Simulation of Coronary Artery Bypass Graft using Computational Fluid Dynamics
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This research paper discusses the use of computational fluid dynamics (CFD) to simulate the hemodynamics of coronary artery bypass graft (CABG). The study aims to evaluate the impact of introducing a new blood vessel and provide recommendations for further study. The paper highlights the risk of growth of plaque and the importance of pre-surgical planning using CFD. The literature review discusses the use of CFD in CABG and the factors that affect hemodynamic configuration. The study objectives and deliverables are also outlined.
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Introduction
Coronary artery disease is commonly referred to as coronary heart attack. Coronary artery refers
to the large vessel that normally supplies the heart with blood that is rich in oxygen and nutrients.
Although its primary function is the supply of the blood to the heart, it is affected by the
presence of chemicals that normally results in its narrowness. When this kind of blood vessel
becomes very narrow, the supply of blood to the heart becomes affected considering that not
much blood supply will be reaching the heart as required. This phenomenon is common when the
individual is subjected to a lot of physical activities or physical exercise(Kabinejadian and
Ghista 2012).
Complete blockage of this blood vessel results in a heart attack. The other effects are that the
muscles of the heart become very weak and the rhythm of the heartbeat is affected too. This may
possibly lead to heart failure. The failure of the heart is determined by its inability to supply
blood to the best parts of the body. The signs of heart failure begin with the experience of pains
in the cheat which is commonly known as angina. All the above-illustrated symptoms are
normally noticed when one is subjected to a lot of exercises(Passerini et al.2014). Other relates
symptoms of heart attack include having back pains, pain in the upper abdomen and arms. The
occurrence of pain is as a result of little blood passing through the coronary artery.
Risk of growth of plaque
The occurrence of these symptoms will always target the threshold point called angina
threshold. It is after this threshold that the supply of blood through the vessels is restricted. The
most common cause of heart disease is called arteriosclerosis. This kind of disease starts
developing just as a small swell in the blood vessel walls. As the fats continue getting deposited,
Coronary artery disease is commonly referred to as coronary heart attack. Coronary artery refers
to the large vessel that normally supplies the heart with blood that is rich in oxygen and nutrients.
Although its primary function is the supply of the blood to the heart, it is affected by the
presence of chemicals that normally results in its narrowness. When this kind of blood vessel
becomes very narrow, the supply of blood to the heart becomes affected considering that not
much blood supply will be reaching the heart as required. This phenomenon is common when the
individual is subjected to a lot of physical activities or physical exercise(Kabinejadian and
Ghista 2012).
Complete blockage of this blood vessel results in a heart attack. The other effects are that the
muscles of the heart become very weak and the rhythm of the heartbeat is affected too. This may
possibly lead to heart failure. The failure of the heart is determined by its inability to supply
blood to the best parts of the body. The signs of heart failure begin with the experience of pains
in the cheat which is commonly known as angina. All the above-illustrated symptoms are
normally noticed when one is subjected to a lot of exercises(Passerini et al.2014). Other relates
symptoms of heart attack include having back pains, pain in the upper abdomen and arms. The
occurrence of pain is as a result of little blood passing through the coronary artery.
Risk of growth of plaque
The occurrence of these symptoms will always target the threshold point called angina
threshold. It is after this threshold that the supply of blood through the vessels is restricted. The
most common cause of heart disease is called arteriosclerosis. This kind of disease starts
developing just as a small swell in the blood vessel walls. As the fats continue getting deposited,
the walls of the vessels become blocked. The fat deposits on the wall of the blood vessel form a
substance called plaque. The formation of the plaques is not usually noticeable at the initial
stages. Its influence on the flow of the blood in the coronary artery will be felt once it becomes
bigger or of reasonable size. When the patient is subjected to emotional stress or strenuous
exercise, the chest pain symptoms start to manifest. One of the viable procedures or the treatment
of the disease is called computational fluid dynamics.
This is basically pre-surgical planning that is capable of evaluation and calculating local
hemodynamics. The introduction of this technique was actually done recently. The technique
allows for the analysis of the dynamics of the flow in details. The technique employs a 3-D
model, WSS and total pressure as the parameters from the patient of specific computed
tomography. When this particular technique is used, detailed hemodynamic in the virtual
situation, post-operative cardiovascular surgical states and intraoperative can be visualized. The
ideas behind the CFD model were to allow for the enactment of limited volume strategies. This
was to aid the physiological pulsatile stream that includes a reflection of the fringe wave,
direction of the self-ruling framework and the impedance of trademark. The wall shear stress and
the Oscillatory shear Index was obtained among the cardiovascular cycle. The discoveries have
demonstrated that simulation by the use of a computer which has numerical optimization has
very many advantages including the provision of the cost-effective techniques for the structure of
the medical devices.
Literature review
substance called plaque. The formation of the plaques is not usually noticeable at the initial
stages. Its influence on the flow of the blood in the coronary artery will be felt once it becomes
bigger or of reasonable size. When the patient is subjected to emotional stress or strenuous
exercise, the chest pain symptoms start to manifest. One of the viable procedures or the treatment
of the disease is called computational fluid dynamics.
This is basically pre-surgical planning that is capable of evaluation and calculating local
hemodynamics. The introduction of this technique was actually done recently. The technique
allows for the analysis of the dynamics of the flow in details. The technique employs a 3-D
model, WSS and total pressure as the parameters from the patient of specific computed
tomography. When this particular technique is used, detailed hemodynamic in the virtual
situation, post-operative cardiovascular surgical states and intraoperative can be visualized. The
ideas behind the CFD model were to allow for the enactment of limited volume strategies. This
was to aid the physiological pulsatile stream that includes a reflection of the fringe wave,
direction of the self-ruling framework and the impedance of trademark. The wall shear stress and
the Oscillatory shear Index was obtained among the cardiovascular cycle. The discoveries have
demonstrated that simulation by the use of a computer which has numerical optimization has
very many advantages including the provision of the cost-effective techniques for the structure of
the medical devices.
Literature review
Coronary Artery Bypass Graft is normally regarded as a process of surgery that is carried out by
the professionals or medics to restore the flow of the blood in the coronary artery. This allows
the blood vessel to be able to deliver the blood that rich in nutrients and oxygen to the muscle of
the heart. The surgical activity involves the creation of a new route that will bring in a bridge
system of the stenosed artery. One of the devastating effects or challenge is that the graft is
affected as a result of poor hemodynamic intimal hyperplasia. The condition of the
atherosclerosis is changed by blood hemodynamics which may include wall shear stress,
oscillatory shear index and WSS spatial gradient. The parameters of the hemodynamics are
influenced by the conditions of the flow which are also dependent on the geometry of the blood
vessel.
The sternness of coronary stenosis disease is usually determined by the use of the illustrated
parameters. The results that are obtained by the use of the model of computational fluid dynamic
illustrates blood flow pattern in different geometries of the anatomical. In the cases of the clinics,
this kind of technique is only used to provide anatomic coronary disease of the artery. The
identification of the pressure data and information regarding the flow rate can be done by the use
of angiography and MRI methods. The information and data of the coronary heart disease can
actually be determined by the analysis of CFD on hemodynamics(Kokalari, Karaja. and Guerrisi
2013).
The determination of the hemodynamic strictures of coronary heart disease can be achieved by
the use of the method of computational fluid dynamics. This will allow for the determination of
the flow characteristics, wall shear stress and the actual pressure in the cycle. The effects may
extend to the steady flow within the blood vessel itself. The results that re-obtained, in this case,
are very accurate and effective. They can, therefore, be used in the design and optimization of
the professionals or medics to restore the flow of the blood in the coronary artery. This allows
the blood vessel to be able to deliver the blood that rich in nutrients and oxygen to the muscle of
the heart. The surgical activity involves the creation of a new route that will bring in a bridge
system of the stenosed artery. One of the devastating effects or challenge is that the graft is
affected as a result of poor hemodynamic intimal hyperplasia. The condition of the
atherosclerosis is changed by blood hemodynamics which may include wall shear stress,
oscillatory shear index and WSS spatial gradient. The parameters of the hemodynamics are
influenced by the conditions of the flow which are also dependent on the geometry of the blood
vessel.
The sternness of coronary stenosis disease is usually determined by the use of the illustrated
parameters. The results that are obtained by the use of the model of computational fluid dynamic
illustrates blood flow pattern in different geometries of the anatomical. In the cases of the clinics,
this kind of technique is only used to provide anatomic coronary disease of the artery. The
identification of the pressure data and information regarding the flow rate can be done by the use
of angiography and MRI methods. The information and data of the coronary heart disease can
actually be determined by the analysis of CFD on hemodynamics(Kokalari, Karaja. and Guerrisi
2013).
The determination of the hemodynamic strictures of coronary heart disease can be achieved by
the use of the method of computational fluid dynamics. This will allow for the determination of
the flow characteristics, wall shear stress and the actual pressure in the cycle. The effects may
extend to the steady flow within the blood vessel itself. The results that re-obtained, in this case,
are very accurate and effective. They can, therefore, be used in the design and optimization of
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the configuration of the bypass graft. This is because the development of artery disease tends to
reduce an increase in the patency of the bypass.
The models of CABG surgery have been used on very many occasions to obtain the forces that
are involved in the hemodynamic bypass. The investigation of the physical and geometrical
factors that affect the hemodynamic configuration is normally done by the use of computational
fluid dynamics as a numerical tool(Müller, Fedosov and Gompper 2014). When two methods
that are complementary are used, determination of factors like ingredients, blood flow fields,
wall shear stress, artery junction and deformation of the graft. When these factors are properly
evaluated, it is possible to obtain the degree of mismatch in flow compliance. Also, most
researchers have carried out extensive research work to determine the quantity of the velocity
profiles and to quantify the wall shear stress distribution in a true model. This has been done by
the comparison of data from a magnetic resonance also called MR imaging scanning and through
simulation of CFD simulations. The outcome that had been shown was actually the quantitate
results from the expected MR estimation and the example of the stream.
The stressing of the hemodynamic bypass graft can be done by the use of the information
extracted from the patient. This data is obtained tomography angiography that has been
computed. The model of the 3-D is normally treated as a rigid wall for the demonstration or for
the simulation of the flow of the blood in the blood vessels. This result may not be appropriate
for the recognition of the transition of the flow physics to the turbulence of the downstream in
the curvature of the graft(Tan,Thomas and Liu 2012). The study concentrated on the new
technique implementation that will actually allow for the growth of the prospective vascular
models with the use of the system that is simulation based.
reduce an increase in the patency of the bypass.
The models of CABG surgery have been used on very many occasions to obtain the forces that
are involved in the hemodynamic bypass. The investigation of the physical and geometrical
factors that affect the hemodynamic configuration is normally done by the use of computational
fluid dynamics as a numerical tool(Müller, Fedosov and Gompper 2014). When two methods
that are complementary are used, determination of factors like ingredients, blood flow fields,
wall shear stress, artery junction and deformation of the graft. When these factors are properly
evaluated, it is possible to obtain the degree of mismatch in flow compliance. Also, most
researchers have carried out extensive research work to determine the quantity of the velocity
profiles and to quantify the wall shear stress distribution in a true model. This has been done by
the comparison of data from a magnetic resonance also called MR imaging scanning and through
simulation of CFD simulations. The outcome that had been shown was actually the quantitate
results from the expected MR estimation and the example of the stream.
The stressing of the hemodynamic bypass graft can be done by the use of the information
extracted from the patient. This data is obtained tomography angiography that has been
computed. The model of the 3-D is normally treated as a rigid wall for the demonstration or for
the simulation of the flow of the blood in the blood vessels. This result may not be appropriate
for the recognition of the transition of the flow physics to the turbulence of the downstream in
the curvature of the graft(Tan,Thomas and Liu 2012). The study concentrated on the new
technique implementation that will actually allow for the growth of the prospective vascular
models with the use of the system that is simulation based.
There is normally the use of a computer-aided design that has the concept of computational fluid
dynamics techniques to optimize the hemodynamics of the coronary artery bypass graft(Moireau
et al 2012). CABG configuration is relied upon for the hypothesis of surgical planning and it is
used for the evaluation of local and acute hemodynamic.This facilitates the adjustment of
coronary bypass surgery. The result showed that the procedure could be useful in decision
making during the processes of surgery. There is a proximal anastomosis of the saphenous vein
graft to aorta and stenosis in the lower section of the right coronary artery. The internal
mammary artery that is created from the aorta is anastomosed to the left coronary artery that is
descending. It is seen that after task amid the main year roughly 10-15 percent of the vein unites
stops. For five to a multi-year, about portion of vein join supposedly is compelling.
Following 10 years, around 60 percent of the vein graft is evident and 50 percent stay free of
critical stenosis. The real reason for the event of graft stenosis is observed to be IH. IH is the
strange, excess and multiplication of the plane muscle cells in light of brokenness or endothelial
damage. There are both biomechanical and natural variables which lead to IH. Hemodynamic
parameters are critical data of IH and their start. IH prevalently begins at the start of the vein and
anastomosis branch intersection where the hemodynamic factors and examples of the conveyed
stream are observed. The dissemination examples of the stream, hemodynamic components, and
intimal reasoning ratios are connected with the movement and beginning of anastomotic intimal
hyperplasia and atherosclerosis. The upgrade of the patency rate and life span of CABGs will
improve the launch portion and left contractility ventricular record of patients with the coronary
artery illness.
This will be the end of the need of re-activity, lowered grimness and diminished restorative
expenses. Coronary artery disease is the deterrent or contracting of the coronary artery which is
dynamics techniques to optimize the hemodynamics of the coronary artery bypass graft(Moireau
et al 2012). CABG configuration is relied upon for the hypothesis of surgical planning and it is
used for the evaluation of local and acute hemodynamic.This facilitates the adjustment of
coronary bypass surgery. The result showed that the procedure could be useful in decision
making during the processes of surgery. There is a proximal anastomosis of the saphenous vein
graft to aorta and stenosis in the lower section of the right coronary artery. The internal
mammary artery that is created from the aorta is anastomosed to the left coronary artery that is
descending. It is seen that after task amid the main year roughly 10-15 percent of the vein unites
stops. For five to a multi-year, about portion of vein join supposedly is compelling.
Following 10 years, around 60 percent of the vein graft is evident and 50 percent stay free of
critical stenosis. The real reason for the event of graft stenosis is observed to be IH. IH is the
strange, excess and multiplication of the plane muscle cells in light of brokenness or endothelial
damage. There are both biomechanical and natural variables which lead to IH. Hemodynamic
parameters are critical data of IH and their start. IH prevalently begins at the start of the vein and
anastomosis branch intersection where the hemodynamic factors and examples of the conveyed
stream are observed. The dissemination examples of the stream, hemodynamic components, and
intimal reasoning ratios are connected with the movement and beginning of anastomotic intimal
hyperplasia and atherosclerosis. The upgrade of the patency rate and life span of CABGs will
improve the launch portion and left contractility ventricular record of patients with the coronary
artery illness.
This will be the end of the need of re-activity, lowered grimness and diminished restorative
expenses. Coronary artery disease is the deterrent or contracting of the coronary artery which is
regularly influenced by atherosclerosis. The development of fatty and cholesterol stores on the
veins' internal walls is called atherosclerosis(Moireau et al.2012). The plaque can hinder the
stream of blood to the muscle of the heart by obstructing physically the veins or by causing
unusual capacity and tone of the artery. The heart endures because of the absence of oxygen and
noteworthy supplements which are expected to work properly in light of the fact that there is a
lacking supply of blood. The new artery undergoes the expansion in stress. The effort may not be
capable of providing satisfactory oxygen-rich blood to the muscle of blood. Tight coronary artery
can't supply or enough blood or oxygen to the heart. This will be common during exercise or
while doing any physical activity since heart thumps hard during this time. Coronary artery
alternative medical procedure has been helping a huge number of individuals every year. In the
meantime, it has additionally been accused of having numerous different issues or side effects
soon after the medical procedure. The vein or artery bit which is obstructed in the coronary
supply route is the targeted one. When there is the provision of an alternative, it helps with
making another course permitting the oxygen-rich blood to access the heart muscle.
Coronary surgery medical procedure is the main compelling method to keep the danger of heart
attack or to get help from genuine chest torment brought about by a blockage in a vein that gives
blood and oxygen to the heart(Freund 2014).The discoveries need further examinations on the
improvement of the execution of the grafting with a suitable winding plan. The study ought to be
done on the behavior by the hemodynamic parameters and affectability perceived of the
geometry stream design. The improvement of the execution and structure of the winding grafts
should be accomplished for discovering the ideal setup. Further research is required for
developing a suitable cost capacity for forming the streamlining process. Along these lines, a
wide scope of plan parameters ought to be presented for finishing the structured treatment.
veins' internal walls is called atherosclerosis(Moireau et al.2012). The plaque can hinder the
stream of blood to the muscle of the heart by obstructing physically the veins or by causing
unusual capacity and tone of the artery. The heart endures because of the absence of oxygen and
noteworthy supplements which are expected to work properly in light of the fact that there is a
lacking supply of blood. The new artery undergoes the expansion in stress. The effort may not be
capable of providing satisfactory oxygen-rich blood to the muscle of blood. Tight coronary artery
can't supply or enough blood or oxygen to the heart. This will be common during exercise or
while doing any physical activity since heart thumps hard during this time. Coronary artery
alternative medical procedure has been helping a huge number of individuals every year. In the
meantime, it has additionally been accused of having numerous different issues or side effects
soon after the medical procedure. The vein or artery bit which is obstructed in the coronary
supply route is the targeted one. When there is the provision of an alternative, it helps with
making another course permitting the oxygen-rich blood to access the heart muscle.
Coronary surgery medical procedure is the main compelling method to keep the danger of heart
attack or to get help from genuine chest torment brought about by a blockage in a vein that gives
blood and oxygen to the heart(Freund 2014).The discoveries need further examinations on the
improvement of the execution of the grafting with a suitable winding plan. The study ought to be
done on the behavior by the hemodynamic parameters and affectability perceived of the
geometry stream design. The improvement of the execution and structure of the winding grafts
should be accomplished for discovering the ideal setup. Further research is required for
developing a suitable cost capacity for forming the streamlining process. Along these lines, a
wide scope of plan parameters ought to be presented for finishing the structured treatment.
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Objectives of the research and deliverables of the project
Other than the manner of recognition of CABG in the field of bio-therapeutic, there is very little
that has been done in relation to 3D simulation. The exploitation of CABG simulation has been
very little. The study seeks to simulate the whole CABG while using illustration 3-D CFD so as
to propel the CABG structure. The other circumstances that would be covered in the simulation
that provides the basic velocity of the flow. The simulation will be dependent on the product
Workbench and the CAD, Wall Shear Stress, imperatives, pressure and relevant speed. In order
to properly determine the viability of the incident coefficient there will be separation of the
process of execution(Sankaran et al 2012).
The comparison of the information will actually make it possible for the process of simulation to
investigate the impact of having another blood vessel introduced in place of the affected one. The
investigation will therefore evaluate the impact on the parameters like WSS and the coefficient
of the setback in profitability .This process is likely to provide a ratio to CABG development.
The study will extend to provide the recommendations on the topics and subjects that should be
subjected to further study. Collection of relevant information’s will involve review of the
relevant materials that have information regarding CABG.This will include the composition, the
structure of the study, investigation degree and all the necessary resources (Masahiko 2014).
Statement of Problem in Research
Different studies on the simulation of CFD in the field of medicine have been done but very little
has been achieved on the same. In very many occasions, models have been used to imitate the
actual flow of blood in the blood vessels. One of the key models that have been used is the Y-
figure. However in this kind of investigations, there was lack of information that point to the
Other than the manner of recognition of CABG in the field of bio-therapeutic, there is very little
that has been done in relation to 3D simulation. The exploitation of CABG simulation has been
very little. The study seeks to simulate the whole CABG while using illustration 3-D CFD so as
to propel the CABG structure. The other circumstances that would be covered in the simulation
that provides the basic velocity of the flow. The simulation will be dependent on the product
Workbench and the CAD, Wall Shear Stress, imperatives, pressure and relevant speed. In order
to properly determine the viability of the incident coefficient there will be separation of the
process of execution(Sankaran et al 2012).
The comparison of the information will actually make it possible for the process of simulation to
investigate the impact of having another blood vessel introduced in place of the affected one. The
investigation will therefore evaluate the impact on the parameters like WSS and the coefficient
of the setback in profitability .This process is likely to provide a ratio to CABG development.
The study will extend to provide the recommendations on the topics and subjects that should be
subjected to further study. Collection of relevant information’s will involve review of the
relevant materials that have information regarding CABG.This will include the composition, the
structure of the study, investigation degree and all the necessary resources (Masahiko 2014).
Statement of Problem in Research
Different studies on the simulation of CFD in the field of medicine have been done but very little
has been achieved on the same. In very many occasions, models have been used to imitate the
actual flow of blood in the blood vessels. One of the key models that have been used is the Y-
figure. However in this kind of investigations, there was lack of information that point to the
technique that could be considered appropriate. This leaves room for extensive research in the
future to obtain the information.
It is important to note that the investigation on some products have been done beyond the use of
the model. Research simulations have just been used to confirm the functionality of the product
that has been generated before. One of the crucial factors in the research work is the definition of
the conditions that affects the standards and the nature of the flow. Such establishments allow for
the establishment and evaluation of the parameters that are of concern. If by any chance pairs of
the parameters are arranged so that the number of sections changes then limitation in the power
simulation can be regulated. Qualification is therefore obtained as results.
Main resources and requirements
The study seeks to work on very basic level of the technique of simulation. The structure and
guideline of CFD will be used on the CABG simulation. The programming action will be
achieved by the use of ANSYS software Benchmark. This can be regarded as crucial benefit in
the exploration and computation of the fluid characteristics. Fantastic execution of will be used
to demonstrate the degree of the methodology of work(Matsumoto et al 2014). This will go
alongside WSS study work. The programming of CAD will be used for the generation of the 3-D
and 2-D graphs so as to aid in the completion of the method.
The strategy of the research
The study is an absolutely simulation-based investigation and generally involves four phases to
complete the recreation of CABG. The premier stage is to make the 3-D illustrations, which
mainly incorporates working of Y-figure model of a proximal essential (90%) stenosis to
recreate the CABG, wall shear stress and speed close to ESTDA goals. The arranged barrels are
future to obtain the information.
It is important to note that the investigation on some products have been done beyond the use of
the model. Research simulations have just been used to confirm the functionality of the product
that has been generated before. One of the crucial factors in the research work is the definition of
the conditions that affects the standards and the nature of the flow. Such establishments allow for
the establishment and evaluation of the parameters that are of concern. If by any chance pairs of
the parameters are arranged so that the number of sections changes then limitation in the power
simulation can be regulated. Qualification is therefore obtained as results.
Main resources and requirements
The study seeks to work on very basic level of the technique of simulation. The structure and
guideline of CFD will be used on the CABG simulation. The programming action will be
achieved by the use of ANSYS software Benchmark. This can be regarded as crucial benefit in
the exploration and computation of the fluid characteristics. Fantastic execution of will be used
to demonstrate the degree of the methodology of work(Matsumoto et al 2014). This will go
alongside WSS study work. The programming of CAD will be used for the generation of the 3-D
and 2-D graphs so as to aid in the completion of the method.
The strategy of the research
The study is an absolutely simulation-based investigation and generally involves four phases to
complete the recreation of CABG. The premier stage is to make the 3-D illustrations, which
mainly incorporates working of Y-figure model of a proximal essential (90%) stenosis to
recreate the CABG, wall shear stress and speed close to ESTDA goals. The arranged barrels are
seen as the CABG with the 3 organized purposes of the anastomoses, named 6°,16° additionally
26°. Central tomahawks of inflow of introduced artery and phony CABG are shown at the
intersection point. The separation crosswise over of the proximal stenosis is seen as diminished
by 90%. Number of Reynolds is the investigation is to be 3600, which implies the field to be
choppiness(Hatami, Hatami and Ganji 2014). From that point forward, the Finite Element
Analysis would be used to lead the estimation reliant on a specific arrangement of restrictions for
the model. The principle suspicion connects with the resolute stream field with smooth parity,
vessels with a similar estimation and drift vessels at the intersection point and inflexible and
impermeable vessel walls in light of the fact that there is in-compressible comparative blood of
Newtonian fluid.
Also, CFD evaluation will be driven by utilizing programming called Ansys Benchmark
programming. In this movement, there will be estimations about weight, imperativeness hardship
coefficient and WSS as demonstrated by the conditions in the field(Manzoni, Quarteroni and
Rozza 2012). At long last, the outcome examination will be driven reliant on the results got from
the past advances. Speed will be analyzed in the speed vector plot to discuss the effect of edges
towards speed. Likewise, the investigation will analyze the method for hypothetical particles to
watch the retrograde stream, trailed by the WSS examination to get the most outrageous WSS.
From that point forward, the load and essentialness coefficient examination will be coordinated
to break down the coefficient of energy consumption execution in different models. There would
be a comprehensive examination to give the principled revelations of the research towards the
end.
METHODOLOGY
26°. Central tomahawks of inflow of introduced artery and phony CABG are shown at the
intersection point. The separation crosswise over of the proximal stenosis is seen as diminished
by 90%. Number of Reynolds is the investigation is to be 3600, which implies the field to be
choppiness(Hatami, Hatami and Ganji 2014). From that point forward, the Finite Element
Analysis would be used to lead the estimation reliant on a specific arrangement of restrictions for
the model. The principle suspicion connects with the resolute stream field with smooth parity,
vessels with a similar estimation and drift vessels at the intersection point and inflexible and
impermeable vessel walls in light of the fact that there is in-compressible comparative blood of
Newtonian fluid.
Also, CFD evaluation will be driven by utilizing programming called Ansys Benchmark
programming. In this movement, there will be estimations about weight, imperativeness hardship
coefficient and WSS as demonstrated by the conditions in the field(Manzoni, Quarteroni and
Rozza 2012). At long last, the outcome examination will be driven reliant on the results got from
the past advances. Speed will be analyzed in the speed vector plot to discuss the effect of edges
towards speed. Likewise, the investigation will analyze the method for hypothetical particles to
watch the retrograde stream, trailed by the WSS examination to get the most outrageous WSS.
From that point forward, the load and essentialness coefficient examination will be coordinated
to break down the coefficient of energy consumption execution in different models. There would
be a comprehensive examination to give the principled revelations of the research towards the
end.
METHODOLOGY
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This investigation depends on simulation. The research work is planned by utilizing
programming of AutoCAD and Solid-works. For this venture, the investigation of Y-figure
tubing model for a surmised esteem (60 to 70%) was narrowed to reproduce the CABG,
Velocity, and WSS. The cylinders which are structured are considered to be CABG, the degree
between 15 degrees to 20 degrees and the separation of the graft is 10.42mm the breadth of the
square corridor is 3mm. The graft vein distance across is 2mm. This translates to further 20
degrees.
Figure: 1 2 Artery structure(Skorczewski, Erickson and Fogelson 2013).
Methods of Optimization
No unanimity can be found in the proficiency improving ideal stream, despite the fact that
parameters of hemodynamics have an essential influence in it. A large number of the writers
have accentuated the benefits of high Wall Shear Stress (WSS) for controlling the plaque
development, development of intimal average thickness and spread of fibro-atheroma which has
a moderate injury. Conversely, others suggest that high estimations of WSS can result in
endothelial sores. The nonappearance of in vivo realities helps the present theories in the intimal
programming of AutoCAD and Solid-works. For this venture, the investigation of Y-figure
tubing model for a surmised esteem (60 to 70%) was narrowed to reproduce the CABG,
Velocity, and WSS. The cylinders which are structured are considered to be CABG, the degree
between 15 degrees to 20 degrees and the separation of the graft is 10.42mm the breadth of the
square corridor is 3mm. The graft vein distance across is 2mm. This translates to further 20
degrees.
Figure: 1 2 Artery structure(Skorczewski, Erickson and Fogelson 2013).
Methods of Optimization
No unanimity can be found in the proficiency improving ideal stream, despite the fact that
parameters of hemodynamics have an essential influence in it. A large number of the writers
have accentuated the benefits of high Wall Shear Stress (WSS) for controlling the plaque
development, development of intimal average thickness and spread of fibro-atheroma which has
a moderate injury. Conversely, others suggest that high estimations of WSS can result in
endothelial sores. The nonappearance of in vivo realities helps the present theories in the intimal
hyperplasia development and atherosclerosis in various by-pass organizations. This is actually a
major investigation at the present time, making it difficult to find hemodynamically 'ideal' setups.
Considering a lesser distance across graft and changing the angle of anastomoses from 10 to 20
degree, control can be achieved by expanding the angle by 3 to 5 degrees in 6 stages. The
simulation process is accomplished for six distinct angles to look at the execution of the
bloodstream and how shear pressure influences the walls (Seconds count (015).In hemodynamic
parameter, there is the incorporation of mean blood vessel pressure (MAP) and BP alongside
changing angles of the cardiovascular list, complete fringe opposition list, and stroke volume
file(Kabinejadian and Ghista 2012). These were recorded were recorded utilizing a non-
obtrusive Carbon monoxide (CO) screen (Nicom, Cheetah Medical, USA). This screen has been
shown to be non-intrusive with proper exactness and accuracy (r = 0.78– 0.82) in prior studies.
These hemodynamic parameters were noted down at interims of 1-3 minutes from a normal of 3
readings(Skorczewski, Erickson and Fogelson 2013).
Optimization of parameters with CFD.
The machine operation estimation, several factors are considered. However optimization remains
to be one of the key factors as far as the same process is concerned(Fedosov, Noguchi and
Gompper 2014). This translates to expenditure of a lot of funds and commitments of very may
resources during the research just to come up with a perfect system. In this particular work the
actual flow in the real tissues will be taken as laminar are some portions of the vessels. The
constriction effects within the affected tissues will isolate the assumption of laminar flow. The
presence of the deposits in the ducts will imply variation in the pressure within the vessel. The
compensation of the issue has been done with the help of mechanized numerical that exploits
programs of C, C++ and CFD execution.
major investigation at the present time, making it difficult to find hemodynamically 'ideal' setups.
Considering a lesser distance across graft and changing the angle of anastomoses from 10 to 20
degree, control can be achieved by expanding the angle by 3 to 5 degrees in 6 stages. The
simulation process is accomplished for six distinct angles to look at the execution of the
bloodstream and how shear pressure influences the walls (Seconds count (015).In hemodynamic
parameter, there is the incorporation of mean blood vessel pressure (MAP) and BP alongside
changing angles of the cardiovascular list, complete fringe opposition list, and stroke volume
file(Kabinejadian and Ghista 2012). These were recorded were recorded utilizing a non-
obtrusive Carbon monoxide (CO) screen (Nicom, Cheetah Medical, USA). This screen has been
shown to be non-intrusive with proper exactness and accuracy (r = 0.78– 0.82) in prior studies.
These hemodynamic parameters were noted down at interims of 1-3 minutes from a normal of 3
readings(Skorczewski, Erickson and Fogelson 2013).
Optimization of parameters with CFD.
The machine operation estimation, several factors are considered. However optimization remains
to be one of the key factors as far as the same process is concerned(Fedosov, Noguchi and
Gompper 2014). This translates to expenditure of a lot of funds and commitments of very may
resources during the research just to come up with a perfect system. In this particular work the
actual flow in the real tissues will be taken as laminar are some portions of the vessels. The
constriction effects within the affected tissues will isolate the assumption of laminar flow. The
presence of the deposits in the ducts will imply variation in the pressure within the vessel. The
compensation of the issue has been done with the help of mechanized numerical that exploits
programs of C, C++ and CFD execution.
Computational Fluid Dynamics (CFD)
The CFD simulation will be applied by utilizing Ansys programming. The computational liquid
elements have been wound up being a useful instrument to improve the WSS and
imperativeness in accidental coefficient that can't be recognized for various frameworks, for
instance, MRI or Cardiac CT check. Here are three novel sorts of fluid flow reliant on the
Reynolds number, just as the laminar, transitional flow and turbulent. The blood flow can be
considered as the laminar and tempestuous stream.
Since the invention of present-day processors for PCs which have quadrupled the computational
power, the field of Computational Fluid Dynamics (CFD) has risen as a momentous innovation.
It depends on the possibility of the age of answers for a liquid stream with or without a strong
connection. The CFD examination pursues an exhaustive investigation of the liquid stream in the
light of physical properties like speed, temperature, thickness, and strain to deliver a result for a
physical marvel. This physical marvel is pretty much firmly connected to the liquid stream
without a trade-off on precision.
As of late, inferable from the mechanical headways, CFD has been reached out to biomedical
research of coronary artery disease. CFD is best known for its elite equipment and programming
mix that makes a positive situation for procedures and estimations to yield attractive outcomes.
CFD can keenly foresee the conduct of circulatory bloodstream and its 3D luminal simulation
can give a top to bottom understanding into the case. Coronary artery disease can be considered
at an earlier stage. Its improvement and movement can be anticipated with CFD which causes the
specialists to take preventive measures(Bessonov et al 2016).
Meshing
The CFD simulation will be applied by utilizing Ansys programming. The computational liquid
elements have been wound up being a useful instrument to improve the WSS and
imperativeness in accidental coefficient that can't be recognized for various frameworks, for
instance, MRI or Cardiac CT check. Here are three novel sorts of fluid flow reliant on the
Reynolds number, just as the laminar, transitional flow and turbulent. The blood flow can be
considered as the laminar and tempestuous stream.
Since the invention of present-day processors for PCs which have quadrupled the computational
power, the field of Computational Fluid Dynamics (CFD) has risen as a momentous innovation.
It depends on the possibility of the age of answers for a liquid stream with or without a strong
connection. The CFD examination pursues an exhaustive investigation of the liquid stream in the
light of physical properties like speed, temperature, thickness, and strain to deliver a result for a
physical marvel. This physical marvel is pretty much firmly connected to the liquid stream
without a trade-off on precision.
As of late, inferable from the mechanical headways, CFD has been reached out to biomedical
research of coronary artery disease. CFD is best known for its elite equipment and programming
mix that makes a positive situation for procedures and estimations to yield attractive outcomes.
CFD can keenly foresee the conduct of circulatory bloodstream and its 3D luminal simulation
can give a top to bottom understanding into the case. Coronary artery disease can be considered
at an earlier stage. Its improvement and movement can be anticipated with CFD which causes the
specialists to take preventive measures(Bessonov et al 2016).
Meshing
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It is likewise an imperative part which is also a fundamental development in the CFD simulation.
In most parts, it incorporates doling out the cells or parts on which the stream of blood is
clarified. It fundamentally influences the rate of the mix, plans exactness and CPU time which is
vital. There are two customary cell conditions of the work subject to the components of the
amount, including the 2-D and 3-D. For this study, the tetrahedron structure would be used in the
CFD diversion method. At the angle when the simulation is played out the recreation will be
coordinated, and results will be inspected.
Image1: Work sizing(Alizadehrad et al.2012).
Picture 2: Work Statistics(Alizadehrad et al.2012)
In most parts, it incorporates doling out the cells or parts on which the stream of blood is
clarified. It fundamentally influences the rate of the mix, plans exactness and CPU time which is
vital. There are two customary cell conditions of the work subject to the components of the
amount, including the 2-D and 3-D. For this study, the tetrahedron structure would be used in the
CFD diversion method. At the angle when the simulation is played out the recreation will be
coordinated, and results will be inspected.
Image1: Work sizing(Alizadehrad et al.2012).
Picture 2: Work Statistics(Alizadehrad et al.2012)
Image3: A refined work(Matsumoto et al 2014).
Independence study of Mesh
This examination is basic and clarifies in the following cases.
Step#1
Run the essential simulation on first work and check the remaining mistake to the union of range
10-4. While observing focuses are steady, and im-balances underneath 1 percent. On the off
chance that the work isn't refined, rehearsal is recommended(Fedosov and Gompper 2014).
Step# 2
After the principle of convergence has been meeting for simulated one, to get cells that are better
all through the area on has to comprehensively refine the work 1.5 times the extent of the
primary work that would be favored. Re-try the initial step and match step1 and step 2values if
the two qualities are equivalent or inside the permitted endured range, step 1mesh is in this way
closer to the first outcome. Otherwise, move towards the third step.
Independence study of Mesh
This examination is basic and clarifies in the following cases.
Step#1
Run the essential simulation on first work and check the remaining mistake to the union of range
10-4. While observing focuses are steady, and im-balances underneath 1 percent. On the off
chance that the work isn't refined, rehearsal is recommended(Fedosov and Gompper 2014).
Step# 2
After the principle of convergence has been meeting for simulated one, to get cells that are better
all through the area on has to comprehensively refine the work 1.5 times the extent of the
primary work that would be favored. Re-try the initial step and match step1 and step 2values if
the two qualities are equivalent or inside the permitted endured range, step 1mesh is in this way
closer to the first outcome. Otherwise, move towards the third step.
Step#3
The way toward refining the work should be rehashed until one get an outcome that is
autonomous of work. A case of refined work is a coarse process that has been illustrated in the
figure below.
Blood Flow and profile of inlet:
Picture A: an Inlet flow(Alizadehrad et al.2012).
The way toward refining the work should be rehashed until one get an outcome that is
autonomous of work. A case of refined work is a coarse process that has been illustrated in the
figure below.
Blood Flow and profile of inlet:
Picture A: an Inlet flow(Alizadehrad et al.2012).
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Picture B: Inlet and Outlet flow
Picture: C Inlet temperature.
Picture: C Inlet temperature.
Picture D: Properties of blood(Alizadehrad et al.2012).
The flow of blood in the body as a principle is laminar notwithstanding. There are a couple of
exemptions. Under a few conditions, for example, the rising aorta, the flow of blood ends up
being tempestuous. Amid this condition, the flowing blood loses its typical stream conduct and
winds up troublesome conditions. The equivalent turbulent conduct is additionally seen in huge
supply arteries situated at explicit branch focuses.
Now, it is obvious that laminar bloodstream is viewed as superior to the turbulent one in light of
reasons, for example, expanding in disturbance energy. The idea is to drive the flow of blood as a
result of the contact. Reynolds number (Re) is used to think about when choppiness will occur.
However, this assumption may not hold for all the cases. In certain cases, the flow may not be
laminar. By and large, when the flow of blood speed builds, it hoists the odds of disturbance, yet
turbulence does not happen until Reynolds number is surpassed. Recondition is as per the
following:
The flow of blood in the body as a principle is laminar notwithstanding. There are a couple of
exemptions. Under a few conditions, for example, the rising aorta, the flow of blood ends up
being tempestuous. Amid this condition, the flowing blood loses its typical stream conduct and
winds up troublesome conditions. The equivalent turbulent conduct is additionally seen in huge
supply arteries situated at explicit branch focuses.
Now, it is obvious that laminar bloodstream is viewed as superior to the turbulent one in light of
reasons, for example, expanding in disturbance energy. The idea is to drive the flow of blood as a
result of the contact. Reynolds number (Re) is used to think about when choppiness will occur.
However, this assumption may not hold for all the cases. In certain cases, the flow may not be
laminar. By and large, when the flow of blood speed builds, it hoists the odds of disturbance, yet
turbulence does not happen until Reynolds number is surpassed. Recondition is as per the
following:
………………………equation 1
Where
V = mean speed
D = diameter of the vessel
ρ = Density of the blood
η = Viscosity of the blood.
It can be unmistakably seen that Reynolds number has an immediate connection with speed. This
implies that as speed increments, so does the Re number. As seen in most sickly patients, where
speed is higher and thickness is less (reverse connection with Re), there is the availability of
turbulence. These turbulences can be heard with a stethoscope as these produce sound waves.
From perusing past examinations the estimations of blood V=0.3m/s D=10mm Ρ=1060kg/m3
and η=0.0078.Scholars demonstrated by putting these qualities in condition number 1 where the
appropriate response obtained was 1143. This is when there is no blockage in the artery. It
implies that when blood goes through a locale of a coronary artery where plaque emergence has
happened, its flow way is confined. It will stream along the tight stream way with high speed and
pressure. As the speed expands the bloodstream changes from smooth layered process to
sporadic or turbulent flow. This causes the bloodstream to change from laminar to transitional.
Where
V = mean speed
D = diameter of the vessel
ρ = Density of the blood
η = Viscosity of the blood.
It can be unmistakably seen that Reynolds number has an immediate connection with speed. This
implies that as speed increments, so does the Re number. As seen in most sickly patients, where
speed is higher and thickness is less (reverse connection with Re), there is the availability of
turbulence. These turbulences can be heard with a stethoscope as these produce sound waves.
From perusing past examinations the estimations of blood V=0.3m/s D=10mm Ρ=1060kg/m3
and η=0.0078.Scholars demonstrated by putting these qualities in condition number 1 where the
appropriate response obtained was 1143. This is when there is no blockage in the artery. It
implies that when blood goes through a locale of a coronary artery where plaque emergence has
happened, its flow way is confined. It will stream along the tight stream way with high speed and
pressure. As the speed expands the bloodstream changes from smooth layered process to
sporadic or turbulent flow. This causes the bloodstream to change from laminar to transitional.
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Shear pressure made in the blood vessels as a result of circulation system immovably relies on
the thickness of blood.
▪ Flow is laminar if Reis < than 2300
▪ Flow is transient if Re is somewhere in the range of 2300 and 4000
▪ Flow is turbulent if Reis > than 4000
Distinctive Methods of Modelling:
Epsilon, Omega, and every single other model are basically utilized for turbulence illustration.
The reason being the requirement for extra conditions to dispose of the issues. K-omega and k-
epsilon are viewed as semi-investigative models. Another distinction between the two is that the
k-epsilon model can foresee well for the limits though, k-Ω (omega) display computes wall close
limits. Limits are what are referred to as walls. At that point, there is an SST show which is
fundamentally a mix of the two. Choosing a model among these altogether relies upon the sort of
case issue. A non -disturbance demonstration is appropriate for each case. This will also be the
case when some calibrations are completed. SST models are conveyed when there is great work
at the limit.
K-omega:
There are generally two conditions for a model of disturbance which is for the most part utilized
as a conclusion for Reynolds-found the middle value of Navier-Stokes condition. It predicts
disturbance by two fractional differential conditions for k and ω, where k is the disturbance
energy for mobility and ω, the particular rate of dissemination.
RANS display:
the thickness of blood.
▪ Flow is laminar if Reis < than 2300
▪ Flow is transient if Re is somewhere in the range of 2300 and 4000
▪ Flow is turbulent if Reis > than 4000
Distinctive Methods of Modelling:
Epsilon, Omega, and every single other model are basically utilized for turbulence illustration.
The reason being the requirement for extra conditions to dispose of the issues. K-omega and k-
epsilon are viewed as semi-investigative models. Another distinction between the two is that the
k-epsilon model can foresee well for the limits though, k-Ω (omega) display computes wall close
limits. Limits are what are referred to as walls. At that point, there is an SST show which is
fundamentally a mix of the two. Choosing a model among these altogether relies upon the sort of
case issue. A non -disturbance demonstration is appropriate for each case. This will also be the
case when some calibrations are completed. SST models are conveyed when there is great work
at the limit.
K-omega:
There are generally two conditions for a model of disturbance which is for the most part utilized
as a conclusion for Reynolds-found the middle value of Navier-Stokes condition. It predicts
disturbance by two fractional differential conditions for k and ω, where k is the disturbance
energy for mobility and ω, the particular rate of dissemination.
RANS display:
It is short for Reynolds-found the middle value of Navier-Stokes conditions. These are
fundamental conditions of time that are arrived at the midpoint of dependent liquid stream
movement. Reynolds decay is the driving standard of these conditions according to which a
quick amount is diminished or deteriorated into time. It is found that the middle value is
fluctuating amounts. This model is likewise utilized for tempestuous streams. It nonetheless, uses
guess. For this case, the first transported variable is basically the turbulent dynamic energy. The
second and the violent dissemination are represented by ε(Alizadehrad et al.2012).
The variable measures the size of the disturbance while the first is entrusted with deciding the
energy in the process of turbulent flow. The two noteworthy definitions of K-epsilon models are
that of Launder and Sharma which is typically alluded to as "Standard" K-epsilon Model. The
real thought behind this strategy was to improve the blending length demonstrate, next to each
other finding an elective method to mathematically endorse fierce length scales in complex
stream circumstances.
fundamental conditions of time that are arrived at the midpoint of dependent liquid stream
movement. Reynolds decay is the driving standard of these conditions according to which a
quick amount is diminished or deteriorated into time. It is found that the middle value is
fluctuating amounts. This model is likewise utilized for tempestuous streams. It nonetheless, uses
guess. For this case, the first transported variable is basically the turbulent dynamic energy. The
second and the violent dissemination are represented by ε(Alizadehrad et al.2012).
The variable measures the size of the disturbance while the first is entrusted with deciding the
energy in the process of turbulent flow. The two noteworthy definitions of K-epsilon models are
that of Launder and Sharma which is typically alluded to as "Standard" K-epsilon Model. The
real thought behind this strategy was to improve the blending length demonstrate, next to each
other finding an elective method to mathematically endorse fierce length scales in complex
stream circumstances.
Model of Ansys Simulation
Standard K-Epsilon
Utilizing limit conditions, pulsatile stream under control executed client characterized capacity
which duplicates the circulation system in the human body. The pulsatile profile inside each
period is seen as a mix of two phases. In the midst of the systolic stage, the speed at the inlet
moves in a sinusoidal model. The sine wave in the midst of the systolic stage has an apex speed
of 0.5m/s and a base speed of 0.1m/s. This translates to the estimated heartbeat rate of 120 each
minute, the range of each period is 0.5s. This thought of pulsatile bloodstream is proposed by
scholars(Fedosov et al 2014).
Boundary conditions
Approval of Results:
Standard K-Epsilon
Utilizing limit conditions, pulsatile stream under control executed client characterized capacity
which duplicates the circulation system in the human body. The pulsatile profile inside each
period is seen as a mix of two phases. In the midst of the systolic stage, the speed at the inlet
moves in a sinusoidal model. The sine wave in the midst of the systolic stage has an apex speed
of 0.5m/s and a base speed of 0.1m/s. This translates to the estimated heartbeat rate of 120 each
minute, the range of each period is 0.5s. This thought of pulsatile bloodstream is proposed by
scholars(Fedosov et al 2014).
Boundary conditions
Approval of Results:
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The effects of the simulation are approved by contrasting them and carrying out comparable
investigations recently directed in the pertinent research papers Ghista, D. and Kabinejadian, F.
(2013). Note that our task does not cover a trial approval of recreation results.
Planning of the project
investigations recently directed in the pertinent research papers Ghista, D. and Kabinejadian, F.
(2013). Note that our task does not cover a trial approval of recreation results.
Planning of the project
References
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red blood cell deformation at high-hematocrit blood flow in microvessels. Journal of
biomechanics, 45(15), pp.2684-2689.
Bessonov, N., Sequeira, A., Simakov, S., Vassilevskii, Y. and Volpert, V., 2016. Methods of
blood flow modelling. Mathematical modelling of natural phenomena, 11(1), pp.1-25.
Fedosov, D.A. and Gompper, G., 2014. White blood cell margination in microcirculation. Soft
matter, 10(17), pp.2961-2970.
Fedosov, D.A., Noguchi, H. and Gompper, G., 2014. Multiscale modeling of blood flow: from
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258.
Freund, J.B., 2014. Numerical simulation of flowing blood cells. Annual review of fluid
mechanics, 46, pp.67-95.
Hatami, M., Hatami, J. and Ganji, D.D., 2014. Computer simulation of MHD blood conveying
gold nanoparticles as a third grade non-Newtonian nanofluid in a hollow porous
vessel. Computer methods and programs in biomedicine, 113(2), pp.632-641.
Kabinejadian, F. and Ghista, D.N., 2012. Compliant model of a coupled sequential coronary
arterial bypass graft: effects of vessel wall elasticity and non-Newtonian rheology on blood flow
regime and hemodynamic parameters distribution. Medical Engineering & Physics, 34(7),
pp.860-872.
Alizadehrad, D., Imai, Y., Nakaaki, K., Ishikawa, T. and Yamaguchi, T., 2012. Quantification of
red blood cell deformation at high-hematocrit blood flow in microvessels. Journal of
biomechanics, 45(15), pp.2684-2689.
Bessonov, N., Sequeira, A., Simakov, S., Vassilevskii, Y. and Volpert, V., 2016. Methods of
blood flow modelling. Mathematical modelling of natural phenomena, 11(1), pp.1-25.
Fedosov, D.A. and Gompper, G., 2014. White blood cell margination in microcirculation. Soft
matter, 10(17), pp.2961-2970.
Fedosov, D.A., Noguchi, H. and Gompper, G., 2014. Multiscale modeling of blood flow: from
single cells to blood rheology. Biomechanics and modeling in mechanobiology, 13(2), pp.239-
258.
Freund, J.B., 2014. Numerical simulation of flowing blood cells. Annual review of fluid
mechanics, 46, pp.67-95.
Hatami, M., Hatami, J. and Ganji, D.D., 2014. Computer simulation of MHD blood conveying
gold nanoparticles as a third grade non-Newtonian nanofluid in a hollow porous
vessel. Computer methods and programs in biomedicine, 113(2), pp.632-641.
Kabinejadian, F. and Ghista, D.N., 2012. Compliant model of a coupled sequential coronary
arterial bypass graft: effects of vessel wall elasticity and non-Newtonian rheology on blood flow
regime and hemodynamic parameters distribution. Medical Engineering & Physics, 34(7),
pp.860-872.
Kokalari, I., Karaja, T. and Guerrisi, M., 2013. Review on lumped parameter method for
modeling the blood flow in systemic arteries. Journal of biomedical science and
engineering, 6(01), p.92.
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flow simulation in parametrized geometries. International journal for numerical methods in
biomedical engineering, 28(6-7), pp.604-625.
Matsumoto, Y., Nichols, J.W., Toh, K., Nomoto, T., Cabral, H., Miura, Y., Christie, R.J.,
Yamada, N., Ogura, T., Kano, M.R. and Matsumura, Y., 2016. Vascular bursts enhance
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J.F., 2012. External tissue support and fluid–structure simulation in blood flows. Biomechanics
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Müller, K., Fedosov, D.A. and Gompper, G., 2014. Margination of micro-and nano-particles in
blood flow and its effect on drug delivery. Scientific reports, 4, p.4871.
Passerini, T., Quaini, A., Villa, U., Veneziani, A. and Canic, S., 2013. Validation of an open
source framework for the simulation of blood flow in rigid and deformable vessels. International
journal for numerical methods in biomedical engineering, 29(11), pp.1192-1213.
Sankaran, S., Moghadam, M.E., Kahn, A.M., Tseng, E.E., Guccione, J.M. and Marsden, A.L.,
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surgery. Annals of biomedical engineering, 40(10), pp.2228-2242.
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engineering, 6(01), p.92.
Manzoni, A., Quarteroni, A. and Rozza, G., 2012. Model reduction techniques for fast blood
flow simulation in parametrized geometries. International journal for numerical methods in
biomedical engineering, 28(6-7), pp.604-625.
Matsumoto, Y., Nichols, J.W., Toh, K., Nomoto, T., Cabral, H., Miura, Y., Christie, R.J.,
Yamada, N., Ogura, T., Kano, M.R. and Matsumura, Y., 2016. Vascular bursts enhance
permeability of tumour blood vessels and improve nanoparticle delivery. Nature
nanotechnology, 11(6), p.533.
Moireau, P., Xiao, N., Astorino, M., Figueroa, C.A., Chapelle, D., Taylor, C.A. and Gerbeau,
J.F., 2012. External tissue support and fluid–structure simulation in blood flows. Biomechanics
and modeling in mechanobiology, 11(1-2), pp.1-18.
Müller, K., Fedosov, D.A. and Gompper, G., 2014. Margination of micro-and nano-particles in
blood flow and its effect on drug delivery. Scientific reports, 4, p.4871.
Passerini, T., Quaini, A., Villa, U., Veneziani, A. and Canic, S., 2013. Validation of an open
source framework for the simulation of blood flow in rigid and deformable vessels. International
journal for numerical methods in biomedical engineering, 29(11), pp.1192-1213.
Sankaran, S., Moghadam, M.E., Kahn, A.M., Tseng, E.E., Guccione, J.M. and Marsden, A.L.,
2012. Patient-specific multiscale modeling of blood flow for coronary artery bypass graft
surgery. Annals of biomedical engineering, 40(10), pp.2228-2242.
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Skorczewski, T., Erickson, L.C. and Fogelson, A.L., 2013. Platelet motion near a vessel wall or
thrombus surface in two-dimensional whole blood simulations. Biophysical journal, 104(8),
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