- 1Department of Mathematics, Faculty of Science, Islamic University of Madinah, Madinah, Saudi Arabia
- 2Department of Mathematics & Statistics, Hazara University, Manshera, Pakistan
- 3Department of Mathematics, Government Post Graduate College Manshera, Manshera, Pakistan
- 4Department of Mathematical Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, Bangi, Malaysia
- 5Department of Computer Science and Mathematics, Lebanese American University, Byblos, Lebanon
- 6Department of Mathematics and Social Sciences, Sukkur IBA University, Sukkur, Pakistan
- 7Faculty of Engineering, Future University in Egypt, New Cairo, Egypt
Significance: Bio-nanofluids have achieved rapid attention due to their potential and vital role in various fields like biotechnology and energy, as well as in medicine such as in drug delivery, imaging, providing scaffolds for tissue engineering, and providing suitable environments for cell growth, as well as being used as coolants in various energy systems, wastewater treatment, and delivery of nutrients to plants.
Objective: The present study proposes a novel mathematical model for the ternary hybrid cross bio-nanofluid model to analyse the behaviour of blood that passes through a stenosed artery under the influence of an inclined magnetic field. The model considers the effect of expanding/contracting cylinder, infinite shear rate viscosity, and bio-nanofluids.
Methodology: The considered model of the problem is bounded in the form of governing equations such as PDEs. These PDEs are transformed into ODEs with the help of similarity transformations and then solved numerically with the help of the bvp4c method.
Findings: The results show that the flow rate and velocity decrease as the inclination angle of the magnetic field increases. Additionally, research has found that the presence of nanoparticles in the bio-nanofluid has a significant impact on the velocity and flow rate. Therefore, the flow rate decreases, in general, as the stenosis becomes more severe.
Advantages of the study: The results obtained from this study may provide insights into the behaviour of blood flow in stenosed arteries and may be useful in the design of medical devices and therapies for the treatment of cardiovascular diseases.
1 Introduction
Bio-nanofluids are a generally modern range of inquiries within the field of biomedicine, and they have been pulled into critical consideration due to their potential applications in well-dignified conveyance, imaging, and detecting. Specifically, the use of bio-nanofluids within the setting of blood has gotten much consideration as these liquids have the potential to upgrade the transport of drugs and other helpful operators within the circulatory system. Bio-nanofluids and suspension of nanoparticles in a natural liquid, such as blood, can essentially modify the physical and chemical properties of the liquid. The involvement of nanoparticles within bio-fluidity can improve the thickness of the liquid and modify the surface properties of the blood cells, which can influence their aptitude with other cells and with the dividers of blood vessels. Moreover, bio-nanofluids can improve the solvency and bio-availability of drugs and other restorative specialists, which can enhance their adequacy and decrease their side impacts. Bio-nanofluids have been utilized to upgrade blood stream in totally different ways. Therefore, it has been shown that adding nanoparticles, such as gold nanoparticles or carbon nanotubes, to the blood can reduce its viscosity and improve blood flow (Conrad and Wang, 2021). This can be achieved by reducing the interparticle spacing and increasing the Brownian motion of the particles. Another method is to modify the surface properties of the blood vessels. Bio-nanoparticles, such as liposomes and dendrimers, can be used to modify the surface properties of the blood vessels, which can reduce the resistance of the blood flow and improve its velocity (Ali et al., 2021). Ige et al. (Ige et al., 2023) made a numerical analysis related to mixed convection of blood flow with the hybrid fluid model under the influence of bio nanoparticles. In this study, Boussinesq approximation and transient Regime are incorporated. Latest studies regarding bio-nanoparticles in blood flow and their characteristics are investigated by (Ige et al., 2022; Yadav et al., 2022; Fatima et al., 2023).
The contracting/expanding stenosed arteries could be a common event in blood vessel maladies, such as atherosclerosis, where the supply route dividers thicken and limit the bloodstream. The harshness of the supply route leads to an increment in speed and turbulence of the bloodstream, which can cause different cardiovascular diseases, including myocardial dead tissue and stroke. Exact modelling of the bloodstream in stenosed courses is, hence, basic for understanding the instruments of these illnesses and creating viable treatment procedures. In the past, numerical models have been created to recreate the bloodstream in stenosed courses and explore the impacts of different components, such as the consistency of blood, the shape and estimate of the stenosis, and the nearness of attractive areas or nanoparticles. Stenosis has been broadly considered within the past few decades, and different computational models have been created to explore its impacts on the bloodstream. We utilised a computational show to re-enact expanding/contracting stenosis in a human carotid course and found that the degree of stenosis and the sufficiency of altered vessel breadth altogether influenced the speed and divider shear stretch of the bloodstream (Bath et al., 1999). Alghamdi et al. (Alghamdi et al., 2023) investigated a hybrid nanofluid to explore the effects of multiple ferromagnetic nanoparticles in co-axial disks for magnetized fluid. A computational study with Oldroyd-B nanofluid flow and magnetized gold-blood particles passing through the blood was conducted by (Tang et al., 2023a). Furthermore, literature regarding magnetized gold-blood nanofluid stenosis narrow arteries, blood flow via arteries with overlapping shaped stenosis, and vertical porous multiple stenoses can be traced by (Zain and Ismail, 2023a; Tang et al., 2023b; El Kot and Abd Elmaboud, 2023).
The magnetic field has appeared to have a critical effect on the conduct of the bloodstream in courses. In the past, we have found that the application of an attractive magnetic field to stenosed courses can improve the bloodstream and decrease the hazard of cardiovascular maladies. The reason behind this enhancement is credited to the impact of attractive areas on the attractive properties of blood cells, which changes the stream conduct of the blood. When an attractive magnetic field is connected at a point to the supply route, the speed and stream rate of blood are influenced, driving changes within the shear push and weight dispersion. These changes can have both positive and negative impacts on the cardiovascular framework, depending on the greatness and course of the attractive field. Hence, it is basic to consider the impacts of slanted attractive areas on the bloodstream in stenosed courses to get the superior potential benefits and dangers of using attractive areas within the treatment of cardiovascular diseases. In the past, there has been developing intrigue in considering the impact of a slanted attractive field on the bloodstream. A few considerations have illustrated that an attractive field can impact the rheological properties of blood, counting its thickness and stream characteristics. For example, a study by Dolui et al. (Dolui et al., 2023) found that an inclined magnetic field could reduce the resistance to flow in blood vessels, potentially improving circulation in patients with cardiovascular disease. Furthermore, Varshney et al. (Varshney et al., 2010) showed that a magnetic field applied at an angle to the direction of blood flow could alter the orientation of red blood cells, leading to changes in their deformation and aggregation behaviour. These findings suggest that an inclined magnetic field could have important implications for the diagnosis and treatment of various cardiovascular disorders. Zain et al. (Zain and Ismail, 2023b) explored the numerical results regarding the effects of MHD on blood flow by taking the mathematical model of power and the law fluid model. The latest study related to the influence of MHD, Dufour, and Soret effects on blood through a stenosed artery and keeping variable viscosity is established by Mishra et al. (Mishra et al., 2023).
1.1 Motivation
The inspiration for the “ternary hybrid cross bio-nanofluid in expanding/contracting stenosed arteries with interminable shear rate thickness and magnetic field” is to create a comprehensive numerical demonstration that considers numerous components that can influence the bloodstream in requisite posited stenosed supply routes. The motivation behind using a cross nanofluid is because of its capability to investigate the flow behaviour at a very high and low shear rate. The behavior of bloodstream flow in stenosed arteries became more understandable via adding the effects of expanding/contracting stenosis geometry, infinite shear rate consistency, and inclined magnetic field. Furthermore, thinking about the bio-nanofluid stream in stenosed supply routes may give bits of knowledge into the conduct of the bloodstream at the nanoscale level and the potential benefits of utilizing nanoparticles within the treatment of cardiovascular illnesses.
1.2 Novelty
The “ternary hybrid cross bio-nanofluid model” considers various factors affecting blood flow in requisite posited stenosed arteries. The stenosis, viscosity, bio-nanofluid flow, and magnetic field influence have been simultaneously explored in the given model. This examination offers a novel model that sheds light on blood flow in narrowed arteries and the advantages of utilizing ternary nanofluids and magnetic fields to treat cardiovascular illnesses.
2 Mathematical formulation
Let us consider the two-dimensional stagnation-point flow of a ternary hybrid cross bio-nanofluids over a permeable expanding/contracting cylinder with influences of the inclined magnetic field. Also, the liquid (blood) is initiated by extension and withdrawal of a stenosed artery having a time-dependent radius
The velocity and temperature field vectors are defined as:
Furthermore, using the above-stated assumptions, the leading governing equations can take place as follows (see (Sumner et al., 1999; Ali et al., 2020a; Waqas, 2020; Ayub et al., 2022a)):
along with boundary conditions are (see (Ayub et al., 2022a)):
Here,
where
Furthermore, the thermo-physical characteristics of the ternary nanofluid model are given as follows:
and the electrical conductivity
Here, in Equations 8–16, the solid nanoparticles volume fraction is denoted by
TABLE 1. The thermophysical characteristics of base (blood) fluid and Au, TiO2, and Al2O3 nanoparticles.
3 Solution procedure
Furthermore, to ease the investigation of the problem, the following similarity variants are introduced for the conversion of PDEs into ODEs as:
Substituting Equation 17 in Equations 3, 4, we get the following reduced form of ODEs as:
with BCs are:
In addition, many different dimensionless parameters that are commonly used in this study are “We” (Weissenberg number), “Re” (Reynold number), “A” (unsteadiness parameter), “s” (suction parameter), and “Pr” (Prandtl number). The parameter obtained due to the ratio between the initial velocity and free stream velocity is
The skin friction coefficient
where
Implementing the similarity transformations in the above-stated equations, we get the reduced form of the skin friction and heat transfer rate as follows:
In which:
4 Numerical scheme
This portion of the work demonstrates the numerical solution procedure and the accuracy of the code. There are several numerical schemes (Shah et al., 2021; Ayub et al., 2022b; Darvesh et al., 2022; El Din et al., 2022; Khan et al., 2022; Sajid et al., 2022; Wang et al., 2022; Darvesh et al., 2023) used to fetch the numerical results. To investigate such a framework, the bvp4c (Khan et al., 2023; Haider et al., 2021; Ayub et al., 2021a; Ayub et al., 2021b; han et al., 2022; Shah et al., 2021; Ayub et al., 2020) MATLAB command/function is utilized. To begin the process of the code, the boundary value problem (BVP) is changed into the initial value problem (IVP) and after that, bvp4c is utilized to get the unavailable results. This scheme is further based on the RK-4 method (Zaib et al., 2019; Ali et al., 2020b; Botmart et al., 2022a; Botmart et al., 2022b; Ayub et al., 2022c; Goud et al., 2022; Rasool et al., 2022) or finite difference scheme, which is only applicable to solve the initial value problems. Before starting the procedure, the MATLAB syntax is written with the help of the following substitution:
and appropriate boundary conditions become:
The procedure mentioned is used to solve Eqs. 28, 29 to find the missing slopes. The step size between two mesh points is 0.01 and the point
a) The bvp4c is a robust method capable of solving varied nonlinear differential equations and initial conditions. It uses the finite difference method for stiff problems.
b) The user can adjust the error tolerance as needed when employing this technique.
c) It efficiently solves systems that are challenging to address using analytical methods.
d) Compared to other known methods, this approach significantly cuts the time required to find the solution.
4.1 Validity of the scheme
The current scheme intersects with old literature while fixing some of the influential parameters such as
5 Results and discussion
The ternary hybrid cross bio-nanofluid model is a promising approach for studying the fluid dynamics of expanding/contracting cylinders with inclined magnetic field effects. This model combines the three different types of nanoparticles (Cu, Al2O3, and TiO2) with biological components (blood) to create a unique bio-nanofluid. The model also considers the effects of stenosis (narrowing of the artery) and the expansion/contraction of the cylinder, which are important factors that can affect blood flow and lead to considerable cardiovascular diseases. By incorporating these elements, the ternary hybrid cross bio-nanofluid model provides a more realistic and comprehensive understanding of blood flow in stenosed arteries. Furthermore, this model has the potential to inform the development of novel therapies and interventions for cardiovascular diseases, by providing insights into the mechanisms underlying blood flow abnormalities. Overall, the ternary hybrid cross bio-nanofluid model is a valid and valuable tool for studying the fluid dynamics of expanding/contracting stenosed arteries.
This section investigates the impact of several involved physical parameters on the velocity and temperature of the blood flow in the presence and absence of the infinite shear rate viscosity parameter
Figures 2–4 give a pictorial interpretation of the physically attached parameter
Figure 3 shows that the impact of the Weissenberg number on the blood flow rate will depend on the specific flow conditions and geometry of the blood vessel being considered. In the current study, higher Weissenberg numbers (indicating more elastic fluids) can lead to more complex flow patterns and changes in blood flow rate, especially in regions where the blood vessel is constricted or curved, and as a result, velocity decreases.
Figure 4 displays that increasing the cross-fluid index (n) by adding a layer of fluid with a higher viscosity to a blood vessel wall can lead to changes in the flow patterns of the blood, including the formation of vortices and eddies, and due to these facts, the velocity of blood decreases. These changes in flow patterns can affect the shear stress experienced by the endothelial cells lining the blood vessel wall, which can in turn impact the development of atherosclerosis and other vascular diseases.
Figure 5 reveals the interpretation of
Figure 6 shows the attachment of
Figure 7 presents the impact of
Figure 8 depicts the impact of
Figure 9 describes the influence of ε on θ′(η). Increased thermal conductivity parameter causes obvious increases in the temperature of blood flow in the presence and absence
Figure 10 shows the physics of
Figures 11, 12 are established for statistical analysis of skin friction and Nusselt number corresponding to Table 3 with different parameters. In blood flow, the Nusselt number can impact the heat transfer between the blood and the vessel walls. This is important because the temperature of the blood can have significant effects on physiological processes, and the heat transfer between blood and the walls of blood vessels can affect the temperature profile. The drag force can impact the flow rate of blood and can have implications for the development of cardiovascular disease. Tabulations of all these results are presented in Table 3. For example, high drag forces can lead to turbulence in the flow of blood, which can increase the likelihood of plaque formation and blockages in blood vessels.
6 Conclusion
The expanding/contracting stenosed artery refers to the narrowing and widening of an artery due to the accumulation of plaque, which can impede blood flow and lead to cardiovascular disease. The inclusion of an infinite shear rate viscosity suggests that the model is accounting for the high levels of shear stress that occur at the site of a stenosis. Additionally, the inclined magnetic field may suggest that the model is considering the effects of magnetic fields on blood flow, which have been shown to have potential therapeutic applications for cardiovascular diseases. The main outcomes of the considered model are given as follows.
1. Greater value of M, We, and n gives lower velocity in ternary nanofluid compared to bi-hybrid nanofluid. Higher magnetic field strengths can lead to lower blood flow rates, as the charged particles in the blood experience Lorentz force and are pushed along more slowly.
2. Gradual increase in inclined angle reduces velocity and hence increases the temperature in ternary nanofluid compared to bi-hybrid nanofluid.
3. Heat transport is rapid in ternary nanofluid compared to bi-hybrid nanofluid.
4. Higher Weissenberg numbers (indicating more elastic fluids) can lead to more complex flow patterns and changes in blood flow rate.
5. When the Reynolds number is low, viscous forces dominate and the fluid flow is characterized as laminar.
6. The inclined angle produces Lorentz force and hence flow rate decreases.
7. When the Reynolds number is high, turbulent flow can cause energy dissipation and mixing within the fluid, leading to decreased heat transfer between the blood and the surrounding tissue.
6.1 Advantages of the significant outcomes
i. Greater heat transport regulates the physiological functions in the human body like temperature regulation (distribution of excess heat generated during physical activity), prevention of overheating, and improved oxygen delivery.
ii. Parameters like M, We, and n give lower velocity of blood and slower blood flow rate within capillaries allowing for more efficient exchange of nutrients, gases, and waste products between the blood and surrounding tissues, and lower blood velocity requires less energy expenditure from the heart.
6.2 Future direction
The current study considers the effects of multiple physical parameters on blood flow in stenosed arteries, but there are many other factors that could also be investigated in future research work which are as follows.
1. The effects of blood rheology, flow rate, and vessel compliance could be explored to gain a more complete understanding of the Casson and Power Law fluidic model.
2. Future research could launch the accuracy and predictive power of the ternary hybrid cross/Carreau bio-nanofluid model with the numerical technique of artificial neural networks.
3. The entropy generation for the non-Newtonian models can also be implemented in future research work.
Data availability statement
The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.
Author contributions
All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.
Acknowledgments
The researchers wish to extend their sincere gratitude to the Islamic University of Madinah, Saudi Arabia for the support provided to this research work.
Conflict of interest
The 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
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Nomenclature
Keywords: numerical solutions, magnetohydrodynamics, expanding/contracting cylinder, ternary hybrid nanofluid (THN), cross fluid model
Citation: Alraddadi I, Ayub A, Hussain SM, Khan U, Hussain Shah SZ and Hassan AM (2023) The significance of ternary hybrid cross bio-nanofluid model in expanding/contracting cylinder with inclined magnetic field. Front. Mater. 10:1242085. doi: 10.3389/fmats.2023.1242085
Received: 18 June 2023; Accepted: 31 August 2023;
Published: 19 September 2023.
Edited by:
Noor Saeed Khan, University of Education Lahore, PakistanReviewed by:
Katta Ramesh, Sunway University, MalaysiaWasim Jamshed, Capital University of Science & Technology, Pakistan
Copyright © 2023 Alraddadi, Ayub, Hussain, Khan, Hussain Shah and Hassan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Ahmed M. Hassan, YWhtZWQuaGFzc2FuLnJlc0BmdWUuZWR1LmVn