Above Research Paper can be downloaded from www.zeusnumerix.com
The research paper aims at studying the variation of the geometry of the launch vehicle nose and its effect on heat flux. CFDExpert software is first validated on NASA's hyperballistic model and then used on proposed geometries. Various nose radius and blending shapes are studied for effect on drag and heat flux. Cone ogive shape is found to decrease heat flux with an insignificant increase in drag. Authors Abhishek Jain (Zeus Numerix), Rohan Kedar and Prof V Kalamkar (SPCOE).
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
International Journal of Computational Engineering Research(IJCER)ijceronline
International Journal of Computational Engineering Research(IJCER) is an intentional online Journal in English monthly publishing journal. This Journal publish original research work that contributes significantly to further the scientific knowledge in engineering and Technology
International Journal of Engineering Research and Development is an international premier peer reviewed open access engineering and technology journal promoting the discovery, innovation, advancement and dissemination of basic and transitional knowledge in engineering, technology and related disciplines.
We follow "Rigorous Publication" model - means that all articles appear on IJERD after full appraisal, effectiveness, legitimacy and reliability of research content. International Journal of Engineering Research and Development publishes papers online as well as provide hard copy of Journal to authors after publication of paper. It is intended to serve as a forum for researchers, practitioners and developers to exchange ideas and results for the advancement of Engineering & Technology.
Aerodynamic Analysis of Low Speed Turbulent Flow Over A Delta WingIJRES Journal
Delta wing has been a subject of intense research since decades due to decades due to inherent characteristics of generating increased nonlinear lift due to vortex dominated flows. Lot of work has been carried out in order to understand the vortex dominated flows on the delta wing. The delta wing is a wing platform in the form of a triangle. Aerodynamics of wings with moderate sweep angle is recognized by the aerospace community as a challenging problem. In spite of its potential application in military aircraft, the understanding of the aerodynamics of such wings is far from complete. In order to address this situation, the present work is initiated to compute the 3D turbulent flow field over sharp edged finite wings with a diamond shaped plan forms and moderate sweep angle. The detailed flow pattern and surface pressure distribution may further indicate the appropriate kind of flow control during flight operation of such wings. The flow field is computed using an in-house developed CFD code RANS3D.
Slides for the eLearning course Separation and purification processes in biorefineries (https://open-learn.xamk.fi) in IMPRESS project (https://www.spire2030.eu/impress).
Section: Mass transfer processes
Subject: 1.3 Rate and equilibrium
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
International Journal of Computational Engineering Research(IJCER)ijceronline
International Journal of Computational Engineering Research(IJCER) is an intentional online Journal in English monthly publishing journal. This Journal publish original research work that contributes significantly to further the scientific knowledge in engineering and Technology
International Journal of Engineering Research and Development is an international premier peer reviewed open access engineering and technology journal promoting the discovery, innovation, advancement and dissemination of basic and transitional knowledge in engineering, technology and related disciplines.
We follow "Rigorous Publication" model - means that all articles appear on IJERD after full appraisal, effectiveness, legitimacy and reliability of research content. International Journal of Engineering Research and Development publishes papers online as well as provide hard copy of Journal to authors after publication of paper. It is intended to serve as a forum for researchers, practitioners and developers to exchange ideas and results for the advancement of Engineering & Technology.
Aerodynamic Analysis of Low Speed Turbulent Flow Over A Delta WingIJRES Journal
Delta wing has been a subject of intense research since decades due to decades due to inherent characteristics of generating increased nonlinear lift due to vortex dominated flows. Lot of work has been carried out in order to understand the vortex dominated flows on the delta wing. The delta wing is a wing platform in the form of a triangle. Aerodynamics of wings with moderate sweep angle is recognized by the aerospace community as a challenging problem. In spite of its potential application in military aircraft, the understanding of the aerodynamics of such wings is far from complete. In order to address this situation, the present work is initiated to compute the 3D turbulent flow field over sharp edged finite wings with a diamond shaped plan forms and moderate sweep angle. The detailed flow pattern and surface pressure distribution may further indicate the appropriate kind of flow control during flight operation of such wings. The flow field is computed using an in-house developed CFD code RANS3D.
Slides for the eLearning course Separation and purification processes in biorefineries (https://open-learn.xamk.fi) in IMPRESS project (https://www.spire2030.eu/impress).
Section: Mass transfer processes
Subject: 1.3 Rate and equilibrium
SPLIT SECOND ANALYSIS COVERING HIGH PRESSURE GAS FLOW DYNAMICS AT PIPE OUTLET...AEIJjournal2
A detailed investigation covering piped gas flow characteristics in high pressure flow conditions. Such flow analysis can be resolved using established mathematical equations known as the Fanno condition, which usually cover steady state, or final flow conditions. However, in real life, such flow conditions are
transient, varying with time. This paper uses CFD analysis providing a split second “snapshot” at what happens at the pipe outlet, and therefore, a closer understanding at what happens at the pipe’s outlet in high pressure gas flow condition
Prediction of aerodynamic characteristics for slender bluff bodies with nose ...vasishta bhargava
the numerical approach is used to verify the aero/hydrodynamic performance of different
geometries of nose cones. Computational methods predict the flow characteristics fairly accurately in order to validate
the data obtained from experiments. The simulation involves muzzle velocity that range from 5m/s to 25 m/s i.e. 1.69 to
8.4 x 105
and calculated for the different angle of attack, -10 to 20 degrees, to demonstrate the flow behavior around the
shells. Nosecone is the most forward section of any slender moving bodies which are used in rockets, guided missiles,
submarines, aircraft drop tanks and aircraft fuselage to reduce the aerodynamic or hydrodynamic drag. The basic
geometry of bluff body is cylinder with variant nosecone shapes such as flat and tapered head, with moderate to low
taper ratios and conical head.
A Revisit To Forchheimer Equation Applied In Porous Media FlowIJRES Journal
A brief reference to various non-linear forms of relation between hydraulic gradient and velocity of
flow through porous media is presented, followed by the justification of the use of Forchheimer equation. In
order to study the nature of coefficients of this equation, an experimental programme was carried out under
steady state conditions, using a specially designed permeameter. Eight sizes of coarse material and three sizes
of glass spheres are used as media with water as the fluid medium. Equations for linear and non-linear
parameters of Forchheimer equation are proposed in terms of easily measurable media properties. These
equations are presented in the form of graphs as quick reckoners.
technoloTwo dimensional numerical simulation of the combined heat transfer in...ijmech
A numerical investigation was conducted to analyze the flow field and heat transfer characteristics in a vertical channel withradiation and blowing from the wall. Hydrodynamic behaviour and heat transfer results are obtained by the solution of the complete Navier–Stokesand energy equations using a control volume finite element method. Turbulent flow with "Low Reynolds Spalart-Allmaras Turbulence Model" and radiation with "Discrete Transfer Radiation Method" had been modeled. In order to have a complete survey, this article has a wide range of study in different domains including velocity profiles at different locations, turbulent viscosity, shear stress, suctioned mass flow rate in different magnitude of the input
Rayleigh number, blowing Reynoldsnumber, radiation parameter, Prandtl number, the ratio of length to width and also ratio of opening thickness to width of the channel. In addition, effects of variation in any of the above non-dimensional numbers on parameters of the flow are clearly illustrated. At the end resultants had been compared with experimental data which demonstrated that in the present study, results have a great accuracy, relative errors are very small and the curve portraits are in a great
agreement with real experiments.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and TechnologyIJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Comparison of flow analysis of a sudden and gradual change of pipe diameter u...eSAT Journals
Abstract This paper describes an analytical approach to describe the areas where Pipes (used for flow of fluids) are mostly susceptible to damage and tries to visualize the flow behaviour in various geometric conditions of a pipe. Fluent software was used to plot the characteristics of the flow and gambit software was used to design the 2D model. Two phase Computational fluid dynamics calculations, using K-epsilon model were employed. This simulation gives the values of pressure and velocity contours at various sections of the pipe in which water as a media. A comparison was made with the sudden and gradual change of pipe diameter (i.e., expansion and contraction of the pipe). The numerical results were validated against experimental data from the literature and were found to be in good agreement. Index Terms: gambit, fluent software.
CFD and Artificial Neural Networks Analysis of Plane Sudden Expansion FlowsCSCJournals
It has been clearly established that the reattachment length for laminar flow depends on two non-dimensional parameters, the Reynolds number and the expansion ratio, therefore in this work, an ANN model that predict reattachment positions for the expansion ratios of 2, 3 and 5 based on the above two parameters has been developed. The R2 values of the testing set output Xr1, Xr2, Xr3, and Xr4 were 0.9383, 0.8577, 0.997 and 0.999 respectively. These results indicate that the network model produced reattachment positions that were in close agreement with the actual values. When considering the reattachment length of plane sudden-expansions the judicious combination of CFD calculated solutions with ANN will result in a considerable saving in computing and turnaround time. Thus CFD can be used in the first instance to obtain reattachment lengths for a limited choice of Reynolds numbers and ANN will be used subsequently to predict the reattachment lengths for other intermediate Reynolds number values. The CFD calculations concern unsteady laminar flow through a plane sudden expansion and are performed using a commercial CFD code STAR-CD while the training process of the corresponding ANN model was performed using the NeuroShellTM simulator.
Estimation of Heat Flux on A Launch Vehicle Fin at Hypersonic Mach Numbers --...Abhishek Jain
Above Research Paper can be downloaded from www.zeusnumerix.com
The research paper aims to provide guidelines of aerothermal CFD calculations for prediction of heat flux. For different temperatures of isothermal wall, the heat flux through the fuselage varies. Paper impresses upon the importance of mesh quality, non-dimensional number y+, turbulence model, capturing of boundary layer and laminar sublayer. Paper presents validation with experimental data. Authors - Abhishek Jain, Prof GR Shevare (Zeus Numerix) and Dr Ganesh DRDL DRDO.
SPLIT SECOND ANALYSIS COVERING HIGH PRESSURE GAS FLOW DYNAMICS AT PIPE OUTLET...AEIJjournal2
A detailed investigation covering piped gas flow characteristics in high pressure flow conditions. Such flow analysis can be resolved using established mathematical equations known as the Fanno condition, which usually cover steady state, or final flow conditions. However, in real life, such flow conditions are
transient, varying with time. This paper uses CFD analysis providing a split second “snapshot” at what happens at the pipe outlet, and therefore, a closer understanding at what happens at the pipe’s outlet in high pressure gas flow condition
Prediction of aerodynamic characteristics for slender bluff bodies with nose ...vasishta bhargava
the numerical approach is used to verify the aero/hydrodynamic performance of different
geometries of nose cones. Computational methods predict the flow characteristics fairly accurately in order to validate
the data obtained from experiments. The simulation involves muzzle velocity that range from 5m/s to 25 m/s i.e. 1.69 to
8.4 x 105
and calculated for the different angle of attack, -10 to 20 degrees, to demonstrate the flow behavior around the
shells. Nosecone is the most forward section of any slender moving bodies which are used in rockets, guided missiles,
submarines, aircraft drop tanks and aircraft fuselage to reduce the aerodynamic or hydrodynamic drag. The basic
geometry of bluff body is cylinder with variant nosecone shapes such as flat and tapered head, with moderate to low
taper ratios and conical head.
A Revisit To Forchheimer Equation Applied In Porous Media FlowIJRES Journal
A brief reference to various non-linear forms of relation between hydraulic gradient and velocity of
flow through porous media is presented, followed by the justification of the use of Forchheimer equation. In
order to study the nature of coefficients of this equation, an experimental programme was carried out under
steady state conditions, using a specially designed permeameter. Eight sizes of coarse material and three sizes
of glass spheres are used as media with water as the fluid medium. Equations for linear and non-linear
parameters of Forchheimer equation are proposed in terms of easily measurable media properties. These
equations are presented in the form of graphs as quick reckoners.
technoloTwo dimensional numerical simulation of the combined heat transfer in...ijmech
A numerical investigation was conducted to analyze the flow field and heat transfer characteristics in a vertical channel withradiation and blowing from the wall. Hydrodynamic behaviour and heat transfer results are obtained by the solution of the complete Navier–Stokesand energy equations using a control volume finite element method. Turbulent flow with "Low Reynolds Spalart-Allmaras Turbulence Model" and radiation with "Discrete Transfer Radiation Method" had been modeled. In order to have a complete survey, this article has a wide range of study in different domains including velocity profiles at different locations, turbulent viscosity, shear stress, suctioned mass flow rate in different magnitude of the input
Rayleigh number, blowing Reynoldsnumber, radiation parameter, Prandtl number, the ratio of length to width and also ratio of opening thickness to width of the channel. In addition, effects of variation in any of the above non-dimensional numbers on parameters of the flow are clearly illustrated. At the end resultants had been compared with experimental data which demonstrated that in the present study, results have a great accuracy, relative errors are very small and the curve portraits are in a great
agreement with real experiments.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and TechnologyIJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Comparison of flow analysis of a sudden and gradual change of pipe diameter u...eSAT Journals
Abstract This paper describes an analytical approach to describe the areas where Pipes (used for flow of fluids) are mostly susceptible to damage and tries to visualize the flow behaviour in various geometric conditions of a pipe. Fluent software was used to plot the characteristics of the flow and gambit software was used to design the 2D model. Two phase Computational fluid dynamics calculations, using K-epsilon model were employed. This simulation gives the values of pressure and velocity contours at various sections of the pipe in which water as a media. A comparison was made with the sudden and gradual change of pipe diameter (i.e., expansion and contraction of the pipe). The numerical results were validated against experimental data from the literature and were found to be in good agreement. Index Terms: gambit, fluent software.
CFD and Artificial Neural Networks Analysis of Plane Sudden Expansion FlowsCSCJournals
It has been clearly established that the reattachment length for laminar flow depends on two non-dimensional parameters, the Reynolds number and the expansion ratio, therefore in this work, an ANN model that predict reattachment positions for the expansion ratios of 2, 3 and 5 based on the above two parameters has been developed. The R2 values of the testing set output Xr1, Xr2, Xr3, and Xr4 were 0.9383, 0.8577, 0.997 and 0.999 respectively. These results indicate that the network model produced reattachment positions that were in close agreement with the actual values. When considering the reattachment length of plane sudden-expansions the judicious combination of CFD calculated solutions with ANN will result in a considerable saving in computing and turnaround time. Thus CFD can be used in the first instance to obtain reattachment lengths for a limited choice of Reynolds numbers and ANN will be used subsequently to predict the reattachment lengths for other intermediate Reynolds number values. The CFD calculations concern unsteady laminar flow through a plane sudden expansion and are performed using a commercial CFD code STAR-CD while the training process of the corresponding ANN model was performed using the NeuroShellTM simulator.
Estimation of Heat Flux on A Launch Vehicle Fin at Hypersonic Mach Numbers --...Abhishek Jain
Above Research Paper can be downloaded from www.zeusnumerix.com
The research paper aims to provide guidelines of aerothermal CFD calculations for prediction of heat flux. For different temperatures of isothermal wall, the heat flux through the fuselage varies. Paper impresses upon the importance of mesh quality, non-dimensional number y+, turbulence model, capturing of boundary layer and laminar sublayer. Paper presents validation with experimental data. Authors - Abhishek Jain, Prof GR Shevare (Zeus Numerix) and Dr Ganesh DRDL DRDO.
Numerical simulations have been undertaken
for the benchmark problem in a Square cavity by using
computational fluid dynamics software. This work aims at
discussing the fundamental numerical and computational
fluid dynamic aspects which can lead to the definition of
the following meshing methods and turbulence models.
The meshes used for the simulation are hexahedral,
hexahedral cell with near wall refinement, tetrahedral
grid, polyhedral, tetrahedral with near wall refinement
and polyhedral mesh with prism layer cells based the near
wall thickness of Y+ less than one. The turbulence models
used for the simulation work are AKN K-Epsilon Low-Re,
Realizable K-Epsilon, Realizable K-Epsilon Two-Layer,
standard K-Epsilon, standard K-Epsilon Low-Re,
Standard K-Epsilon Two-Layer, V2F K-Epsilon,
SST(Menter) K-Omega, and Standard(Wilcox) K-Omega.
From these meshes and turbulence models, we will
conclude the suitable mesh and turbulence for the
recirculation flow by the grid independent test. These
analytical values of results are compared with reference
data which gives an optimization of experimental work.
Unsteady simulation was ran for all the Grid Independent
mesh with the SST k omega model with the time step of
0.01 sec for 40 seconds. The flow nature is studied with
and without the temperature for Reynolds number, 1000
and 10000.
A Computational Analysis of Flow StructureThrough Constant Area S-DuctIJERA Editor
This paper presents the results of an experimental work with measurement of mean velocity contours in 2-D form and validation of the same with numerical results based on the y+ approach at fully developed flow for various turbulent models like, k-ε model, k-ω model, RNG k-ε model and Reynolds Stress Model (RSM), are used to solve the problem. All the turbulence models are studied in the commercial CFD code of Fluent. The experiment is carried out at mass averaged mean velocity of 40m/s and the geometry of the duct is chosen as rectangular cross-section of 45°/45° curved constant area S-duct. In the present paper the computational results obtained from the different turbulence models are compared with the experimental results. In addition to this for validation of the numerical simulation near wall treatments for fully developed flow or log-law region are also investigated for wall 30<y+><300 in the region where turbulent shear dominates. It is concluded from the present study that the mesh resolving the fully turbulent region is sufficiently accurate in terms of qualitative features. Here RSM turbulence model predicts the best results while comparing with the experimental results.RSM model also predicts the flow properties more consistently because it accounts for grid independence test.
Asme2009 82287 - Porous Media - Forced Convection FlowHIIO
In this study the flow field and heat transfer properties of a
steady, two-dimensional flow field in a porous domain between
two parallel plates is investigated numerically by using a
discretized numeric code. Analysis has been carried for
Reynolds number based on particle sizes ranging from 60 to
1000. Numerical results are compared with different numerical
methods used for predicting this kind of flow. Results are
obtained for different regime, various p Re numbers and the
effect of Particles size is also investigated. Solutions indicate
that by increasing the
p Re , the flow in the porous media
remains laminar where the flow has turbulence characteristics
for p Re <50. Moreover, by increasing p Re , the value of
average Nusselt number increases. Also, reducing the particle
size affects the Nusselt number and it increases while the
porosity remains the same.
NUMERICAL STUDIES ON THE LIQUID REQUIREMENTS FOR COMPLETE TRANSIENT CHILLDOWN...IAEME Publication
Investigations were carried out on the effect of helix angle on the liquid requirements for the transient chilldown of helically coiled liquid Nitrogen transfer lines. This work has taken the much needed first step in studying the effect of helix angles on their corresponding chilldown times and mass of fluid used for chilldown.
Mass of fluid required and the time taken to completely chilldown 3 different helix angled helical transfer lines, at constant heat flux, were compared in this study. Important flow parameters for multiphase system such as volume fraction, liquid velocity, and temperature distribution were plotted and displayed.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
A Computational Analysis of Flow Development through a Constant Area C- DuctIJERA Editor
This paper represents the results of an experimental work with measurement of mean velocity along with total pressure contours in 2-D form and validation of the same with numerical results based on the wall y+ approach for various turbulent models like, Spalart Alamras, k-ε model, k-ω model and RSM models are used to solve the closure problem. The turbulence models are investigated in the commercial CFD code of Fluent using y+ as guidance in selecting the appropriate grid configuration and turbulence model. The experiment is carried out at mass averaged mean velocity of 40m/s and the geometry of the duct is chosen as rectangular cross-section of 90 curved constant area duct .In the present paper the computational results obtained from different turbulence models are compared with the experimental result along with the near-wall treatments are investigated for wall y+<30>30 in the fully turbulent region. It is concluded in the present study that the mesh resolving the fully turbulent region is sufficiently accurate in terms of qualitative features. Here RSM turbulence model predicts the best results while comparing with the experimental results.
Simulation of segregated flow over the 2 d cylinder using star ccm+Burak Turhan
In this thesis numerical simulation for classical case of flow over a cylinder is accomplished for 2D models using commercial CFD code Star CCM+ with k-ϵ model approach. The results are validated by comparing the Drag coefficients to the previously published data. The simulation is carried out to for Reynolds number 3900 to investigate the turbulence modeling on separation from curved surfaces of two different sizes of a circular cylinder, a cylinder with triangular cross section and a rectangular cross section. Investigation of different turbulence models and Mesh convergence is carried out.
The investigation of the turbulence model of the circular cylinder is carried out by the drag coefficient obtained by four different turbulence models such as K-Epsilon Turbulence, K-Omega Turbulence, Reynolds Stress Turbulence and Spalart-Allmaras Turbulence. Drag coefficient found out by different turbulence model is compared with the experimental value of a previously published data. The Mesh Convergence have been carried out by implementing different base mesh size in a decreasing order and the convergence is obtained when the drag coefficient becomes constant
Numerical Modelling of Wind Patterns around a Solar Parabolic Trough CollectorIJMER
International Journal of Modern Engineering Research (IJMER) is Peer reviewed, online Journal. It serves as an international archival forum of scholarly research related to engineering and science education.
International Journal of Modern Engineering Research (IJMER) covers all the fields of engineering and science: Electrical Engineering, Mechanical Engineering, Civil Engineering, Chemical Engineering, Computer Engineering, Agricultural Engineering, Aerospace Engineering, Thermodynamics, Structural Engineering, Control Engineering, Robotics, Mechatronics, Fluid Mechanics, Nanotechnology, Simulators, Web-based Learning, Remote Laboratories, Engineering Design Methods, Education Research, Students' Satisfaction and Motivation, Global Projects, and Assessment…. And many more.
This project aims at simulating lid driven cavity flow problem using package MATLAB. Steady Incompressible Navier-Stokes equation with continuity equation will be studied at various Reynolds number. The main aim is to obtain the velocity field in steady state using the finite difference formulation on momentum equations and continuity equation. Reynold number is the pertinent parameter of the present study. Taylor’s series expansion has been used to convert the governing equations in the algebraic form using finite difference schemes.
Numerical Investigation of Turbulent Flow over a Rotating Circular Cylinder u...IJERA Editor
Recent advancements in the field of computational fluid mechanics and the availability of high performance with regard to rotating software computing cylinders (RCs) have drawn attention to the field of flow accelerated corrosion. (FAC). Current studies aim to numerically predict turbulent flow characteristics around the rotating cylinder and the concomitant effects on the wall shear stresses and local mass fraction of inhibitors that are directly related to corrosion rate. This 3-D numerical investigation was carried out using the commercial CFX package from which the where SST turbulence model was selected to compute the unknown Reynolds stresses term in the incompressible and viscid form of the Navier-Stokes equation. The effect of three different cylinder rotation speeds and three brine temperatures on the wall shear stress and on brine mixing is reported. Results of the simulations revealed that both cylinder rotation speed and the temperature of the brine significantly affect wall shear stress and mixing of the inhibitor that in turn affects corrosion rate
Similar to Effect of Geometry on Variation of Heat Flux and Drag for Launch Vehicle -- Zeus Numerix (20)
Unsteady Problems & Separation Studies @ Zeus NumerixAbhishek Jain
Above lecture can be downloaded from https://www.zeusnumerix.com
The presentation deals with advanced topics in simulation in lecture 2 of 4. The lecture aims at explaining the user, the specialized simulations required for unsteady flow. In the first part, simulation methodology and brief mathematical background is presented for unsteady flows. A detailed explanation is given for the multi-body problems. In these examples, the regeneration of mesh due to relative movement of the body is shown. Validation of the results is shown along with references.
Above lecture can be downloaded from www.zeusnumerix.com
The presentation deals with advanced topics in simulation in lecture 3 of 4. The lecture aims to introduce the user to optimization in CFD. Apart from explaining the usual CFD procedure, the presentation also showcases two case studies. In the first case study, an airfoil shape is optimized using the genetic algorithm approach. The 2D example shows the basics. A real-life 3D example of optimization of the winglet is shown. Variation in the aerodynamic performance of the winglet due to change in shape is elaborated. The optimization happens for bending moment and induced drag.
Aero Acoustic Field & its Modeling @ Zeus NumerixAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
The presentation deals with advanced topics in simulation in lecture 1 of 4. This is an elaborate lecture dealing with the field of aeroacoustics and its computational aspects. The lecture is very comprehensive and covers advanced topics like acoustics stealth, how computational aeroacoustics (CAA) is a special form of CFD and propagation of sound. Rigorous mathematical formulations are given like Fourier transform, Lighthill analogy, and equations by other scientists. Some practical examples are solved for the user.
CEM Workshop Lectures (11/11): CEMExpert Usage of Almond Geometry for RCS Cal...Abhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 11 of 11. The lecture is in form of a tutorial to simulate the Radar Cross Section (RCS) of Almond Geometry. This geometry is analytically proven to have a very small RCS. Special GUI is created to parameterize and create different almond shapes. Validation of the software is shown with the results shown for far-field cases. Though not shown, nearfield cases can also be solved.
CEM Workshop Lectures (10/11): Numerical Modeling of Radar Absorbing MaterialsAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 10 of 11. The lecture aims to explain the method of modelling the Radar Absorbing Material (RAM). RAM is coated on aerospace or marine vehicle to reduce the radar cross-section. Most part of the lecture covers the effective medium theory and simulation of simple shapes to understand the theory. Alternative methods are elaborated along with few examples of comparison.
CEM Workshop Lectures (9/11): Modelling Electromagnetics FieldAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 9 of 11. The lecture aims to introduce the user to basic mathematics of modeling of EM field. Equations and/or their solutions are given for Plane wave, Lorentz guage, scalar and vector potential etc. Microwave propagation, antenna fields, vector wave equations and their boundary conditions are given. The final part of the lecture gives basics of Radar Cross Section and references.
CEM Workshop Lectures (8/11): Method of momentsAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 8 of 11. The lecture provides a theoretical basis for the simulation of electrodynamics problems. The mathematical formulation for the method of moments is elaborated. These methods are in the family of frequency-domain methods. Method of moments is used for objects of lower electrical size.
CEM Workshop Lectures (7/11): PO/PTD Solver for RCS ComputationAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 7 of 11. The lecture elaborates the PO-PTD scheme for simulating for the radar cross-section. The formulation works for objects of large electrical size. Software GUI is shown for the pre-processing of data, the input of boundary conditions and the post-processing of result. Simulations can be set up for entire 360 deg azimuth sweep. Polar plot of RCS is displayed for the entire sweep.
CEM Workshop Lectures (6/11): FVTD Method in CEMAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 6 of 11. The lecture explains the finite volume time-domain method and its implementation. The presentation explains the mathematical formulation of FVTD method and its advantages and disadvantages. Basic formulations are given for boundary conditions and higher-order discretization. Finally, examples are given for validation cases.
CEM Workshop Lectures (5/11): Best Practices in RCS PredictionAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 5 of 11. The lecture is designed such that it can be read independently. It covers the basics of electromagnetics, issues that can happen with the mesh, how to post-process the results and analysis. The general advice is given for setting up the simulation and use of boundary conditions.
CEM Workshop Lectures (4/11): CEM of High Frequency MethodsAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 4 of 11. The lecture focuses on the CEM methods used for high-frequency incident radiation. The methods explained are Geometric Optics and Physical Optics. PO-PTD and GO-GTD methods are mainly used for large objects where time-domain methods will be very expensive. Mathematical modeling, pitfalls and modifications to these methods are discussed.
CEM Workshop Lectures (3/11): Mesh Generation in CEMAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 3 of 11. The lecture is divided in two major parts with the first one giving the basics of mesh generation. First the basics of mesh generation are elaborated. Types of meshes like surface and volume mesh, structured and unstructured mesh is explained. After the basics, mesh quality requirements for different solvers are explained.
CEM Workshop Lectures (1/11): ABC of CEM and RCSAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
Computational Electromagnetics Workshop Lecture 1 of 11. The lecture explains in layman terms CEM methodology and theory. Basics are given for the electromagnetic simulation methods and how the radar cross-section is calculated. It is emphasized that the user of the software should understand the Maxwells equations and how to interpret the results.
CFD Lecture (8/8): CFD in Chemical SystemsAbhishek Jain
Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Above lecture can be downloaded from www.zeusnumerix.com
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Effect of Geometry on Variation of Heat Flux and Drag for Launch Vehicle -- Zeus Numerix
1. 1
Proceedings of the National Conference on Advances in Thermophysics and Heat Transfer
April 26-27, 2012, Thiruvananthapuram, Kerala, India
EFFECT OF GEOMETRY ON VARIATION OF HEAT FLUX AND DRAG FOR LAUNCH
VEHICLE
Rohan V. Kedare
Post-Graduate Student, SPCE.
Mumbai, Maharashtra, India
Abhishek Jain
Zeus Numerix Pvt. Ltd.
Mumbai, Maharashtra, India
Dr. Vilas R. Kalamkar
Associate Professor, SPCE.
Mumbai, Maharashtra, India
ABSTRACT
The objective of the project was to numerically simulate
the flow over a launch vehicle without fins and to estimate drag
coefficient and heat flux on surface. Studies have been made to
investigate the effect of different nose radius on heat flux and
drag coefficient at Mach 8 and flight altitude of 20km. A
commercial code CFDExpert™ was used to carry out
simulation. To gain confidence in simulation, validation studies
have been carried out on standard hyper-ballistic model (HB-2).
Results have been tabulated for variation of heat flux and drag
due to change in nose radius and blend surface shape.
Keywords: Hypersonic, Drag, Ogive, Heat Flux.
INTRODUCTION
At hypersonic speed, the vehicle leading edges must be
blunt to some extent in order to reduce the heat transfer rate to
acceptable levels. Use of blunt body finds application in launch
vehicles, missiles, re-entry vehicles, etc. Design of hypersonic
vehicle leading edge involves a tradeoff between making the
leading edge sharp enough to obtain acceptable drag and blunt
enough to reduce the aerodynamic heating in the stagnation
point. A method of designing low heat transfer bodies is
devised on the premise that the rate of heat transfer to the nose
will be low if the local velocity gradient is low, while the rate of
heat transfer to the afterbody will be low if the local density is
low. The typical body that results from these design methods
consists of a spherical nose followed by an ogive curve and a
spherical nose followed by a cone and ogive curve.
Another method of reducing the drag and heat transfer
rates is to introduce spike in front of blunt body. Flow over
blunt body with spike at hypersonic speeds has been studied
extensively in last few decades and reported in Ref. [4-5].
Literature has been demonstrated that use of spike does reduce
the drag and heat transfer and amount of reduction depends on
shape and size of spike. Santos [8] introduced a typical body
with consisting of flat nose followed by a highly curved region
to reduce the heat transfer rates. Ahmed and Quin [6] have
attempted to explain the mechanism of drag reduction using the
results obtained from computations at Mach 6.
However, studies on blunt body with ogive or cone-ogive
as extension to blunt nose are limited. The emphasis of this
work is to compare all the geometries (ogive & cone-ogive) to
determine variation in heat flux with respect to drag. An open
source data was considered for judging the CFD results. As a
validation case, standard hyper-ballistic model (HB-2) was
simulated. Validation of computed results was demonstrated by
very good agreement between the computed aerodynamic
coefficient and those obtained from wind tunnel measurements.
The pressure and heat flux distribution along the model surface
were accurately matched within 5% error of experimental data.
NOMENCLATURE
Cd = drag coefficient
F = drag force, N
L = Ogive length, mm
M = Mach number,
q = heat flux, W/m²
R = cylinder radius, mm
Ro = ogive radius, mm
rn = nose radius, mm
V = velocity, m/s
ρ = air density, kg/m³
µ = air dynamic viscosity, N-s/m²
C = Sutherlands constant
SA = Spalart-Allmaras
BODY SHAPE DEFINITION
Two types of geometries were used for simulation: (1)
spherical nose followed by ogive blended surface and
cylindrical main body and (2) spherical nose followed by cone,
ogive blended surface and cylindrical main body. An open
source literature was considered for selection of geometry. The
details of the geometry used in present investigation are shown
in figure (1 & 2). In both cases the length (L) was kept constant
as 2600mm. The cylindrical body length and diameter were
taken as 4800mm & 1200mm respectively. The nose radius was
varied as 60mm, 70mm, 80mm, 100mm and 120mm. In second
case the cone angle was kept constant as 14°. The ogive radius
was formulated in such a way that it should be tangent to nose
as well as cylinder. As a validation case, HB-2 geometry was
selected. The model consists of spherical nose of 21mm radius,
a 70mm diameter cylindrical body and a trailing 10° flare.
The geometry and equations to find the tangency location
are as follows:
2. 2
1. Ogive geometry:
ݔ ൌ ܮ െ ඥሺܴ െ ݎሻଶ െ ሺܴ െ ܴሻଶ
ݔ௧ ൌ ݔ െ ටݎ
ଶ െ ݕ௧
ଶ
ݕ௧ ൌ
ݎሺܴ െ ܴሻ
ሺܴ െ ݎሻ
2. Cone – ogive geometry:
ܴ ൌ
ܮ tan ߙ െ ܴ
tan ߙ ൈ tan
ߙ
2
ݔଵ ൌ ݔ െ ݎ ܿݏሺ90 െ ߙሻ
ݕଵ ൌ ݎ sinሺ90 െ ߙሻ
ݔଶ ൌ ܮ െ ܴ sin ߙ
ݕଶ ൌ ሺܮ െ ܴ sin ߙሻ tan ߙ
COMPUTATIONAL METHODOLOGY
Three dimensional simulations were performed using
commercial software CFDExpert™ adopting steady, explicit
solver and Spalart-Allmaras(SA) as turbulence model. The use
of turbulence model has been arrived at after necessary grid
independence tests, convergence history, and obtaining good
comparison with the experimental results reported in Ref. [1].
The first step is surface grid generation along the model
surface. Then, is the blocking of the domain and finally, comes
the grid generated inside each block. Since we are not ignoring
viscosity a much finer grid is required near the surfaces. Also, a
finer grid is required in the block, which may contain shock
waves, flow separation, or other high flow gradient region as
shown in figure (3).
The location of block interfaces is also very important. In
this work, the blocks were structured in the stream wise
direction. For blocking of the domain, one needs to first
estimate different flow phenomena and the complexity of the
body geometry, which may be encountered. Then, the block
interfaces are located. On the other hand, for a more accurate
application of the wall boundary conditions and the flow
solutions in each block, it may be required to increase the
number of nodes and the grid lines especially in the direction
perpendicular to the wall. In each block, the boundary
conditions and the information received from the neighboring
blocks affect the flow solution. Thus, any error related to the
transfer of information within the blocks directly affects the
solution in each block, the overall solution and its convergence.
Also, other internal information of each block, such as the
number of nodes and their arrangement, the CFL number and
the artificial viscosity coefficient, etc. has to be known before
the flow solution is performed.
In this work, using a simple and suitable procedure, we
start from the first block at the nose which contains the
upstream inflow information, and pass through the chain of the
blocks until we reach the last one located at the end of the body,
containing the outflow information. The laminar sub-layer also
called the viscous sub-layer is the region of a mainly-turbulent
flow that is near a no-slip boundary and in which the flow is
laminar. The existence of the laminar sub-layer can be
understood in that the flow velocity decreases towards the no-
slip boundary. Because of this, the Reynolds number decreases
until at some point the flow crosses the threshold from
turbulent to laminar. To accurately predict the laminar sub-layer
the first element size close to wall is very important.
The first element size close to the wall is equal to 6
microns chosen to give y+ value of about 2.0. The hypersonic
shock wave presence makes it difficult to establish the y+ with
Figure 1
Figure 2
Figure 3: Mesh of Launch vehicle with 21 blocks & 6.5 lakh cells
3. 3
the same value over the entire model. It may be important to
remember that the y+ parameter is calculated like Reynolds
number at the first cell near the wall. This value is normally
calculated by the code. This equation includes density ૉܟ,
Velocity ࢜࢝, height of first cell ࢎ࢝ and viscosity ࣆ࢝.
ܡ ൌ
࣋࢝࢜࢝ࢎ࢝
ࣆ࢝
GOVERNING EQUATION
The governing equations for steady compressible viscous
flow are as follows:
1. Mass Conservation:
݀
݀ݐ
ශ ߩܸ݀ ߩ݊ሬԦ݀ݏ ൌ 0
2. Momentum Conservation:
݀
݀ݐ
ශ ߩݑሬԦܸ݀ ߩݑሬԦ݊ሬԦ݀ݏ െ ශ ߩ݂Ԧ݀ݒ െ ܲሬԦ݀ݏ ൌ 0
3. Energy Conservation:
݀
݀ݐ
ශ ߩ݁௧ܸ݀ ߩ݁௧݊ሬԦ݀ݏ െ ශ ݑሬԦ. ݂Ԧ݀ݒ െ ݑሬԦ. ܲሬԦ݀ݏ
ݍԦ . ݊ሬԦ݀ݏ ൌ 0
The formula integrated into solver to calculate heat flux is as
follows:
ݍ௧௧
ᇱᇱ
ൌ ሺݍ
ᇱᇱ
ݍ௧௨௨௧
ᇱᇱ
ሻ. ݊ො
Where,
ݍ
ᇱᇱ
ൌ െሺܭ. ܶሻ௪
ݍ௧௨௨௧
ᇱᇱ
ൌ ሺ
െߤ௧ܿ
ܲݎ௧
ሻܶ௪
Where,
ܭ,௪ ൌ ܭ ൬
ܶ
273
൰
ଷ
ଶൗ
൬
273 ܥ
ܶ ܥ
൰
T – Nearest cell – centre temperature
C - Sutherlands Constant = 110.3
T୵ୟ୪୪ - Temperature gradient
TURBULENCE MODELING: SPALART-ALLMARAS
To overcome limitations of algebraic models, an eddy
viscosity transport equation model has been implemented.
Baldwin and Barth discovered this class of one equation
models, proposed originally by Nee and Kovasznayin in the
sixties. The SA model has been chosen due to the satisfactory
results obtained over a wide range of flows and due to its
numerical properties. In this model a step by step procedure is
used to develop the transport equation for flows with increasing
complexity. Moreover this one-equation model naturally takes
history effects into account. Generally any transportable scalar
quantity, like eddy viscosity, subject to the conversion laws is
transported according to the following equation, which is the
basic equation for SA model:
ி
௧
ൌ
డி
డ௧
ሺ.ݑ ሻܨ ൌ ݊݅ݏݏݑ݂݂݅ܦ ܲ݊݅ݐܿݑ݀ݎ െ
݊݅ݐܿݑݎݐݏ݁ܦ
BOUNDARY CONDITIONS
Once a discrete computational domain has been obtained,
the boundary conditions must be specified before applying the
solution algorithm. The boundaries are those domain meshes
that serve to close the computational domain, thereby making it
finite. For the model these are the farfield (sides of the box)
domains and the surface mesh representing the model surface.
Specifying the conditions at these boundaries provides the
solver (the computer code that executes the solution algorithm)
with information about the possible fluxes across the
boundaries. For this model there are four different types of
boundary conditions: farfield, viscous isothermal wall, inflow
(flux across a boundary into the computational domain), and
outflow (flux across a boundary leaving the computational
domain). A farfield boundary condition establishes the flow
field parameters for the problem. It provides information about
the flow (velocity, Reynolds number, etc) in the form of net
system fluxes across its boundaries. A wall boundary condition
indicates that there is a no slip (zero velocity) condition
enforced on fluid particles immediately adjacent to the surface.
RESULT AND DISCUSSION
We considered Mach number 8 and flight altitude of 20 km
for simulations and a uniform 300K wall temperature was
specified. Grid independence study was done for optimizing the
solution accuracy and solution run time. Several trial runs were
carried out to find the first cell distance close to the wall. Once
the grid was finalized, all meshes were run with same boundary
conditions to determine variation in flow structure and other
parameters.
VALIDATION
Before simulating the flow around launch vehicle, it is
necessary to evaluate performance of solver. The fluid flow
patterns and characteristics obtained from our simulations are
in good agreement with available literatures. We compared our
numerical results with results of Robinson and Hannemann[13]
for validating results of HB-2 model. Figure (4) shows
comparison of present results with Robinson and
Hannemann[14] for pressure & heat flux distribution. Drag
coefficient obtained from present numerical simulation were
within 5% error of experimental results given in Robinson and
Hannemann[14].
4. 4
EFFECT OF VARIATION IN GEOMETRY
As shown in the figure (5), a strong bow shock is formed
in front of the nose. Downstream of the bow shock a thin zone
is formed where magnitudes of the velocity component are still
characterized by their magnitude in the uniform upstream
region, but the temperature, pressure & density are
considerably greater than they are in the free stream. This
increase in pressure & temperature leads to large drag &
heating rates. As the nose radius was increased, there was
considerable decrease in pressure, temperature, heat flux on the
model surface. Also the expansion waves formed at the leeside
were clearly seen in figure. An open source data was
considered for comparison with computational results. The heat
flux distribution contour of the body is as shown in figure (6). It
can be seen that the high heat flux not formed at centre of nose.
It can be concluded from figure (7) that high heat flux region is
formed only at the nose section of body & very less heat flux is
observed on the cylindrical portion. So as far as design part is
concerned much care is to taken of nose region. The pressure
and heat flux distribution along the surface is as shown in
figure (8), (9), (10) & (11). The variation in maximum heat flux
and drag coefficient observed in different geometries is shown
in figure (12).
Figure 4: Comparison of Pressure & Heat flux distribution along
the surface of HB-2 model
Figure 5: Bow shock formation in front of nose of ogive & cone-
ogive body
Figure 6: Heat Flux distribution contour on the surface of
ogive & cone-ogive body
Figure 7: Heat Flux distribution on model surface
Figure 8: Pressure distribution plot along the surface of
ogive body (Nose section)
Figure 9: Heat Flux distribution plot along the surface of
ogive body (Nose section)
Figure 10: Pressure distribution plot along the surface of
Cone-ogive body (Nose section)
5. Figure 11: Heat Flux distribution plot along the surface of
Cone-ogive body (Nose section)
CONCLUSION
The objective was to determine the drag coefficient and
heat flux on model surface. In this analysis, nose & ogive
radius were varied keeping the length constant. It is observed
from results that
1. Heat flux considerably decreased with increase in nose
radius in both the cases ogive as well as cone
be said that character of heat transfer is a manifestation of
two characteristics. The increase in stand-off distance and
Figure 12: Comparison of Drag coefficient and Maximum
Heat Flux of Ogive & Cone-Ogive bodies
5
along the surface of
The objective was to determine the drag coefficient and
heat flux on model surface. In this analysis, nose & ogive
radius were varied keeping the length constant. It is observed
creased with increase in nose
radius in both the cases ogive as well as cone-ogive. It can
be said that character of heat transfer is a manifestation of
off distance and
corresponding reduction in thermal gradient
leads to significant reduction in the stagnation point heat
transfer.
2. Less heat flux values were observed in case of cone
case as compared to ogive case.
3. Drag coefficient observed in cone
compared to ogive case, though not much effect was
observed with variation in geometry
ACKNOWLEDGMENTS
The authors wish to acknowledge guidance of Prof
Shevare, IIT Bombay during the study and CEO Zeus Numerix
for providing the resources for carrying out the study.
REFERENCES
1. Mattew, Robinson, and Klaus, Hanemann, “Short Duration
Force Measurements in Impulse Facilities,” German Aerospace
Centre (DLR), Bunsenstrasse 10, Gottingen, 37073, Germany,
2004.
2. Don Gray, J., Earl Lindsay, E., “Force Tests of Standard
Hypervelocity Ballistic Models HB
10”, NTIS, AD412651.
3. Birch, T.J., Prince, S.A., Ludlow, D.K., Qin,N., “The
application of parabolised Navier
hypersonic flow problems”, AIAA2001
4. Meneses, V., Saravanan, S., and
tunnel study of spiked aerodynamic bodies flying at hypersonic
Mach numbers,” Shock Waves 12,2004, pp. 197
5. Mehta, R. C., “Numerical investigation of viscous flow over
a hemisphere cylinder,” Acta Mechanica, Vol. 128, 1998,
49-58.
6. Ahmed, M. Y. M., and Qin, N., “D
aerodisks for hypersonic hemispherical bodies,” Jr. of space
craft and Rockets, Vol.47, No.1, pp. 62
7. A. Fiala, R. Hiller, S. G. Mallinson and H. S. Wijesinghe,
“Heat transfer measurement of turbulent spots in a hypersonic
blunt-body boundary layer,” Jr. of Fluid Mechanics, 2006, Vol.
555, PP. 81-111.
8. Wilson F. N. Santos, “A Numerical study of Drag and Heat
Transfer to Blunt nose shapes in Rarefied Hypersonic flo
24th International Congress of the Aeronautical S
Comparison of Drag coefficient and Maximum
Ogive bodies
corresponding reduction in thermal gradient in this region
leads to significant reduction in the stagnation point heat
Less heat flux values were observed in case of cone-ogive
case as compared to ogive case.
Drag coefficient observed in cone-ogive case was less as
though not much effect was
observed with variation in geometry.
s wish to acknowledge guidance of Prof G. R.
IIT Bombay during the study and CEO Zeus Numerix
for providing the resources for carrying out the study.
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