs. J. Petroleum Explor. Prod. Technol.10 (4), 1675–1688. 10.1007/s13202-019-00826-y

  • 2

    AkhterF.RaoA. A.AbbasiM. N.WahochoS. A.MallahM. A.Anees-ur-RehmanH.et al (2022). A comprehensive review of synthesis, applications and future prospects for silica nanoparticles (SNPs). Silicon14 (14), 8295–8310. 10.1007/s12633-021-01611-5

  • 3

    ArabD.PourafsharyP. (2013). Nanoparticles-assisted surface charge modification of the porous medium to treat colloidal particles migration induced by low salinity water flooding. Colloids Surfaces a-Physicochemical Eng. Aspects436, 803–814. 10.1016/j.colsurfa.2013.08.022

  • 4

    AslesenK. S.ShortC. J.TerwilligerP. L. (1981). “A new method for sand control and well stimulation in unconsolidated dirty sands,” in proceedings of the SPE Annual Technical Conference and Exhibition, F, San Antonio, Texas, October, 1981. 10.2523/10172-ms

  • 5

    AtiqahA.MasturaM. T.AliB. A. A.JawaidM.SapuanS. (2017). A review on polyurethane and its polymer composites. Curr. Org. Synth.14 (2), 233–248. 10.2174/1570179413666160831124749

  • 6

    BaiB.ZhouJ.YinM. (2015). A comprehensive review of polyacrylamide polymer gels for conformance control. Petroleum Explor. Dev.42 (4), 525–532. 10.1016/s1876-3804(15)30045-8

  • 7

    BaiJ.DiaoY.JiaC.LiuC.ZhangM.WangC. (2022). A review of advances in triaxial tests: instruments, test techniques and prospects. KSCE J. Civ. Eng.26 (8), 3325–3341. 10.1007/s12205-022-1345-1

  • 8

    BharadwajR.KumarM.HarshS.MishraD. (2021). “Evaluation of latest technological advances in sand control completions: a case study,” in Proceedings of the SPE 2021 Symposium Compilation, F, Virtual, November, 2021. 10.2118/208447-ms

  • 9

    CaprichoJ. C.FoxB.HameedN. (2020). Multifunctionality in epoxy resins. Polym. Rev.60 (1), 1–41. 10.1080/15583724.2019.1650063

  • 10

    ChenH. L.JiB. X.WeiB.MengZ.LiY.LuJ.et al (2024). Experimental simulation of enhanced oil recovery on shale rocks using gas injection from material to Characterization: challenges and solutions. Fuel356, 129588. 10.1016/j.fuel.2023.129588

  • 11

    ChenW. L.GrabowskiR. C.GoelS. (2022a). Clay swelling: role of cations in stabilizing/destabilizing mechanisms. Acs Omega7 (4), 3185–3191. 10.1021/acsomega.1c04384

  • 12

    ChenY. Y.WeiL.MastalerzM.SchimmelmannA. (2015). The effect of analytical particle size on gas adsorption porosimetry of shale. Int. J. Coal Geol.138, 103–112. 10.1016/j.coal.2014.12.012

  • 13

    ChenF.WangX. B.DuY. H.TangC. A. (2022b). Numerical experiment research on failure characteristics of anchored rock with negative Poisson's ratio bolt. Front. Earth Sci.10, 899755. 10.3389/feart.2022.899755

  • 14

    DaiC.ChenW.YouQ.WangH.YangZ.HeL.et al (2016). A novel strengthened dispersed particle gel for enhanced oil recovery application. J. Industrial Eng. Chem.41, 175–182. 10.1016/j.jiec.2016.07.024

  • 15

    DargiM.KhamehchiE.GhallathF. (2024). Sandstone chemical consolidation and wettability improvement using furan polymer-based nanofluid. Sci. Rep.14 (1), 5248. 10.1038/s41598-024-56007-3

  • 16

    DengF.LiX.HeL.FengY. (2019). Experimental evaluation of metal foam for sand control. J. Petroleum Sci. Eng.176, 1152–1160. 10.1016/j.petrol.2019.01.087

  • 17

    DingJ.ChengY.YanC. (2022). Research on sand control effect and micro-plugging mechanism of sand control medium in the development of natural gas hydrate reservoir. J. Petroleum Sci. Eng.215, 110703. 10.1016/j.petrol.2022.110703

  • 18

    DuS. H.ShiY. M.GuanP.ZhangY. (2016). New inspiration on effective development of tight reservoir in secondary exploitation by using rock mechanics method. Energy Explor. Exploitation34 (1), 3–18. 10.1177/0144598715623661

  • 19

    El-MonierI. A.Nasr-El-DinH. A.HarperT. L.RosenR. (2013). A new environmentally friendly clay stabilizer. Spe Prod. Operations28 (2), 145–153. 10.2118/136061-pa

  • 20

    EspitiaJ. M.CaicedoB.VallejoL. (2017). Effect of suction and stress on Poisson's ratio of argillaceous rocks. Geotech. Lett.7 (1), 53–59. 10.1680/jgele.16.00138

  • 21

    GandiniA.LacerdaT. M. (2022). Furan polymers: state of the art and perspectives. Macromol. Mater. Eng.307 (6), 2100902. 10.1002/mame.202100902

  • 22

    GaoZ. Y.HuQ. H. (2016). Wettability of Mississippian Barnett Shale samples at different depths: investigations from directional spontaneous imbibition. Aapg Bull.100 (1), 101–114. 10.1306/09141514095

  • 23

    GuoY. J.NouriA.NejadiS. (2020). Effect of slot width and density on slotted liner performance in SAGD operations. Energies13 (1), 268. 10.3390/en13010268

  • 24

    GuoH.GeJ.WuQ.HeZ.WangW.CaoG. (2022). Syneresis behavior of polymer gels aged in different brines from gelants. Gels8 (3), 166. 10.3390/gels8030166

  • 25

    HabibiA.AhmadiM.PourafsharyP.AyatollahiS. (2014). Fines migration control in sandstone formation by improving silica surface zeta potential using a nanoparticle coating process. Energy Sources Part a-Recovery Util. Environ. Eff.36 (21), 2376–2382. 10.1080/15567036.2011.569836

  • 26

    HajipourA.SalehiM. B.SeftiM. V.HeidariA. (2018). Experimental study of polyacrylamide gel in close-in well operation. Polym. Adv. Technol.29 (4), 1278–1286. 10.1002/pat.4239

  • 27

    HanG.KwonT.-H.LeeJ. Y.JungJ. (2020). Fines migration and pore clogging induced by single- and two-phase fluid flows in porous media: from the perspectives of particle detachment and particle-level forces. Geomechanics Energy Environ.23, 100131. 10.1016/j.gete.2019.100131

  • 28

    HasannejadaR.PourafsharyP.VataniA.SameniA. (2017). Application of silica nanofluid to control initiation of fines migration. Petroleum Explor. Dev.44 (5), 850–859. 10.1016/s1876-3804(17)30096-4

  • 29

    HiranoK.AsamiM. (2013). Phenolic resins-100 years of progress and their future. React. Funct. Polym.73 (2), 256–269. 10.1016/j.reactfunctpolym.2012.07.003

  • 30

    HuangX. L.XuL.ZhaoT. Y.LuS.SunZ.DingD. (2023). Characterization of the negative Poisson's ratio effect of the thermal-damaged crystalline rock by the grain-based model. Int. J. Rock Mech. Min. Sci.170, 105553. 10.1016/j.ijrmms.2023.105553

  • 31

    IzurietaA.SerranoF.AndradeP.BurgosA.RodriguezR.JaramilloJ. (2020). “Chemical sand consolidation as an effective alternative to conventional sand control methods in Ecuador,” in Proceedings of the Abu Dhabi International Petroleum Exhibition and Conference, F, Abu Dhabi, UAE, November, 2020. 10.2118/203069-ms

  • 32

    JiangR. J.ZhengX. Y.ZhuS. S.LiW.ZhangH.LiuZ.et al (2023). Recent advances in functional polyurethane chemistry: from structural design to applications. Chemistryselect8 (11), e202204132. 10.1002/slct.202204132

  • 33

    JinF.-L.LiX.ParkS.-J. (2015). Synthesis and application of epoxy resins: a review. J. Industrial Eng. Chem.29, 1–11. 10.1016/j.jiec.2015.03.026

  • 34

    JinY.LiY.WuN.YangD. (2021). Characterization of sand production for clayey-silt sediments conditioned to openhole gravel-packing: experimental observations. Spe J.26 (6), 3591–3608. 10.2118/206708-pa

  • 35

    KangB.LangQ.TuJ.BuJ.RenJ.LyuB.et al (2022). Preparation and properties of double network hydrogel with high compressive strength. Polymers14 (5), 966. 10.3390/polym14050966

  • 36

    KarlinskiiB. Y.AnanikovV. P. P. (2023). Recent advances in the development of green furan ring-containing polymeric materials based on renewable plant biomass. Chem. Soc. Rev.52 (2), 836–862. 10.1039/d2cs00773h

  • 37

    KrolP.KrolB. (2020). Structures, properties and applications of the polyurethane ionomers. J. Mater. Sci.55 (1), 73–87. 10.1007/s10853-019-03958-y

  • 38

    KuilaU.MccartyD. K.DerkowskiA.FischerT. B.PrasadM. (2014). Total porosity measurement in gas shales by the water immersion porosimetry (WIP) method. Fuel117, 1115–1129. 10.1016/j.fuel.2013.09.073

  • 39

    LaiJ.WangG. W.WangZ. Y.ChenJ.PangX.WangS.et al (2018). A review on pore structure characterization in tight sandstones. Earth-Science Rev.177, 436–457. 10.1016/j.earscirev.2017.12.003

  • 40

    LeeS. J.ChooY. W.LeeJ. W.SagongM. (2013). Young's modulus of coarse granular materials via cyclic large triaxial tests: effect of parallel grading and loading pattern. Geotechnical Test. J.36 (3), 429–441. 10.1520/gtj20120064

  • 41

    LiX. R.FengY. C.GrayK. E. (2018). A hydro-mechanical sand erosion model for sand production simulation. J. Petroleum Sci. Eng.166, 208–224. 10.1016/j.petrol.2018.03.042

  • 42

    LiuD.ZhongX.ShiX.QiY.ZhuT.ShaoM.et al (2016). Pentaerythritol phosphate melamine salt, A new aggregating reagent for oilfield chemical sand control: preparation, properties, and mechanism. Energy and Fuels30 (3), 2503–2513. 10.1021/acs.energyfuels.5b02648

  • 43

    LiuJ.BaiY.SongZ.LuY.QianW.KanungoD. (2018). Evaluation of strength properties of sand modified with organic polymers. Polymers10 (3), 287. 10.3390/polym10030287

  • 44

    LiuQ.SunM. D.SunX. D.LiuB.OstadhassanM.HuangW.et al (2023). Pore network characterization of shale reservoirs through state-of-the-art X-ray computed tomography: a review. Gas Sci. Eng.113, 204967. 10.1016/j.jgsce.2023.204967

  • 45

    LiuY.SheY.ZhangF.FengQ.LiX.DongH.et al (2022). Mechanism of nano-depressurization and injection-augmenting Technology and its application in China’s oilfields: recent advances and perspectives. Energy and Fuels36 (18), 10751–10765. 10.1021/acs.energyfuels.2c01970

  • 46

    LiW.ChangF. F.EichmannS. L.LiangF. (2022). Tailored highly porous, templated polyurethane for sand consolidation. J. Appl. Polym. Sci.139 (17), e52045. 10.1002/app.52045

  • 47

    LiX.ZhangG.GeJ.QiN.JiangP.LiaoK.et al (2017). Organosilane film for sand migration control based on in-situ hydrolysis and polycondensation effects. J. Petroleum Sci. Eng.158, 660–671. 10.1016/j.petrol.2017.08.013

  • 48

    LuoT.LiuS.OttW. K. (2023). A new process to develop marine natural gas hydrate with thermal stimulation and high-efficiency sand control. Petroleum Sci. Technol., 1–18. 10.1080/10916466.2023.2217837

  • 49

    MaC.DengJ.DongX.SunD.FengZ.LuoC.et al (2020). A new laboratory protocol to study the plugging and sand control performance of sand control screens. J. Petroleum Sci. Eng.184, 106548. 10.1016/j.petrol.2019.106548

  • 50

    MadadizadehA.SadegheinA.RiahiS. (2022). The use of nanotechnology to prevent and mitigate fine migration: a comprehensive review. Rev. Chem. Eng.38 (1), 1–16. 10.1515/revce-2019-0055

  • 51

    MahardhiniA.YudisP.AbidiyI.BawonoY.PradityoR. (2021). “Successful case of resin-based chemical sand consolidation as a remedial sand control treatment,” in Proceedings of the Abu Dhabi International Petroleum Exhibition and Conference, F, Abu Dhabi, UAE, November, 2020. 10.2118/207942-ms

  • 52

    MansouriM.NakhaeeA.PourafsharyP. (2019). Effect of SiO2 nanoparticles on fines stabilization during low salinity water flooding in sandstones. J. Petroleum Sci. Eng.174, 637–648. 10.1016/j.petrol.2018.11.066

  • 53

    MarandiS. Z.SalehiM. B.MoghadamA. M. (2018). Sand control: experimental performance of polyacrylamide hydrogels. J. Petroleum Sci. Eng.170, 430–439. 10.1016/j.petrol.2018.06.074

  • 54

    MiriR.SalimiM.StewartS.Bermudez GonzalezJ. M.Mazo SuárezC.NouriA. (2023). Sand control screen selection for cased dual-annulus gas offshore wells based on scaled laboratory tests. Can. J. Chem. Eng.102, 1957–1969. 10.1002/cjce.25159

  • 55

    MishraD. A.JanecekI. (2017). “Laboratory triaxial testing - from historical outlooks to technical aspects,” in proceedings of the ISRM European Rock Mechanics Symposium (EUROCK), Ostrava, CZECH REPUBLIC, June, 2017.

  • 56

    MishraS.OjhaK. (2016). Nanoparticleinducedchemicalsystemforconsolidatinglooselybound sand formationsinoil fields. J. Petroleum Sci. Eng.147, 15–23. 10.1016/j.petrol.2016.05.005

  • 57

    NejatiH.KhamehchiE.DerakhshanA. A.ShadS. (2023). Synthesis and optimization of a Novel epoxy-based nanofluid for sand consolidation in oil wells. Geoenergy Sci. Eng.230, 212217. 10.1016/j.geoen.2023.212217

  • 58

    NgataM. R.YangB.AminuM. D.IddphonceR.OmariA.ShaameM.et al (2022). Review of developments in nanotechnology application for formation damage control. Energy and Fuels36 (1), 80–97. 10.1021/acs.energyfuels.1c03223

  • 59

    OsmanE. A.AggourM. A.Abu-KhamsinS. A. (2000). In-situ sand consolidation by low-temperature oxidation. SPE Prod. Facil.15 (01), 42–49. 10.2118/60843-pa

  • 60

    PandaS. S.PandaB. P.NayakS. K.MohantyS. (2018). A review on waterborne thermosetting polyurethane coatings based on Castor oil: synthesis, characterization, and application. Polymer-Plastics Technol. Eng.57 (6), 500–522. 10.1080/03602559.2016.1275681

  • 61

    PeerakhamC.HaripogepornkulN.PutthaworapoomN.DirekmahamongkolS.ThanasutivesP.Zin Ko KoT.et al (2023). “Chemical sand consolidation and through-tubing gravel pack, the effective alternative sand control methods in zawtika field,” in Proceedings of the International Petroleum Technology Conference, Bangkok, Thailand, March, 2023. 10.2523/iptc-23097-ea

  • 62

    QianY. J.GaoP.FangX. L.SunF.CaiY.ZhouY. (2022). Microstructure characterization techniques for shale reservoirs: a review. Front. Earth Sci.10, 930474. 10.3389/feart.2022.930474

  • 63

    QinD.GaoW.ZhangS.CuiX.ChenH.YangP.et al (2023). In situ composite of graphene oxide in polyacrylamide to enhance strength of hydrogel with polyethyleneimine as crosslinker. Geoenergy Sci. Eng.231, 212304. 10.1016/j.geoen.2023.212304

  • 64

    RajaeeS.SalehiM. B.MoghadamA. M.Vafaie SeftiM.MohammadiS. (2017). Nanocomposite hydrogels adsorption: experimental investigation and performance on sandstone core. J. Petroleum Sci. Eng.159, 934–941. 10.1016/j.petrol.2017.08.034

  • 65

    RiveroG.FasceL. A.CeréS. M.ManfrediL. (2014). Furan resins as replacement of phenolic protective coatings: structural, mechanical and functional characterization. Prog. Org. Coatings77 (1), 247–256. 10.1016/j.porgcoat.2013.09.015

  • 66

    SafaeiA.AseM.AhmadiM.PourshamsiT.BaloochestanzadehS.KhalilnezhadA.et al (2023). Chemical treatment for sand production control: a review of materials, methods, and field operations. Petroleum Sci.20 (3), 1640–1658. 10.1016/j.petsci.2023.02.013

  • 67

    SaghandaliF.Baghban SalehiM.HosseinzadehsemnaniR.MoghanlooR. G.TaghikhaniV. (2022). A review on chemical sand production control techniques in oil reservoirs. Energy and Fuels36 (10), 5185–5208. 10.1021/acs.energyfuels.2c00700

  • 68

    SalehiM. B.MoghadamA. M.MarandiS. Z. (2019). Polyacrylamide hydrogel application in sand control with compressive strength testing. Petroleum Sci.16 (1), 94–104. 10.1007/s12182-018-0255-9

  • 69

    ShangX.BaiY.WangZ.WangQ.DongC. (2019). A novel chemical-consolidation sand control composition: foam amino resin system. E-Polymers19 (1), 1–8. 10.1515/epoly-2019-0001

  • 70

    SharifigaliukH.MahmoodS. M.RezaeeR.SaeediA. (2021). Conventional methods for wettability determination of shales: a comprehensive review of challenges, lessons learned, and way forward. Mar. Petroleum Geol.133, 105288. 10.1016/j.marpetgeo.2021.105288

  • 71

    ShenK. X.AnY. K. R.XuZ. Q.WuX.ZhangP.ZhangY.et al (2023a). Numerical simulation on coupling behaviors of sand production and mechanical response during NGH exploitation by depressurization from the argillaceous reservoir. Energy and Fuels38 (1), 245–257. 10.1021/acs.energyfuels.3c03368

  • 72

    ShenK.AnY.XuZ.WuX.ZhangP.ZhangY.et al (2023b). Numerical simulation on coupling behaviors of sand production and mechanical response during NGH exploitation by depressurization from the argillaceous reservoir. Energy and Fuels38 (1), 245–257. 10.1021/acs.energyfuels.3c03368

  • 73

    SongJ. Z.FuJ. H.XiongY. M.PangW.HeY.LiuL.et al (2022). State-of-the-art brief review on sanding problem of offshore natural gas hydrates sediments. Energy Sci. Eng.10 (1), 253–273. 10.1002/ese3.1006

  • 74

    Stephen BabagbemiA.MofunlewiS.WilliamsC. (2023). “Remedial sand control using chemical sand consolidation, A field experience,” in proceedings of the SPE Nigeria Annual International Conference and Exhibition, F, Houston, Texas, USA, May, 2023. 10.2118/217108-ms

  • 75

    SunX.BaiB. (2017). Comprehensive review of water shutoff methods for horizontal wells. Petroleum Explor. Dev.44 (6), 1022–1029. 10.1016/s1876-3804(17)30115-5

  • 76

    TabarM. A.BagherzadehH.ShahrabadiA.DahimS. (2021). A comprehensive research in chemical consolidator/stabilizer agents on sand production control. J. Petroleum Explor. Prod. Technol.11 (12), 4305–4324. 10.1007/s13202-021-01303-1

  • 77

    TananykhinD.GrigorevM.SimonovaE.KorolevM.StecyukI.FarrakhovL. (2023). Effect of wire design (profile) on sand retention parameters of wire-wrapped screens for conventional production: prepack sand retention testing results. Energies16 (5), 2438. 10.3390/en16052438

  • 78

    TangK. H.ZhangA. L.GeT. J.LiuX.TangX.LiY. (2021). Research progress on modification of phenolic resin. Mater. Today Commun.26, 101879. 10.1016/j.mtcomm.2020.101879

  • 79

    TorrestR. S. (1975). Electroless nickel sand consolidation: laboratory studies of cementation and calculated effect on well productivity. Soc. Petroleum Eng. J.15 (03), 203–208. 10.2118/4964-pa

  • 80

    WangF. Y.YangK.YouJ. X.LeiX. (2019). Analysis of pore size distribution and fractal dimension in tight sandstone with mercury intrusion porosimetry. Results Phys.13, 102283. 10.1016/j.rinp.2019.102283

  • 81

    WangG.FengX. T.YangC. X.HanQ.KongR. (2022). Experimental study of the mechanical characteristics of jinping marble under multi-stage true triaxial compression testing. Rock Mech. Rock Eng.55 (2), 953–966. 10.1007/s00603-021-02704-8

  • 82

    WangY.ChenT.YanC. (2015). Reinforced performances of polymethyl methacrylate/silica fume composite spherical particles used as ultra-lightweight proppants. J. Reinf. Plastics Compos.34 (8), 672–683. 10.1177/0731684415577236

  • 83

    WangY.LongF.-Q.LiX.-S.XuY. T.KouX. (2023). Experimental study of sand migration under distinct sand control methods during gas hydrate decomposition by depressurization. Energy and Fuels37 (17), 12966–12979. 10.1021/acs.energyfuels.3c01934

  • 84

    WuN.LiY.ChenQ.LiuC.JinY.TanM.et al (2021). Sand production management during marine natural gas hydrate exploitation: review and an innovative solution. Energy and Fuels35 (6), 4617–4632. 10.1021/acs.energyfuels.0c03822

  • 85

    XuY. R.GuoL. F.ZhangH. N.ZhaiH.RenH. (2019). Research status, industrial application demand and prospects of phenolic resin. Rsc Adv.9 (50), 28924–28935. 10.1039/c9ra06487g

  • 86

    YanW.LiF.LengG.WangH.MaZ.YunB.et al (2023). Sand control screen erosion-failure prediction method in weakly consolidated sandstone reservoir. Geoenergy Sci. Eng.224, 211616. 10.1016/j.geoen.2023.211616

  • 87

    YinY. C.LiuG. Y.ZhaoT. B.MaQ.WangL.ZhangY. (2022). Inversion method of the Young's modulus field and Poisson's ratio field for rock and its test application. . Mater.15 (15), 5463. 10.3390/ma15155463

  • 88

    YuanJ.PeiZ.YangS.YuH.HuX.LiuH. (2023). Preparation and characterization of an eco-friendly sand-fixing agent utilizing nanosilica/polymer composites. J. Appl. Polym. Sci.140 (18). 10.1002/app.53804

  • 89

    ZaitounA.SalehiN.BouillotJ.HernandoL.WijayaB. R.ReynoldW.et al (2022). “Mitigating sand production by polymer injection in Indonesian offshore field,” in proceedings of the SPE Asia Pacific Oil and Gas Conference and Exhibition, F, Adelaide, Australia, October, 2022. 10.2118/210731-ms

  • 90

    ZhangF.OuyangJ.MaX.FengX. (2013). A new phenolic resin for sand control in wells. Chem. Technol. Fuels Oils49 (5), 425–429. 10.1007/s10553-013-0465-1

  • 91

    ZhangY.WangW.ZhangP.LiG.TianS.LuJ.et al (2022). A solution to sand production from natural gas hydrate deposits with radial wells: combined gravel packing and sand screen. J. Mar. Sci. Eng.10 (1), 71. 10.3390/jmse10010071

  • 92

    ZhaoJ. H.HuQ. H.LiuK. Y.JinZ.DultzS.KaufmannJ.et al (2020). Pore connectivity characterization of shale using integrated wood's metal impregnation, microscopy, tomography, tracer mapping and porosimetry. Fuel259, 116248. 10.1016/j.fuel.2019.116248

  • 93

    ZhaoS.ZhouY.BaiJ.BaobingS.TaoF.HuaxingC.et al (2022). “Research and application of integrated Technology of chemical sand control and stratified water injection in offshore oilfields injection well,” in Proceedings of the IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition, F, Bangkok, Thailand, August, 2022. 10.56952/arma-2022-0598

  • 94

    ZhaoX.QiuZ.GaoJ.RenX.LiJ.HuangW. (2021). Mechanism and effect of nanoparticles on controlling fines migration in unconsolidated sandstone formations. Spe J.26 (6), 3819–3831. 10.2118/204474-pa

  • 95

    ZhaoY.BaiB. (2022). Experimental study of transport behavior of swellable microgel particles in superpermeable channels for conformance control. Spe J.27 (1), 790–805. 10.2118/208576-pa

  • 96

    ZhuD.BaiB.HouJ. (2017). Polymer gel systems for water management in high-temperature petroleum reservoirs: a chemical review. Energy and Fuels31 (12), 13063–13087. 10.1021/acs.energyfuels.7b02897

Summary

Keywords

sand production, polymer, unconsolidated reservoir, pore structure, nanocomposite

Citation

Xu Z, Shen K, Zhou J, Huang Q, Liu P, Du J and Wu J (2024) Chemical sand production control: a review of materials, methods and characterization. Front. Energy Res. 12:1424059. doi: 10.3389/fenrg.2024.1424059

Received

27 April 2024

Accepted

22 May 2024

Published

11 June 2024

Volume

12 - 2024

Edited by

Melike E Bildirici, Yıldız Technical University, Türkiye

Reviewed by

Mingwei Zhao, China University of Petroleum, China

Yanghui Li, Dalian University of Technology, China

Updates

Copyright

*Correspondence: Kaixiang Shen,

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics