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Influence of the cell geometry on the tensile strength of open-cell ceramic foams

Abstract

Nowadays used open cell foam ceramic materials are mostly of irregular structure which means that the shape of particular foam cells does not exhibit any regular pattern. On one hand, such foam structures lead to only very slight anisotropic or even isotropic behavior upon the mechanical loading, but on the other hand they do not have an optimal resistance to failure upon given loading conditions and level of porosity. The strength of the ceramic foam structure can be thus further improved by design of cells having various regular shapes. Such foams can finally exhibit an orthotropic behavior from both the elastic and strength point of view. To understand how different types of cells influence the foam characteristics in various directions, foam structures with various cell shapes were thus studied and investigated in terms of their tensile strength within this contribution. The structures were modelled by means of beam element based FE models and by utilization of the stress criterion defining failure of particular struts. Totally six different cell types were analyzed under consideration of the same porosity of the final foam structure and amount of the strength anisotropy was quantified. Relation between orientation of struts with respect to a loading direction and the foam strength was discussed in more details. Recommendations for an employment of particular cell types for specific loading conditions were given.

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Influence of the cell geometry on the tensile strength of open-cell ceramic foams

Author: Ševeček, Oldřich; Papšík, Roman; Majer, Zdeněk; Kotoul, Michal
Publisher: Elsevier
Year: 2020
DOI: 10.1016/j.prostr.2020.01.144
Source: https://dspace.vut.cz/bitstreams/175cba02-fbec-4d1f-b9e6-af1de9e2b04c/download
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2019 The Au ho s. Published by Else ie B.V.
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Pee - e iew unde esponsibili y o he scien i ic commi ee o he ICMSMF o ganize s
10.1016/j.p os .2020.01.144
10.1016/j.p os .2020.01.144 2452-3216
© 2019 The Au ho s. Published by Else ie B.V.
This is an open access a icle unde he CC BY-NC-ND license (
h p://c ea i ecommons.o g/licenses/by-nc-nd/4.0/
)
Pee - e iew unde esponsibili y o he scien i ic commi ee o he ICMSMF o ganize s
A ailable online a www.sciencedi ec .com
ScienceDi ec
S uc u al In eg i y P ocedia 00 (2019) 000–000
www.else ie .com/loca e/p ocedia
2452-3216 © 2019 The Au ho s. Published by Else ie B.V.
This is an open access a icle unde he CC BY-NC-ND license (h p://c ea i ecommons.o g/licenses/by-nc-nd/4.0/)
Pee - e iew unde esponsibili y o he scien i ic commi ee o he IC MSMF o ganize s.
9 h In e na ional Con e ence on Ma e ials S uc u e and Mic omechanics o F ac u e
In luence o he cell geome y on he ensile s eng h o open-cell
ce amic oams
Oldřich Še ečeka*, Roman Papšíka, Zdeněk Maje a, Michal Ko oula
a B no Uni e si y o Technology, Facul y o Mechanical Enginee ing, Ins i u e o Solid Mechanics, Mecha onics and Biomechanics, Technická
2896/2, 616 69 B no, Czech Republic
Abs ac
Nowadays used open cell oam ce amic ma e ials a e mos ly o i egula s uc u e which means ha he shape o pa icula oam
cells does no exhibi any egula pa e n. On one hand, such oam s uc u es lead o only e y sligh aniso opic o e en iso opic
beha io upon he mechanical loading, bu on he o he hand hey do no ha e an op imal esis ance o ailu e upon gi en loading
condi ions and le el o po osi y. The s eng h o he ce amic oam s uc u e can be hus u he imp o ed by design o cells ha ing
a ious egula shapes. Such oams can inally exhibi an o ho opic beha io om bo h he elas ic and s eng h poin o iew. To
unde s and how di e en ypes o cells in luence he oam cha ac e is ics in a ious di ec ions, oam s uc u es wi h a ious cell
shapes we e hus s udied and in es iga ed in e ms o hei ensile s eng h wi hin his con ibu ion. The s uc u es we e modelled
by means o beam elemen based FE models and by u iliza ion o he s ess c i e ion de ining ailu e o pa icula s u s. To ally
six di e en cell ypes we e analyzed unde conside a ion o he same po osi y o he inal oam s uc u e and amoun o he s eng h
aniso opy was quan i ied. Rela ion be ween o ien a ion o s u s wi h espec o a loading di ec ion and he oam s eng h was
discussed in mo e de ails. Recommenda ions o an employmen o pa icula cell ypes o speci ic loading condi ions we e gi en.
© 2019 The Au ho s. Published by Else ie B.V.
This is an open access a icle unde he CC BY-NC-ND license (h p://c ea i ecommons.o g/licenses/by-nc-nd/4.0/)
Pee - e iew unde esponsibili y o he scien i ic commi ee o he IC MSMF o ganize s.
Keywo ds: ce amic oam; Kel in cell; Vo onoi essela ion; ensile s eng h; FE model
1. In oduc ion
Open cell oam ce amic ma e ials a e nowadays widely used in a ious ligh weigh , high empe a u e o il e ing
applica ions bu s ill no e y o en in mechanically loaded applica ions due hei ela i ely low esis ance o ailu e.
* Co esponding au ho . Tel.: +420 5 4114 2857
E-mail add ess: se ece[email p o ec ed].cz
A ailable online a www.sciencedi ec .com
ScienceDi ec
S uc u al In eg i y P ocedia 00 (2019) 000–000
www.else ie .com/loca e/p ocedia
2452-3216 © 2019 The Au ho s. Published by Else ie B.V.
This is an open access a icle unde he CC BY-NC-ND license (h p://c ea i ecommons.o g/licenses/by-nc-nd/4.0/)
Pee - e iew unde esponsibili y o he scien i ic commi ee o he IC MSMF o ganize s.
9 h In e na ional Con e ence on Ma e ials S uc u e and Mic omechanics o F ac u e
In luence o he cell geome y on he ensile s eng h o open-cell
ce amic oams
Oldřich Še ečeka*, Roman Papšíka, Zdeněk Maje a, Michal Ko oula
a B no Uni e si y o Technology, Facul y o Mechanical Enginee ing, Ins i u e o Solid Mechanics, Mecha onics and Biomechanics, Technická
2896/2, 616 69 B no, Czech Republic
Abs ac
Nowadays used open cell oam ce amic ma e ials a e mos ly o i egula s uc u e which means ha he shape o pa icula oam
cells does no exhibi any egula pa e n. On one hand, such oam s uc u es lead o only e y sligh aniso opic o e en iso opic
beha io upon he mechanical loading, bu on he o he hand hey do no ha e an op imal esis ance o ailu e upon gi en loading
condi ions and le el o po osi y. The s eng h o he ce amic oam s uc u e can be hus u he imp o ed by design o cells ha ing
a ious egula shapes. Such oams can inally exhibi an o ho opic beha io om bo h he elas ic and s eng h poin o iew. To
unde s and how di e en ypes o cells in luence he oam cha ac e is ics in a ious di ec ions, oam s uc u es wi h a ious cell
shapes we e hus s udied and in es iga ed in e ms o hei ensile s eng h wi hin his con ibu ion. The s uc u es we e modelled
by means o beam elemen based FE models and by u iliza ion o he s ess c i e ion de ining ailu e o pa icula s u s. To ally
six di e en cell ypes we e analyzed unde conside a ion o he same po osi y o he inal oam s uc u e and amoun o he s eng h
aniso opy was quan i ied. Rela ion be ween o ien a ion o s u s wi h espec o a loading di ec ion and he oam s eng h was
discussed in mo e de ails. Recommenda ions o an employmen o pa icula cell ypes o speci ic loading condi ions we e gi en.
© 2019 The Au ho s. Published by Else ie B.V.
This is an open access a icle unde he CC BY-NC-ND license (h p://c ea i ecommons.o g/licenses/by-nc-nd/4.0/)
Pee - e iew unde esponsibili y o he scien i ic commi ee o he IC MSMF o ganize s.
Keywo ds: ce amic oam; Kel in cell; Vo onoi essela ion; ensile s eng h; FE model
1. In oduc ion
Open cell oam ce amic ma e ials a e nowadays widely used in a ious ligh weigh , high empe a u e o il e ing
applica ions bu s ill no e y o en in mechanically loaded applica ions due hei ela i ely low esis ance o ailu e.
* Co esponding au ho . Tel.: +420 5 4114 2857
E-mail add ess: se ecek@ me. u b .cz
554 Oldřich Še eček e al. / P ocedia S uc u al In eg i y 23 (2019) 553–558
2 Oldřich Še eček / S uc u al In eg i y P ocedia 00 (2019) 000–000
Nomencla u e
a dimensions o he FE model
DC cell size (diame e o he sphe e insc ibed in he cell)
DS s u diame e
Ebulk Young´s modulus o he bulk ce amic
F applied o ce upon he oam ailu e
ui displacemen in he di ec ion o he coo dina e sys em axes (i=x,y,z)
x, y, z Ca esian coo dina e sys em axes

i o a ional deg ee o eedom on he nodes o he beam elemen s (i=x,y,z)

bulk Poisson´s a io o he bulk ce amic

c ensile s eng h o he bulk ce amic ma e ial

appa en ailu e s ess o he oam s uc u e
Mos o hese s uc u es a e composed o cells ha ing i egula shapes coming mos ly om he p ocessing echnology
(e.g. he eplica me hod). Thanks o a signi ican de elopmen in he ield o addi i e manu ac u ing i is howe e
possible o p epa e ce amic oam s uc u es also by 3D p in ing echnology whe e a bi a y shape o pa icula cells
can be p epa ed. Such echnology enables hus o design oams wi h signi ican ly be e mechanical p ope ies
(including ensile s eng h) han he cu en ly used i egula oam s uc u es. An example o possible designs o open
cell oam s uc u es is shown in Fig. 1. These designs will be also u he in es iga ed wi hin his wo k.
Unde s anding and p edic ion o ac u e o such oams unde a ious loading condi ions is hus essen ial o enable
hei employmen in mechanically loaded applica ions. In he i s app oxima ion, he mechanical s eng h o hese
s uc u es can be oughly es ima ed using ela ions p esen ed e.g. by Gibson and Ashby (1999), Fleck and Qiu (2007),
Romijn and Fleck (2007), Quin ana Alonso and Fleck (2007) which we e mainly de i ed o simple 2D o 3D oam
s uc u es wi h egula cell pa e n. Ano he po en ial and mo e p ecise way how o es ima e he s eng h o he open
cell oam s uc u es is o use hei 3D Fini e Elemen (FE) models based on he beam elemen s ( ep esen ing pa icula
s u s) which can ake in o accoun he eal size o he specimen, eal a e age cell size o s u hickness, e en ually
also shape o he s u c oss-sec ion. Such an app oach can be ound e.g. in Še eček e al. (2019), Jin and Wang (2012),
Še eček e al. (2017) o Še eček e al. (2018). I s main ad an age lays in s ill ela i ely low compu a ional cos s when
also bigge oam olumes a e assessed (since each s u is ep esen ed usually jus by one o ew beam elemen s). The
simples condi ion o he de ini ion o he s u ailu e is he s ess condi ion de ining ailu e o he co esponding
Fig. 1. Analysed shapes o cells wi hin he open-cell oam s uc u es: (a) cubic, (b) hexagonal p ism, (c) iangula p ism, (d)
hombododecahed al, (e) e akaidecahed al (Kel in cell), ( ) i egula .
a
b
c
e
d
Oldřich Še eček e al. / P ocedia S uc u al In eg i y 23 (2019) 553–558 555
Oldřich Še eček / S uc u al In eg i y P ocedia 00 (2019) 000–000 3
s u when he maximum ensile s ess on i exceeds he ensile s eng h

c o he ma e ial. I was shown ha e en his
simple me hod p o ides ela i ely good app oxima ions o he oam ensile s eng h p edic ions in compa ison wi h
expe imen al obse a ions Še eček e al. (2019).
Main aim o his pape is o u ilize he abo e men ioned modelling me hod o analyze he in luence o geome y o
cells shown in Fig. 1 on he mechanical s eng h o open cell oam s uc u es composed o hese cells. The oam
s eng h will be s udied in a ious di ec ions in o de o cha ac e ize he le el o aniso opic esponse o pa icula
cells. Ob ained esul s will help o ind a design o he mos sui able oam s uc u e o a gi en mechanically loaded
componen ha ing a desi ed eliabili y.
2. Nume ical simula ions
2.1. FE model
Foam s uc u es wi h a ious shapes o cells shown in Fig. 1 we e c ea ed using he Vo onoi essella ion echnique
in ma hema ical so wa e MATLAB and hen expo ed in o he FE sys em ANSYS. He e, pa icula s u s we e
meshed using beam elemen s. An app oach o modelling o oam s uc u es based on beam elemen s (al eady
p esen ed in p e ious wo k o au ho s - Še eček e al. (2019)) was employed. Namely, each s u was modelled using
h ee beam elemen s. A he ends o each s u igid beam elemen s MPC184 o leng h 0.3Ds (s u diame e ) we e
used in o de o co ec ly cap u e he s i ness o he connec ion o mul iple s u s in one node. The cen al pa o he
s u was modelled using s anda d quad a ic beam elemen s BEAM183 wi h 6 deg ees o eedom in each node. Mo e
de ails abou his modelling app oach can be ound in he abo e men ioned e e ence. To in es iga e he ensile
s eng h, a cubic model o size 10x10x10mm (Fig. 2a) wi h inne oam s uc u e shown in Fig. 2(b)-(g) was employed.
Dimensions o each cell wi hin his model we e de ined by a sphe e o a uni diame e Dc=1mm insc ibed in his cell.
Diame e o s u s Ds was se so as o ob ain o al po osi y o he oam s uc u e o 85% in all cases depic ed in Fig. 1.
The po osi y o 85% co esponds o he po osi y o a ailable (i egula cell) ce amic oam specimens p epa ed by he
eplica me hod om VUCOPOR®A ma e ial. The whole model was always clamped on one side and on he opposi e
side displacemen load in z (e en ually x and y) di ec ion was applied – see de ined bounda y condi ions in Fig. 2(a).
Fig. 2. (a) Bounda y condi ions applied on he bounda y o he beam elemen based FE model o he oam s uc u e; Beam elemen based
FE model o (b) cubic, (c) hexagonal p ism, (d) iangula p ism, (e) hombododecahed al, ( ) Kel in, (g) i egula oam s uc u e.
u
z
a= 10 mm
u
x
= u
y
= u
z
=0
x=y =0
u
x
= u
y
=0; u
z
>0
x=y =0
a
a
x
z
y
a
a
b
c
d
e
g
DC
DS
556 Oldřich Še eček e al. / P ocedia S uc u al In eg i y 23 (2019) 553–558
4 Oldřich Še eček / S uc u al In eg i y P ocedia 00 (2019) 000–000
The Young’s modulus o he ce amic ma e ial was conside ed o be Ebulk=90 000 MPa, Poisson´s a io bulk=0.25
and ensile s eng h o he bulk ma e ial

c=60MPa (which all co esponds o a “VUCOPOR®A” - Al2O3 based
ce amic oam) – see Še eček e al. (2019). The c ea ed models we e o med o 2k-14k s u s (depending on he ype
o he s uc u e shown in Fig. 2(b)-(g).
2.2. Simula ion o he ensile es – de e mina ion o he ensile s eng h
In o de o de e mine a ensile s eng h o , in o he wo ds, he c i ical applied o ce leading o b eakage o he
specimen, a s ess c i e ion, deciding abou ailu e o pa icula s u s, was employed. The model was subjec ed o
s epwise displacemen load (in z, x and y di ec ion) and in each loading sub-s ep he s ess condi ions in all s u s we e
moni o ed. In case when he ensile s ess on he s u su ace exceeded i s c i ical alue (in ou case co esponding o
he s eng h o he bulk ce amic

c=60MPa) he co esponding elemen o he s u was emo ed and a new FE solu ion
wi h he same applied load was pe o med. I he e we e, wi hin he nex simula ion s ep, no s u s wi h s esses highe
han

c, he applied displacemen was inc eased and he whole p ocedu e epea ed. Such a simula ion p ocess was
i e a ed un il he whole oam s uc u e was di ided in o 2 pieces o a leas un il ha momen when he eac ion o ce
a op nodes o he model s a ed o d op (which indica ed ha he ensile s eng h o he oam s uc u e was a ained)
– o mo e in o ma ion see Še eček e al. (2019). An example o he inal ac u e su ace ob ained on he beam
elemen based model o he hombododecahed al and i egula oam s uc u e is shown in Fig. 3(a)-(b). The amoun
o b oken s u s was a ound 490 in case o he i egula oam s uc u e and a ound 540 in case o he Kel in cell
s uc u e. These numbe s co espond also app oxima ely o he amoun o simula ion s eps which had o be pe o med
o ecei e inal ac u e su ace and whole loading cu e shown in Fig. 3(c). The g aph in Fig. 3(c) shows ypical
loading cu es ob ained om he ensile es simula ion (again o he case o hombododecahed al and i egula oam
mesh). Namely, i is he o al eac ion o ce in op nodes calcula ed o a gi en displacemen load. One can also obse e
in his g aph ha he i egula oam s uc u e is almos 3 imes s i e han he hombododecahed al upon conside a ion
o he same le el o po osi y o bo h meshes (85%). This can be explained by a p esence o la ge amoun o sho
s u s which makes he nodal poin s o he oam s uc u e s i e and also by p esence o s u s o ien ed in a ious
di ec ion (in case o he hombododecahed al mesh all s u s a e inclined by 45° wi h espec o he loading di ec ion).
Fig. 3. Examples o he inal oam ac u e a e he whole i e a i e simula ion p ocess o he case o (a) hombododecahed al oam
s uc u e and (b) i egula oam s uc u e; (c) example o he F(u) loading cu es o hombododecahed al and i egula oam s uc u e
ob ained om he FE simula ion.
a
b
Rhombododecahed al cells
I egula cells
c
F
=24.7N
Oldřich Še eček e al. / P ocedia S uc u al In eg i y 23 (2019) 553–558 557
Oldřich Še eček / S uc u al In eg i y P ocedia 00 (2019) 000–000 5
3. Resul s and discussion
The g aph in Fig. 4 shows esul s o he no malized ensile s eng hs calcula ed o all in es iga ed oam s uc u es
shown in Fig. 2 by means o he uniaxial ensile es simula ion desc ibed in he p e ious sec ion (and pe o med o
an uniaxial loading o he oam s uc u e in x, y and z axis). Fo easie compa ison o s eng hs o pa icula cell shapes,
all ensile s eng hs we e di ided by he minimal ensile s eng h de e mined on he hombododecahed al mesh which
was, o he geome y shown in Fig. 1(d) o Fig. 3(a), de e mined o be F = F ,min=24.7N (see Fig. 3(c)). In e ms o
s ess ( ela ed o he model c oss-sec ional a ea) has he ensile s eng h o hombododecahed al mesh alue o

=

,min=F ,min/S=0.247 MPa ( o specimen c oss-sec ional a ea S=a

a=10

10=100mm2 – see Fig. 2(a)).
By quali a i e compa ison o all in es iga ed s uc u es (ha ing always he same po osi y 85%) i was ound ha
he highes esis ance o uniaxial mechanical load is ob ained in case o oams ha ing mos o s u s o ien ed in he
loading di ec ion so ha p ima ily pu e ensile mode is induced on hem (which is a case o cubic and hexagonal cells
in he z-di ec ion). The cubic mesh exhibi ed he same mechanical s eng h in all 3 p incipal axes while he hexagonal
mesh had signi ican ly lowe ac u e esis ance in x and y di ec ion (due o p esence o inclined s u s in x and y
di ec ion). On he inclined s u s o he oam s uc u e bending loading is induced which leads o signi ican ly highe
su ace s esses ( esponsible o a s u ailu e upon lowe applied load) in compa ison wi h s u s loaded by pu e
ension upon he same ex e nal load. The only excep ion is he iangula p ism cell which exhibi s highe s eng h
e en when i is loaded in he (y) di ec ion whe e inclined cells a e p esen – as shown in Fig. 4. The eason o such
beha iou is he ac ha he inclined cells lays only in he plane xy and o m a uss s uc u e on whose s u s jus
pu e ensile o comp essi e loading occu s (in o he wo ds, no bending componen on s u s due hei special o ma ion
in he xy plane is p esen ).
One has o no e ye ha all he in es iga ed oam s uc u es we e loaded and analysed always in he di ec ion o
main p incipal axes x, y and z (see Fig. 2). Ne e heless, some o he s uc u es (such as he cubic cell mesh) can
exhibi signi ican ly lowe s eng h when hey a e loaded in o he di ec ion han he p incipal one (since he s u s will
become subjec ed o bending and no only o a pu e ension). The cubic s uc u e is hus sui able only o cases whe e
he loading is o ien ed always in he di ec ion o p incipal axes. In ha case he s eng h o he cubic s uc u e is
app oxima ely 12 imes highe han o he hombododecahed al cell mesh (upon he same oam po osi y) which is a
signi ican di e ence. I jus a uniaxial loading is expec ed wi hin he designed componen , he mos ac u e esis an
oam upon he gi en po osi y is he hexagonal p ism oam (in he di ec ion z - pe pendicula o a hexagon plane). On
Fig. 4. Compa ison o he ela i e ensile s eng h o all in es iga ed oam s uc u es in di ec ions o he Ca esian coo dina e sys em axes.
The alues o ensile s eng hs a e no malized by he minimal ensile s eng h de e mined on he hombododecahed al cell oam s uc u e.
1
1.7
1.2
1.1
Cubic cell
Hexagonal
p ism cell
T iangula
p ism cell
Rhombic
dodecahed al
cell
Kel in cell
I egula cell
Rela i e ensile s eng h

/

,min [-]
18.7
12
7
8.5
5.5
5.5
y
x
y
x
Load di . x
Load di . y
Load di . z
Tensile s eng h

[MPa]
5
4.5
4
3.5
3
2.5
2
1.5
1
0.5
0
20
18
16
14
12
10
8
6
4
2
0
(

,min
=0.247 MPa)

558 Oldřich Še eček e al. / P ocedia S uc u al In eg i y 23 (2019) 553–558
6 Oldřich Še eček / S uc u al In eg i y P ocedia 00 (2019) 000–000
he o he hand, he iangula p ism cell mesh is he bes op ion o s uc u es whe e loading di ec ion may a y du ing
ope a ion. The s eng h o he hombododecahed al, Kel in and i egula cell mesh is he lowes (due o absence o
s u s o ien ed in he di ec ion o loading and due o a p esence o inclined s u s), bu hei s eng h can be conside ed
o be mo e o less iso opic (no di ec ionally dependen ).
4. Conclusions
Based upon he 3D FE beam elemen based model he ensile s eng h o open cell oam s uc u es was in es iga ed
o a ious shapes o cells. The ensile s eng h was e alua ed in di e en di ec ions since some o he cell shapes
exhibi aniso opic beha io . The size o all s udied shapes o cells was designed so ha he insc ibed sphe e in each
cell had a uni diame e and he c oss-sec ional a ea o s u s was se so ha he inal oam s uc u e had always he
same po osi y. Failu e o s u s upon he mechanical es simula ion was modelled by employmen o he s ess
c i e ion. Namely, he s u was conside ed o ail when he maximal ensile p incipal s ess on i exceeded he ensile
s eng h o he ma e ial. Using he i e a i e simula ion p ocedu e, he comple e o ce displacemen cu e o he ensile
es was ob ained. The maximal peak o his cu e de e mines he s eng h o he oam s uc u e. By quali a i e
compa ison o all in es iga ed s uc u es i was ound ha he highes esis ance o uniaxial mechanical load is
ob ained in case o oams ha ing mos o he s u s o ien ed in he di ec ion o he loading so ha p ima ily he ensile
loading is induced on hem. The oam s uc u es wi h inclined s u s a e less esis an o ac u e since bending
componen s and hus highe ensile s esses on hei su ace a e induced. The only excep ion was he iangula p ism
cell which exhibi ela i ely high s eng h also in a di ec ion whe e inclined s u s a e p esen . Fo he pu ely
unidi ec ional loading he oam wi h highes ac u e esis ance is he hexagonal p ism oam, ne e heless i s s eng h
in o he wo di ec ions is signi ican ly lowe and is hus no sui able o mul iaxial loading. The bes op ion o he
o ho opic i-axial loading is he cubic oam mesh whe e he s eng h in all h ee p incipal di ec ions is he same and
app oxima ely wel e imes highe in compa ison wi h he weakes hombododecahed al mesh. Mo e o less iso opic,
bu signi ican ly lowe s eng h has he Kel in, i egula and hombododecahed al mesh.
Acknowledgemen s
Financial suppo o he Czech Science Founda ion unde he p ojec no. 17-08447Y is g a e ully acknowledged.
Au ho s g a e ully acknowledge also inancial suppo p o ided by he ESIF, EU Ope a ional P og amme
Resea ch, De elopmen and Educa ion wi hin he esea ch p ojec "A chi ec u ed ma e ials designed o addi i e
manu ac u ing", Reg. No.: CZ.02.1.01/0.0/0.0/16_025/0007304.
Compu a ional esou ces we e p o ided by he CESNET LM2015042 and he CERIT Scien i ic Cloud
LM2015085, p o ided unde he p og amme "P ojec s o La ge Resea ch, De elopmen , and Inno a ions
In as uc u es".
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