PFEM
PFEM
The particle finite element method for the numerical simulation of bird
strike
geD4X X, D5X XR. BomanD6X X, D7X XL. PapeleuxD8X X, D9X XJ.P. PonthotD10X X
TagedPD1X XM.L. CerquagliaD2X X*, D3X XG. Delie
TagedPUniversity of Liege, Allee de la Decouverte 9, Liege 4000, Belgium
TAGEDPA R T I C L E I N F O TAGEDPA B S T R A C T
Article History: The Particle Finite Element Method (PFEM) is evaluated in the context of the numerical simulation of bird
Received 9 November 2016 strike events. To assess the possibilities of the method, theoretical analyses are initially performed based on
Revised 10 May 2017 the impact of a water jet on a rigid surface. Then, the influence of the geometry of a more realistic projectile
Accepted 12 May 2017
is analyzed and the capability of the method to take into account separation and fragmentation is
Available online 20 May 2017
highlighted. Finally, the method is tested for impacts against deformable targets, using a partitioned algo-
rithm with dynamic relaxation for the fluid-structure interaction, combining the PFEM for the description
TagedPKeywords:
of the bird with a non-linear Finite Element approach for the description of the impacted structure, which
Impact
Bird strike
can undergo large plastic deformations. To assess the quality of the obtained results a series of numerical
Numerical simulation examples from the literature has been selected and used as a reference throughout the paper. Among the
PFEM studies presented in this work also a novel numerical benchmark for the evaluation of bird impact simula-
Fluid-structure interaction tions is proposed.
© 2017 Elsevier Ltd. All rights reserved
1. Introduction (TagedP SPH) [2] is often employed for the simulation of bird strike [3,4].
SPH is a Lagrangian meshless method that can naturally account for
TagedPIn the last decades the advancements in numerical simulation extremely large deformations. Unfortunately this method is cursed
techniques together with the necessity to improve aircraft perfor- with consistency and stability issues [5,6] that can sometimes com-
mance without excessively increasing costs have made numerical promise the entire simulation. Moreover, it is usually more expen-
methods an essential tool both in design and certification phases of sive than Finite Element approaches (see e.g. [7]). The Particle Finite
aircraft components. When it comes to bird strike, the most difficult Element Method (PFEM), initially introduced in the field of civil engi-
task from a numerical standpoint is the modeling of the bird, which neering [8,9], is a Lagrangian particle method that has proven to be a
undergoes extremely large deformations. Moreover, as well known, powerful tool to solve complex free-surface fluid-structure interac-
when high velocity impact is concerned, the bird is often reduced, tion. The method can account for very large deformations, but pre-
even experimentally, to a surrogate projectile modeled as a weakly serving the robustness and generality of the Finite Element method,
compressible fluid (typically a mixture of water and air), as dis- and thus owning a key advantage over other approaches. The key
cussed by Wilbeck [1]. From a numerical standpoint, the presence of idea of the PFEM is the use of classical Finite Elements combined
a free surface and the strong interaction with the aircraft structure with a very fast remeshing procedure that allows the treatment of
represent a challenge for traditional computational fluid dynamics extremely large deformations, including separation and fragmenta-
methods based on an Eulerian grid. On the other hand, classical tion. In this work a preliminary assessment of this method in the
Lagrangian methods cannot cope with the extremely large deforma- framework of bird strike is proposed. First of all, a short description
tions experienced by the projectile during the impact, and in prac- of the PFEM is given. In the second part some academic tests are con-
tice some artifacts have to be introduced to control the element ducted for impacts on rigid surfaces. First, the case of a water jet
distortion, often leading to a loss of generality and robustness. More- impacting a rigid surface is considered and then the one of a more
over, since explicit time integration is usually employed, the pres- realistic bird impact. Results are compared to available theoretical
ence of distorted elements would lead to a drastic reduction in the and experimental data. The capabilities of the method to take into
time step size, degrading the computational efficiency. As an alter- account separation and fragmentation are also highlighted through
native to Finite Elements, the Smoothed Particle Hydrodynamics a bird impact over a rigid pseudo wing leading edge. Then, the
method is tested on more demanding cases, involving deformable
*
Corresponding author. targets and strong interaction between the bird and the impacted
E-mail address: marcolucio.cerquaglia@ulg.ac.be (M.L. Cerquaglia). structure. In this case, the structure is modeled using a distinct Finite
http://dx.doi.org/10.1016/j.ijimpeng.2017.05.014
0734-743X/© 2017 Elsevier Ltd. All rights reserved.
2 M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113
TagedPElement solver and the coupling is enforced using a partitioned algo- TagedP TagedP1. Define the particle connectivity through a Delaunay triangula-
rithm. For the structural part the software employed in this work is tion;
Metafor, an object-oriented Finite Element solver developed at the TagedP2. identify the domain boundaries using the a-shape technique;
ge.1 It is worth underlining that, to the best of the
University of Lie TagedP3. solve the governing equations making use of linear FE shape
authors’ knowledge, this is the first attempt to use PFEM in combina- functions;
tion with FEM in large plastic deformations in a partitioned way. A TagedP4. use the solution obtained from the previous step to update the
partitioned coupling of PFEM with FEM was already proposed in [10] particle positions.
but it included only elastic material behavior. The method is first val-
idated on a dam break against an elastic obstacle. Then, a pseudo
TagedPThis procedure is schematically described in Fig. 1 for better
bird impact on a clamped beam and a bird impact on a deformable
understanding. In the following, several technical aspects of the
metallic panel are analyzed. Whenever possible, the results are com-
implementation are omitted. For a complete description of the
pared to those available in the literature. It is also to be underlined
method, the reader is referred e.g. to Idelsohn et al. [8] or On eate
that no damage or failure of the structural parts (targets) are taken
et al. [9]. Finally, it is important to note that the present work focuses
into account in any of the examples presented in this work.
on two-dimensional cases.
TagedPby the creation of the new fluid elements. However, the amount of TagedPwhere Nel is the total number of elements. The parameter tePSPG can
created mass is directly proportional to the elements size and can be be computed as
always reduced by refining the discretization, if needed.
t ePSPG ¼ h~
e
TagedPAlternatively, free-slip conditions could be employed, but the ð8Þ
imposition of such conditions is not trivial in the framework of the 2kU ~ k;
PFEM. Recently, the authors have proposed an efficient way to impose where h~ e is defined as the diameter of the circle which is area-equiv-
free-slip conditions in the context of fluid-structure interaction prob- alent to element e and U ~ is a global user-defined scaling velocity
lems solved via the PFEM [14], but for the moment these have not [16].
been applied to the impact problems analyzed in this paper.
TagedPsimulations. A discretization corresponding to 10 particles along the tTagedP he only interesting quantity: the pressure profile along the wall is
half width, R/2, is chosen for further studies. The resulting mesh is also important. In his studies, Schach [17] proposes a theoretical and
shown in Fig. 3(b). However, the pressure at the impact point is not an experimental profile, both reported in Fig. 5(a) together with the
Fig. 4. Impact of a water jet on a rigid flat wall. Convergence analysis at u0 ¼ 10m=s: pressure evolution at the center of the wall. The number of particles refers to the half-
width, R. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.)
M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113 5
Fig. 5. Impact of a water jet on a rigid flat wall. Analysis of the pressure profile along the wall and stagnation pressure. Discretization: 10 particles along the half-width, R.
TagedPanalytical solution proposed by Liu et al. [18]. These results are com-
pared to the profile obtained with the PFEM, evaluated at the middle
of the simulation, i.e. T/2, this instant being considered as the closest
to the case of a stationary jet. The agreement is fairly good, especially
if one considers that a two-dimensional finite jet is analyzed instead
of a three-dimensional axisymmetric stationary jet and that theoret-
ical results are also derived under some simplifying assumptions.
TagedPIn this section different impact speeds which fall into the range of
interest for bird impact on aeronautical structures are considered. To
evaluate the quality of the results obtained, the stagnation pressure Fig. 6. Bird impact on a rigid flat wall. Bird models. The two models have the same
at the center of the wall is chosen as a representative quantity. For a mass. The model with flat bottom is discretized with 1115 particles. The model with
hemicylindrical bottom is discretized with 850 particles.
stationary jet, this pressure is equal to pth S ¼ 2 ru0 ; i.e. it grows with
1 2
Fig. 7. Bird impact on a rigid flat wall. Pressure at the center of the wall. (For interpretation of the references to colour in this figure legend, the reader is referred to the web
version of this article.)
TagedPangles is shown in Fig. 8(a). As one could expect, as the impact tTagedP arget is still rigid, the only purpose of this study is to prove the
becomes more and more oblique, both the initial peak in the pres- capabilities of the PFEM to take into account extremely large defor-
sure and the total load transmitted to the structure decrease. In par- mations and eventually the complete fragmentation of the impact-
ticular, one would expect the stagnation pressure to be roughly ing body. Indeed, the bird is often cut during the impact, either by
proportional to the sine of the incidence angle. The value of the theo- the leading edge of a wing or by the fan blades in an engine, and this
retical stagnation pressure for the different angles are reported in has of course important consequences on the dynamics of the
dotted lines in Fig. 8(a): the numerical results follow the theoretical impact event. Being capable to take this fact into account is thus of
prediction with reasonable accuracy. For completeness, a compari- paramount importance. The geometry of the problem is described in
son with experimental results [1] for an impact angle of 45° is pro- Fig. 9(a). The front part of the leading edge has been constructed
posed in Fig. 8(b). As for the normal impact, the agreement is again using a B-spline whose control points are A, B and C. The two
very good. It is worth underlining that the negative pressure peak remaining segments (in green) are straight lines. The discretization
appearing in the simulation is a numerical artifact coming from the employed for the simulation is depicted in Fig. 9(b). The initial speed
fact that in an incompressible formulation the pressure is defined up is 100 m/s. The global evolution of the impact event is shown in
to a constant (i.e. a reference pressure). Here, this reference pressure Fig. 10. As it can be observed the method is perfectly capable of
is fixed to zero, meaning that depression regions correspond to neg- accounting for extremely large deformations up to the complete sep-
ative pressures. In this case, the depression is caused by the bird aration of the bird into halves. It has to be noticed that no conver-
flowing almost tangentially to the wall (due to its shape) at the very gence or stability problems arose during the simulation.
beginning of the impact.
4.2. Bird impact on deformable obstacles
TagedP4.1.2. Bird impact on a pseudo leading edge, u0 ¼ 100 m/s
TagedPIn this example, the bird model previously validated is tested for TagedPAfter the preliminary theoretical studies of Section 4.1 and the
the impact on a pseudo-leading edge of an aircraft wing. Since the assessment of the present method for impacts on rigid surfaces, the
Fig. 8. Oblique bird impacts on a rigid flat wall. Pressure at the center of the wall.
M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113 7
Fig. 9. Bird impact on a pseudo leading edge. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.)
TagedPapproach is evaluated for the case of impacts on deformable targets. sTagedP teps 15 are only performed once per time step. In the simplest
This is, of course, one of the necessary steps towards the application case of implicit coupling, on the other hand, the above procedure is
of the present method to real-life cases. Due to the use of a fluid repeated within one time step, until a given convergence criterion is
model for the bird, impacts on deformable surfaces fall into the fulfilled, which can be regarded as a fixed-point algorithm [22]. In
broader field of fluid-structure interaction problems. In this context, this work, an implicit DirichletNeumann procedure is employed
two large families of algorithms can be identified: monolithic and and the convergence criterion is defined as
partitioned approaches.
1
TagedPMonolithic schemes employ the same formulation for both the pffiffiffiffiffiffiffi k rnþ1 k < ɛFSI ; nþ1
riþ1 ¼ d nþ1 nþ1
iþ1 d i ; ð11Þ
neq iþ1
solid and fluid portions of the domain so that no “external” coupling
procedure between the solid and the fluid part is needed: all equa- where n and i represent the time step and iteration numbers
tions are solved at the same time by a single code. This is a big disad- respectively, neq is the number of interface equations, and eFSI is
vantage of the approach since the most efficient codes have been the chosen tolerance, fixed at 106 for the examples appearing in
designed to solve either NavierStokes or solid mechanics equa- this work.
tions, which require different formulations and specific algorithms. TagedPThe main disadvantage of partitioned algorithms is that the cou-
By contrast, in partitioned approaches, the fluid and solid problems pling procedure may diverge, inducing instabilities or convergence
are solved separately in an iterative way, thus allowing dedicated issues, in the case of explicit or implicit couplings, respectively. This
software to be used in each case. is the case, for instance, when the fluid and solid densities are simi-
TagedPThe most employed partitioned algorithm is the Diri- lar, leading to well-documented problems linked to the so-called
chletNeumann procedure, which can be summarized as follows: ‘added mass’ effect (see e.g. [23,24]).
TagedPTo enhance (or even ensure) convergence, a relaxation procedure
is exploited in this work, which means that a weighted displacement
TagedP1. At a given time, tnþ1 ; get a suitable set of displacements, d, and
velocities, u, for the fluid-solid interface (usually coming from d nþ1 nþ1 nþ1 nþ1 nþ1
iþ1 ¼ viþ1 d iþ1 þ ð1 viþ1 Þd i ð12Þ
the previous solution of the solid equations);
is used to impose Dirichlet boundary conditions to the fluid, in step 2
TagedP2. Consider the solid-to-fluid interface as a Dirichlet boundary for
of the above procedure. That is, the predicted solid displacements
the fluid;
are “relaxed” before being applied to the fluid. Since, in the general
TagedP3. Solve the fluid equations using the predicted velocities as Dirich-
case, an optimal value of the relaxation parameter v cannot be
let boundary conditions;
defined a priori, Aitken’s relaxation is employed here, as discussed in
TagedP4. Consider the fluid-to-solid interface as a Neumann boundary for
[22,25]. The relaxation parameter is then computed automatically
the solid;
as:
TagedP5. Solve the solid equations by taking into account the forces com-
ing from the fluid. rnþ1 T rnþ1 rnþ1
nþ1 nþ1 i iþ1 i
viþ1 ¼ vi ð13Þ
nþ1 nþ1 2
r r
TagedPThe coupling can be either explicit (see e.g. [20] and references iþ1 i
therein) or implicit (see e.g. [21]). When the coupling is explicit,
8 M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113
Fig. 11. Dam break against an elastic obstacle. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.)
TagedPexplanations for these differences, including the different models TagedP ypothesis, all the main features of the phenomenon are taken into
h
used for the beam, but the authors believe that the main reason is account: high energy involved, strong interaction between the bird
the contact interaction between the bird and the beam: in LS-Dyna and the structure, large deformations of the bird, and large strains in
the bird seems to ricochet off the solid surface, while, in the case of the structure that undergoes both elastic and plastic deformations.
PFEM, the fluid sticks to it, since no-slip conditions are imposed at At the authors’ best knowledge, this is the first example in the litera-
the fluid-solid interface. ture of partitioned PFEM-FEM coupling where plasticity is taken into
TagedPIn this sense, the use of free-slip conditions at the fluid-solid account for the solid part and highlighting in this way the interest in
interface (as discussed in [14]) has been investigated. A snapshot of using and optimizing partitioned algorithms, whenever complex
the end of the simulation (t ¼ 0:6s) comparing no-slip and free-slip material laws have to be included in the model. The geometry of the
conditions is reported in Fig. 17. As it can be observed the behavior problem is inspired to the (3D) benchmark presented in [4] and
of the projectile is rather sensitive to the boundary conditions depicted in Fig. 19(a), where L ¼ 0:4 m. The panel thickness is 6.35
that are employed. Nonetheless, the corresponding effects on the mm. The discretization employed is described in Fig. 19(b): the bird
response of the beam are almost negligible, as it can be appreciated is modeled as in previous examples of Section 4.1 of this work, while
in Fig. 18. This is due to the fact that, even if the projectile flows over the panel is discretized with 400 elements along its length and 4 ele-
the beam in the case of free-slip conditions, it still cannot quit the ments across the thickness. To avoid hydrostatic locking in plasticity
surface of the target. Thus, its momentum is transferred to the beam 4-node quadrangular finite elements with selective reduced integra-
in approximately the same amount as when no-slip conditions are tion and constant pressure [36] are employed for the panel. The
employed. ends of the panel are fixed in the horizontal direction and the two
bottom nodes at the two extremities are fixed in both horizontal and
TagedP4.2.3. Bird impact on a metallic panel vertical directions. Typical physical properties of low-alloy steels
TagedPIn this last example an event representative of a real bird impact (see for example [37]) are chosen for the panel in this example. The
on a metallic panel is simulated. Except for the two-dimensional metallic panel has a density of 7800 kg/m3, a Young’s modulus of
10 M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113
Fig. 14. Bird impact on a clamped beam. (For interpretation of the references to
colour in this figure legend, the reader is referred to the web version of this article.)
Fig. 12. Dam break against an elastic obstacle. Results at different time instants. Left
column: present method. Right column: Idelsohn et al. [31]. (For interpretation of the
references to colour in this figure legend, the reader is referred to the web version of
this article.)
Fig. 13. Dam break against an elastic obstacle. Time evolution of the horizontal dis- Fig. 15. Bird impact on a clamped beam. Results at different time instants. (For inter-
placement of the obstacle upper-left corner. (For interpretation of the references to pretation of the references to colour in this figure legend, the reader is referred to the
colour in this figure legend, the reader is referred to the web version of this article.) web version of this article.)
M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113 11
Fig. 16. Bird impact on a clamped beam. Time evolution of the beam tip horizontal Fig. 18. Bird impact on a clamped beam. Time evolution of the beam tip horizontal
displacement. displacement using different boundary conditions. (For interpretation of the referen-
ces to colour in this figure legend, the reader is referred to the web version of this
article.)
TagedP210 GPa, and a Poisson’s ratio of 0.3. Moreover, a yield stress of sTagedP tage. At around 1:6 102 s the impact can be considered over: the
300 MPa and a linear isotropic hardening with plastic modulus equal bird is completely crushed onto the structure and a great part of its
to 1 GPa are employed for the description of the plastic deformation. kinetic energy has been transferred to the panel. These observations
Again, a ChungHulbert time integration scheme [33] is employed are confirmed by the evolution over time of the kinetic energies and
for the solid domain. For the sake of readability a detailed descrip- internal works of the bird and the panel, reported in Fig. 21. Concern-
tion of the solid formulation in the framework of large deformations ing the panel, a stress concentration can be observed close to the fix-
and plasticity is not given here. However, the interested reader can ations. The Von Mises stress there is higher than the yield stress,
refer to Metafor documentation (http://metafor.ltas.ulg.ac.be/doku thus leading to the presence of a plastic region. The stresses are
wiki/), or to [38] for further details. lower in the central part of the panel, which only undergoes very
TagedPThe global evolution of the impact is reported in Fig. 20. In the small plastic strains (see Fig. 20(a) and (b)). During this work the
first phase of the impact the phenomenon is driven by the bird, authors remarked the absence in the literature of 2D benchmarks
that pushes the panel which accelerate, gaining some kinetic for bird strike. Since this example could be employed for further
energy, and undergoes large deformations at the same time, comparison by other authors, the time evolution of the vertical
absorbing a large amount of the initial kinetic energy of the bird. displacement of the central point of the panel is reported in Fig. 22
Starting from about 4 103 s, the few kinetic energy left to the for completeness. The result is consistent with the aforementioned
panel is mainly linked to residual vibrations. The mutual interaction evolution of the phenomenon.
between the panel and the bird becomes more significant at this
Fig. 17. Bird impact on a clamped beam. Results at t = 0.6s for no-slip and free-slip Fig. 19. Bird impact on a flexible metallic panel. (For interpretation of the references
conditions. to colour in this figure legend, the reader is referred to the web version of this article.)
12 M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113
Fig. 20. Bird impact on a flexible metallic panel. Results at different time instants. (For interpretation of the references to colour in this figure legend, the reader is referred to the
web version of this article.)
Fig. 22. Bird impact on a flexible metallic panel. Time evolution of the vertical dis-
Fig. 21. Bird impact on a flexible metallic panel. Energy balance. placement of the center of the panel.
M.L. Cerquaglia et al. / International Journal of Impact Engineering 109 (2017) 113 13
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