Shock and Bubble dynamics
The interest in Underwater Shock and Bubble Dynamics first
arises in the early 1990’s when the Ministry of Defense (MINDEF) was keen
to develop the capabilities to conduct WSSA (Whole Ship Shock Analysis) for
those surface crafts procured by the Republic of Singapore Navy (RSN) from time
to time. At that time, external consultants were engaged to study using the
commercial software NASTRAN with
In an underwater explosion, there are two important and fairly distinct phenomena separated by the typical time scales. At the very short time duration of O(ms), it is the underwater shock propagation, reflection and refraction at the structure and free surface. At the much larger time constant of O(seconds), it is the dynamics of bubble which dominates like the whipping effect and jet induced flow due to bubble collapse near the structure. The description of our research below is carried out along these two lines. These works are largely developed within NUS, and I am the main or corresponding author for several of the published papers.
(Underwater) Shock
Dynamics in multi-medium flow
It is realized that there is not much work carried out in the literature for the case of a strong shock (like an underwater explosion) in a multi-medium flow where the properties are very different (like for air and water). We embarked on this work to develop a numerical method which is able to simulate accurately an underwater strong shock in the presence of the gaseous media separated by the free surface, and submerged/half-submerged structure. This is largely accomplished in our published work where the wave interface interaction is taken into account without knowing apriori the detailed refraction type via the use of the implicit characteristic method and ARS (Approximate Riemann Solver) [Liu et al (2001), Comp. & Fluids, Vol. 30, pp 291-314; Liu et al (2001), Comp. & Fluids, Vol. 30, pp 315-337]. This is critical and the method is shown to work very well even for a very strong shock impacting on a material surface of very large density ratio, where most of the existing methods fail to provide satisfactorily results. The introduction of a submerged solid structure and the necessary treatment of the boundary conditions at the solid surface can be found in another work [Liu et al (2003), Int. J. Num. Meth. in Eng., Vol. 58, pp 609-630]; the result obtained for an underwater explosion is interesting and show the possible presence of a cavitation region next to the free surface giving rise to additional imposed torque on the loaded submerged structure.
Subsequent to our published works, we are keenly aware that the numerical method suggested can be rather complex and not so easily extended to 3D with complicated geometries. In recent times, it appeared in the literature a fairly powerful technique called the Ghost Fluid Method (GFM) which provides a simple means to treat a material interface and hence easy extension to multi-dimensions. While the original GFM [Fedkiw et al (1999), J. Comput. Phys. (JCP), Vol. 152, pp 457] or even the supposedly new GFM [Fedkiw (2002), JCP, Vol. 175, pp 200] works reasonably well in the presence of not-too-strong shock, it may and can lead to the incorrect physics when the shock strength becomes large. We carried out a thorough analysis to determine the cause and propose the modified GFM incorporating our developed APRS solver to overcome the problems/issues as reflected in Liu et al (2003) (JCP, Vol. 190, pp. 651-681). Two conditions are proposed necessary for any GFM-based scheme to be able to resolve the waves at the contact discontinuity correctly as expounded in Liu et al (2005) (JCP, 204, pp. 193-221). It is also apparent that the stability and accuracy of the GFM is dependent on the associated numerical scheme implemented. Consequent to our development of the modified GFM, we further put forward another powerful variant called the real-GFM for the simulation of compressible multi-medium flows [Liu et al (2006), SIAM J. Sci. Comput., Vol. 28, pp. 278-302]. The (natural) extension to strong shock in multi-medium flow next to compressible solid can be found in Liu et al (2007) (SIAM J. Sci. Comput., accepted for publication).
Our work in compressible multi-medium flow is extended to address shock-induced cavitation. In the literature, the cavitation region is commonly treated as constant or nearly constant (critical) pressure zone such that there is no flow or nor transmission of shock waves like the so-called cut-off cavitation model. We proposed a physics-based isentropic one-fluid cavitation model capable of simulating the creation/formation of the cavitating region and its subsequent collapse via a proper EOS (Equation of State) and which allows the proper transmission/refraction of shock. Our proposed model can be found in Liu et al (2004) (JCP, Vol. 201, pp. 80-108) and yet another simpler variant called the modified Schmidt model is put forward in Liu et al (2006) (Comp & Fluids, Vol. 35, pp. 1177-1192). Our full model is mathematically consistent and can be easily extended to higher dimensions in various configurations of near the free surface and compressible structures as demonstrated in Liu et al (2006) (Comm. in Comput. Phys. Vol. 1, pp. 898-919) and Xie et al (2006) (Applied Numerical Mathematics, APNUM, Vol. 57, pp. 721-733). Some preliminary works on employing the isentropic one-fluid cavitation model for the study of flow supercavitation where the cavitating region fully enveloped the object moving sufficiently fast in water for drag reduction are ongoing.
Further supporting evidences of the importance and significance of the work are:
(a) Invited to submit and present a paper on
“Shock-structure-cavitation interaction”
at the US/Singapore Workshop on Computational Mechanics and Simulation of
Underwater Explosion Effects [organized jointly by ONR, NRL, DSTA and IHPC]
held in
(b) The prestigious Defense Technology Prize for team effort
in 1998 was awarded to the Underwater Shock Technology by MINDEF (Ministry of
Defense,
(c) An exploratory project with ONR/NRL on both shock and bubble dynamics known as
“Validation of the UNDEX (Underwater Explosion) Research” was
initiated in 2001. We computed for different configurations of shock and bubble
conditions for comparison to their results comprising both simulations and
experiments. This inaugural and only project can be considered as part of the
IEA (Information Exchange Agreement) signed between the
(d) At the 24th ISSW (International Symposium for Shock Waves) held at Beijing 2004 where our works on the shock in multi-medium flow and cavitations were presented, BC was subsequently approached by Dr. Christian Caron (email: Christian.caron@springer-sbm.com), the Executive Editor, Physics for Springer (www.springeronline.com) to write a book related to shock propagation in multi-medium flow and shock-cavitation. Dr. Caron mentioned that he has been closely following our works in this field
(e) Invited to present the work on
is “Shock in an unsteady compressible multi-medium flow with cavitation” at the 1st TDSI (Temasek Defense System
Institute at NUS) - NPS (
(f) Invited to present the work on “Simulation of
homogeneous unsteady cavitation in multi-dimensional
flow” at the International
Conference on Scientific Computing,
(g) Invited to give the Keynote lecture on “Numerical
Modeling of Cavitation Inception in High-Speed Cavitating Flows: One-Fluid/Free Lagrange Model” at the International Conference on Enhancement
and Promotion of Computational Methods Engineering Science and Mechanics
(CMESM),
(h) Invited to participate at the Workshop Forum on
“Maritime Security” organized by TDSI (Temasek
Defence System Institute) – NPS (
(i) Invited to present the work on
“The Pulse Detonation Engine for the UAV (Unmanned Air Vehicle):
Simulation of 3D detonation” at the International
Conference on Intelligent Unmanned Systems (ICIUS),
(j) There is continuous external funding and support for the work on topics related to underwater shock and bubble dynamics since the early 1990’s.
Future work:
(a) There is recent interest on the Pulse Detonation Engine
(PDE) as expressed by MINDEF in conjunction with the development of unmanned
air vehicle. PDE with the possibility of extended range of operation or power
is a possibility for powering the new generation of unmanned air vehicle.
MINDEF has provided an initial sum amounting to $500000 tenable over a period of
two years for the PDE work. This research work is to be carried out with Temasek Laboratories which is administering the fund, and
there is participation from
Arising from the initial work on the PDE, in the pipeline is
another research project on the liquid PDE in joint collaboration between Temasek Laboratories and
(b) In a departure from Defense-related interest, we are starting to embark on the topic of
‘Shock in biological flow’.
It is still an open question whether in the extracorporeal shock-wave
lithotripsy (ESWL), renal calculi is destroyed solely by the shock wave (or due
to the presence of shock-induced cavitation bubble
with its associated jetting effect or both). This is because the time scale for
the shock duration is very short and
called into question whether there is sufficient energy to break up the
renal calculi or otherwise. A very preliminary work entitled “Numerical
studies on shock cell interaction” was presented at the 24th
International Shock Wave Symposium (ISSW) in July 2004. It is our intent to
explore and engage in this new exciting field. There is possible collaboration
with Professor Pei Zhong of Duke University under the
auspice of the
List of relevant publications
Liu, T
G, B C Khoo* and K S Yeo,
"The numerical simulations of explosion and implosion in air: Use of a
modified Harten's TVD scheme". International Journal
for Numerical Methods in Fluids, 31 (1999): 661‑680. (
Liu, T G, B C Khoo* and K S Yeo, "The simulation of compressible multi‑medium
flow. Part I: A New Methodology with
Test Applictions to ID Gas‑Gas and Gas‑Water
Cases". Computers & Fluids, 30, no. 3 (2001): 291‑314. (
Liu, T
G, B C Khoo* and K S Yeo,
"The simulation of compressible multi‑medium flow, Part II:
Applications to 2D underwater shock refraction". Computers & Fluids,
30, no. 3 (2001): 315‑337. (
Liu, T G, B C Khoo* and K S Yeo, "Ghost fluid method for strong shock impacting on
material interface".
Liu,
T G, B C Khoo*, K S Yeo and
C Wang, "Underwater shock‑free surface‑structure
interaction". International
Journal for Numerical Methods in Engineering, 58 (2003): 609‑630. (
Hu, X. and B C Khoo*, "An
interface interaction method for compressible multifluids".
Liu, T G, B C Khoo* and W F Xie, "Isentropic One‑Fluid Modelling
of Unsteady Cavitating Flow".
Hu, X, B C Khoo*, D.L. Zhang and
Z.L. Jiang, "The cellular structure of a two‑dimensional H2/O2/Ar
detonation wave". Combustion Theory and Modeling, 8
(2004): 339‑359. (
Hu, X., D.L. Zhang, B C Khoo* and
Z.L. Jiang*, "The Structure and evolution of a two‑dimensional
H2/O2/Ar cellular detonation". Shock
Waves, 14, no. 1‑2 (2005): 37‑44. (
Liu, T G, B C Khoo* and C
Liu, T
G, W F Xie and B C Khoo*,
"Ghost fluid method applied to compressible multi‑phase flows".
Modern Physics Letters B, 19, no. 28‑29 (2005): 1475‑1478. (
Qiu, J X, B C Khoo*
and C W Shu, "A numerical study for the
performance of the Runge‑Kutta discontinuous Galerkin method based on different numerical fluxes".
Wang, C W, T G Liu and B C Khoo*,
"A real‑Ghost Fluid Method for the simulation of multi‑medium
compressible flow".
Dou, H, B C Khoo* and K S Yeo, "Incipent separation in
shock wave/boundary layer interactions as induced by sharp fin". Shock Waves, 15 (2006): 425‑436. (
Xie, W F, T G Liu
and B C Khoo*, "Application of a one‑fluid model for large scale homogeneous unsteady
cavitation: the modified Schmidt model". Computers
& Fluids, 35, no.10 (2006): 1177‑1192. (
Hu, X.Y., B C Khoo*, N.A. Adams and
F.L. Huang, "A conservative interface method for compressible flows".
Liu,
T.G., B C Khoo* and W.F. Xie,
"The Modified Ghost Fluid Method as Applied to Extreme Fluid‑Structure
Interaction in the Presence of Cavitation". Communications
in Computational Physics, 1, no. 5 (2006): 898‑919. (
Qiu, J., T.G. Liu
and B C Khoo*, "Runge‑Kutta
Discontinuous Galerkin methods for compressible two‑medium
flow simulations: one‑dimensional case".
Xie, W.F., T.G. Liu
and B C Khoo*, "The Simulation of Cavitating Flows Induced by Underwater Shock and Free
Surface Interaction". Applied Numerical Mathematics, 57, no.5‑7
(2007): 721‑733. (
Liu, T. G. and B C Khoo*,
"The accuracy of the modified Ghost Fluid Method for gas‑gas Riemann
problem". Applied Numerical
Mathematics, 57, no.5‑7 (2007): 721‑733. (
Xie, W.F., Y.L. Young, T.G. Liu
and B C Khoo*, "Dynamic response of deformable
structures subjected to shock load and cavitation
reload". Computational Mechanics, (2006).
(
Qiu, J.X., T.G. Liu and B C Khoo*, "Simulations of compressible two‑medium
flow by Runge‑Kutta discontinuous Galerkin methods with the ghost fluid method". Communications in Computational
Physics, (2007). (
Liu,
T.G., W.F. Xie and B C Khoo*,
"Then modified Ghost Fluid Method for coupling of fluid and structure with
Hydro‑Elasto‑Plastic Equation of
State".
Dynamics of
Bubble(s)
The motivation is to develop a software capable of simulating the dynamic behavior of multiple explosion bubbles in the presence of the free surface and submerged/half-submerged structure. To meet the objective and in view that viscous forces are not likely to contribute significantly to the dynamics of bubble-structure interaction, it was deliberated that the BEM (Boundary Element Method) be employed for such simulation. We started off with the axisymmetric bubble in the early 1990’s with two works published [Wang et al (1996), Comp. & Fluids, Vol. 25, pp 607-628; Wang et al (1996), Theoret. & Comp. Fluid Dyn., Vol. 8, pp 73-88]. At that time, the state-of-art in the literature was still limited to the 2D or axisymmetric configuration. Moving forward we introduced the 3D simulation of bubble dynamics resulting in the published work of two interacting bubbles in the presence of the free surface [Zhang et al (1998), JCP, Vol. 146, pp 105-123]. An important feature is the utilization of a nine-noded Lagrangian interpolation for the computation of the surface characteristics and material velocity, and the solid angles on the free surface are computed via direct approach. In a subsequent work, we extended the surgical-cut and vortex ring technique to general three-dimensional toroidal bubble problems with jet impact [Zhang et al (2001), JCP, Vol. 166, pp. 366-360]. The use of vortex ring has marked improvement over the vortex sheet technique where one may need to painstakingly track the evolution of the vortex sheet of a toroidal bubble. Improvement is made with the optimal distribution of the meshes representing the bubble surface in the form of the Elastic Mesh Technique (EMT) proposed where the mesh is advanced not by the material velocity but the optimal shift velocity obtained by minimizing the total elastic energy stored in every segment of the mesh at each time step [Wang et al (2003), Comp. & Fluids, Vol. 32, pp 1195-1212]. We further developed the criterion for bubbles merging during the evolution and compared to available experiments [Rungsiyaphornrat et al (2003), Comp. & Fluids, Vol. 32, pp 1049-1074]. The numerical tool developed for the bubble dynamics enable a comprehensive study of underwater explosion near a submerged structure [Klaseboer et al, 2005, J. Fluid Struct., Vol. 21, pp. 395-412].
In a marked departure from the Defense-initiated work on the bubble dynamics, we have began to apply the domain knowledge gained in this area for non-Defense work; this has resulted in two works on the collapsing bubble-induced micro-pump via jetting effect to be found in Khoo et al (2005) (Sen. & Act. A, Vol. 118, pp. 152-161) and Lew et al (2006) (Sen. & Act. A, to appear). The proposed micro-pump with no moving parts and yet with high impulse may have implication for commercialization. Other non-Defense related work is on the acoustic-induced bubble and its behavior near to simulated biomaterials for a range of bio-medical applications like UAL (Ultrasound-Assisted Lipoplasty), phacoemulsification, ultrasonic aspiration and others; discussion can be found in Fong et al (2006) (Ultrasound Med. & Bio., Vol. 32, pp. 925-942). The behaviour of non-equilibirum near to other elastic material or membrane surface can be found in Klaseboer and Khoo (2004) (J. Appl. Phys., Vol. 96, pp. 5808-5818), Klaseboer et al (2006) (Int. J. Multiphase Flow, Vol. 32, pp. 1110-1122) and Turangan et al (2006) (J. Appl. Phys., Vol. 100, 054910-1). The study of shock wave on bubble as present in shock lithotripsy treatment for the clinical removal of kidnet stones is greatly facilitated by our novel employment of pressure pulse in conjunction with BEM technique; the ensuing calculation depicting the correct flow physics is vastly superior and computationally efficient compared to the traditional approach [Klaseboer at al, Comp. Meth. Appl. Mech. Eng., Vol. 195, pp. 4287-4302].
The above-mentioned work on bubble dynamics is based on the direct formulation of the BEM equation. In parallel, we also embarked on the (alternative) indirect BEM approach. In the de-singularised version, there is a great speed up in the computation of the bubble evolution without compromise on the [Zhang et al (1999), Int. J. Num. Meth. in Fluids, Vol. 31, pp 1311-1320]. However, problems arise when two bubble surfaces come close together leading to the meeting of the de-singularised points. On the other hand, the de-singularised method would still be applicable for the free surface (provided it remains simply-connected which is always the situation) and can be used in conjunction with an improved indirect method as shown by Wang & Khoo (2004) (JCP, Vol. 194, pp. 451-480). In the latter, an expression for the self-induced velocity of a point on the boundary is obtained analytically and EMT is applied. The provision of both the indirect and direct BEM formulations for the bubble dynamics simulation presents the flexibility for linking to the nonlinear structural code PAM-shock by ESI International.
Consequent to our further development on the study of the dynamics of multiple bubbles and their interactions, we have successful embarked on a technique called the FMM (Fast Multipole Method) in combination with the pre-corrected FFT (Fast Fourier Transform) to formulate a new FFTM clustering (Fast Fourier Transform Multipole) suitable for our simulation of multiple bubbles via BEM approach [Bui et al (2006), JCP, Vol. 216, pp. 430-453]. Traditionally, FMM and pre-corrected FFT have been employed in electrostatic problems where the non-deformable geometries can be very complex. In our application, the bubble surfaces are expected to undergo large deformation and we have managed to compute over 25 full 3D bubbles in close interaction with each other using the FFTM clustering technique developed. The novel use of level-set technique for tracking the bubble interface(s) in conjunction with the BEM can be found in Tan el al (2007) (SIAM J. Sci. Comput., accepted for publication) carried out under the auspices of research collaboration with MIT provided by the SMA (Singapore-MIT Alliance). (SMA is a distance-learning graduate education in engineering between MIT, NUS and NTU and which started in 1999.) The level-set technique will overcome those related problems on numerical instability associated with front tracking technique especially when there is very large and rapid deformation of the surfaces as for the bubble and free surface.
Further supporting evidences of the importance and significance of the work are:
(a) Invited to submit and present a paper on “3D computation of bubbles near a free surface” at the US/Singapore Workshop on Computational Mechanics and Simulation of Underwater Explosion Effects [organized jointly by ONR, NRL, DSTA and IHPC] held in Washington DC on 1-2, November 2000.
(b) Based on a paper entitled, “A comparison of numerical simulation with experiment on bubble-structure interaction” presented and published in the 73rd Shock and Vibration Symposium held in Newport Rhode Island, November 18-22, 2002, an invitation was made by Professor W. D. Pilkey (Editor) and only to selected works to submit and publish in the journal Critical Technologies in Shock and Vibration initiated by SAVIAC.
(c) Collaboration with the French DGA on validation of the 3D bubble dynamic code. DGA provided all the necessary field data on underwater explosion bubble dynamics while we presented the simulations for exchange and comparison.
(d)
Collaboration with the ESI International (a multi-national corporation based in
France) where the non-linear structural code PAM-shock has been linked up to
our 3D bubble dynamic code to be licensed and marketed internationally on
commercial terms. Already ESI has managed to license the bubble code to at
least one large user in the
(e) Arising from our study of the collapse of a bubble near
a solid surface with accompanying induced jet directed towards the said
surface, a patent on ‘micro-pump based on bubble jet’ has been
filed with the US patent office in 2002. It may be noted that the cost of the
(f) Invited to give
a public technical seminar entitled, “What do micro-pumps and
(ultrasonic) bio-medical treatments have in common? – Bubble
Dynamics” at Hong Kong University
of Science & Technology,
(g) Invited to give
a public technical seminar on ““Behavior of an oscillating bubble
near an elastic membrane” at the Nanjing
University of Aeronautics and Astronautics (NUAA),
(h)
Invited to present the work on “Prediction of Free Surface Water Plume as
a Barrier to Sea-skimming missiles” at the TDSI (Temasek Defense System Institute at
NUS) - NPS (
(i) Invited to give a technical seminar on “Current
development concerning bubble dynamics in
(j) Invited to give
a public technical seminar on “What do micropumps
and (ultrasound) biomedical treatment have in common?” at the North
Carolina State University Special Summer Seminar,
(k) Invited to present the work on “One-fluid model for high speed cavitating flow” at Defence Technology and Systems Conference 2006 jointly organized by TDSI (Temasek Defence System Institute) – NPS (Naval Postgraduate School) – LLNL (Lawrence Livermore National Laboratories), Singapore, 6-8 December 2006.
(l)
Invited to present the work on “Acoustic bubble simulations for
biomedical applications using boundary element method (BEM)” at the 153rd Acoustic Society of America
(ASA),
(m) Invited to
present the work on “Ultrasound microbubble
interaction” at the International
Conference on Multiscale Modelling
and Simulation (ICMMS 2008),
(o) There is continuous external funding and support for the work on topics related to underwater shock and bubble dynamics since the early 1990’s.
Future work:
(a) The linking of the bubble code to the PAM-shock not only
represent the step towards commercialization of the combined code but also
present the opportunities for further work into bubble-structure interaction as
applied to the biological system. The collapse of a bubble entails a strong jet
directed towards the structural surface and can be used for
‘non-invasive’ surgical procedure. Effort is underway to
collaborate with the Dentistry Department (Professor
(b) On the technical side, we will be embarking on the
Stokes solver as employed under the BEM formulation with the intention of
replacing the present
List of relevant references
Wang, Q
X, K S Yeo*, B C Khoo and K
Y Lam, "Strong interaction between a buoyancy
bubble and a free surface".
Theoretical and Computational Fluid Dynamics, 8 (1996): 73‑88. (
Wang, Q
X, K S Yeo*, B C Khoo and K
Y Lam, "Non‑linear interaction between gas bubble
and free surface". Computers
& Fluids, 25, no. 7 (1996): 607‑628. (
Zhang, Y
L, K S Yeo*, B C Khoo and W
K Chong, "Three‑dimensional computation of
bubbles
near a free surface".
Zhang, Y
L, K S Yeo*, B C Khoo and W
K Chong, "Simulation of three‑dimensional
bubbles
using desingularised
boundary integral method". International Journal for Numerical Methods
in Fluids, 31 (1999): 1311‑1320. (
Zhang, Y L, K S Yeo* and B C Khoo, "Three‑dimensional jet impact and toroidal bubbles".
Rungsiyaphornrat,
S,
bubbles with an application to
underwater explosions". Computers & Fluids, 32, no. 8 (2003):
1049‑1074. (
Wang, C,
B C Khoo* and K S Yeo,
"Elastic mesh technique for 3D BIM simulation with an application to
underwater explosion bubble dynamics.". Computers
& Fluids, 32, no. 9 (2003): 1195‑1212. (
Wang, C
and B C Khoo*, "An indirect boundary element
method for three‑dimensional
explosion bubbles".
Klaseboer, E and B C Khoo*, "Boundary integral equations as applied to an
oscillating bubble near fluid‑fluid interface". Computational
Mechanics, 33, no. 2 (2004):129‑138. (
Klaseboer, E. and B C Khoo*,
"An oscillating bubble near an elastic material". Journal of
Applied Physics, 96,
no. 10 (2004): 5808‑5818. (
Khoo*, B C, E. Klaseboer
and K.C. Hung, "A collapsing bubble‑induced micro‑pump using
jetting effect". Sensors and
Actuators A ‑ Physical, 118 (2005): 152‑161. (
Wang, Q X, K S Yeo*, B C Khoo and K Y Lam, "Vortex ring modelling
of toroidal bubbles". Theoretical and Computational Fluid Dynamics,
(2005): 1‑15. (
Klaseboer, E, C Wang, C W Wang, B C Khoo*, K C Hung and P Boyce, "Experimental and
numerical investigation of the dynamics of an underwater explosion bubble near
a resilient/rigid structure". Journal
of Fluid Mechanics, 537 (2005): 387‑413. (
Soh, W K, B C Khoo*
and W Y Yuen, "The entrainment of air by water jet impinging on a free
surface". Experiments in Fluids,
39 (2005): 498‑506. (
Ong, G P, B C Khoo*, C Turangan,
Klaseboer, E, B C Khoo*
and K C Hung, "Dynamics of an oscillating bubbles near a floating
structure". Journal of Fluids
and Structures, 21 (2005): 395‑412. (
Klaseboer, E. and B
C Khoo*, "A modified Rayleigh‑Plesset model for a non spherically
symmetric oscillating bubble with applications to Boundary Integral
Methods". Engineering Analysis with Boundary Elements, 30 (2005):
59‑71. (
Bui, T.T., E.T. Ong, B C Khoo*, E. Klaseboer and K.C.
Hung, "A Fast Algorithm for Modeling Multiple Bubbles Dynamics".
Fong, S.W.,
Klaseboer, E, C Turangan, S W Fong, T G Liu, K C Hung and B C Khoo*, "Simulations of pressure pulse ‑ bubble
interaction using boundary element method". Computer Methods in Applied
Mechanics and Engineering, 195, no. 33‑36 (2006): 4287‑4302. (
Klaseboer, E., C. Turangan
and B C Khoo*, "Dynamic behaviour
of a bubble near an elastic infinite interface". International Journal of Multiphase Flow, 32, no. 9
(2006): 1110‑1122. (
Turangan, C., G.P. Ong,
Lew, K.S.F.,
Dao, M.
H., K M Lim, B C Khoo* and K. Willcox,
"Real‑Time Optimization Using Proper Orthogonal Decomposition: Free
Surface Shape Prediction due to Underwater Bubble Dynamics". Computers
& Fluids, 36 (2007): 499‑512. (
Lee, M., E. Klaseboer and B C Khoo*, "On the boundary integral method for the
rebounding bubble". Journal of
Fluid Mechanics, 570 (2007): 407‑429. (
Tan, F. K. L., B C Khoo* and J.
White, "A level set‑boundary element method for the simulation of
underwater bubble dynamics".