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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 476
Experimental Investigation on Interlayer Bonding Strength of 3D Printed
Concrete: A Review
Tohid Mo Ayaz Shaikh1, Prof. A.D.Raval2, Dr. J. R. Pitroda3
1M. Tech. (Civil) Construction Engineering and Management,
BVM Engineering College,Vallabh Vidyanagar-388120, Gujarat
2 Lecturer, Civil Engineering Department, B & B Institute of Technology,
Vallabh Vidyanagar, Gujarat
3Associate Professor, PG Coordinator Construction Engineering and Management, Civil Engineering Department,
BVM Engineering College, Vallabh Vidyanagar-388120, Gujarat
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Concrete mix design is a multi-stage process in
which we try to figure out what component combination is
best for generating high-performance concrete. Modern
literature, as well as cutting-edge corporate practice, provide
concrete mix design approaches. The Three EquationMethod-
based techniques are the most widely used. Compressive
strength is the most essential characteristics of concrete since
it identifies the concrete class. Thecapacitytopredictconcrete
compressive strength is critical for the use of concrete
structures. The safety and durability qualities that are most
essential to it. Machine learning has gotten a lot of press
recently. And the technology's future prospects are far more
promising. Machine learning algorithms have progressed to
the point where they can discern patterns that people find
difficult to spot. This has prompted interest inlarge-scale data
mining. This is something we would discuss in our article. We
wish to leverage state-of-the-artadvancesinmachinelearning
algorithms for concrete mix design. During our inquiry, we
gathered a big database of concrete recipes, as well as the
harmful repercussions associated with them. We conducted
laboratory testing to feed an artificialneuralnetwork with the
best architecture we could find. The architecture of the
artificial neural network has been turnedintoamathematical
equation that can be put to use in real-life situations.
Key Words: 3DPC, Interlayer, Addictive Manufacturing,
Concrete mix design, Digital construction, concrete
1. INTRODUCTION
"This is a process of mixing materials to make objects from
3D model data, often layer by layer, as opposed to
subtractive and formative manufacturing procedures." 3D
printing, or additive manufacturing (AM), is commonly
recognized as having enormous potential. In order to
convert into one of these technologies, 3D printing has
gotten a lot of attention from a variety of sources. There are
television channels, newspapers, and internet services to
choose from. What exactly is 3D printing, and how will it
revolutionize the industry and put an end to traditional
manufacturing as we know it? Policies in geopolitics,
economics, social welfare, demographics, and the
environment are developed and executed. What role does
security play in our day-to-day lives? The fact that 3D
printing is an additive manufacturing technology is its most
basic and distinguishing feature. The additive
manufacturing method. And since 3D printing is such a
breakthrough technology, this is critical. This is unlike
anything else I've ever seen: a revolutionary manufacturing
process that assembles items utilizing contemporary
technology, at a sub-millimeter scale, additively, in layers.
Manufacturing methods that have been around for a long
time are now being used.
Traditional molding manufacturing methods, including
machining, casting, forming, and molding, have developed
greatly through time, from manual to automated activities.
Regardless, all of these processes require taking material
from a larger block whether to generate theendproductora
tool for casting or molding procedures and this is a major
problem in the manufacturing process.
1.1 Connection of 3DPC
Concreteisfrequentlypouredintoaformwork,whichacts
as temporary structural support as well as a mold for
molding the freshly set concrete to the desired shape and
size. In most cases, the formwork is accompanied by a
vibrating rod. Because the concrete has a shear-thinning
effect, the tension created by the rod's vibrating motion
removes air bubbles, increases compaction, and causes the
material to flow in the formwork. This kind of manufacturing
results inhomogeneous material with consistent strength
throughout[1].
Although concrete 3D printing techniques offer a lot of
promise, there are still alot of technicalconcernsthatneedto
be researched thoroughly. One such issue is the formation of
so-called "cold joints" between printed layers due to weak
interface strengths. Layer-to-layer interactions are
inescapable due to the "layered" structure of 3D-printed
objects. They are frequently the weakest connections in the
overall structure[2].
The five phases of Portland cement hydration are the
dissolution phase, induction period, acceleration period,
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 477
deceleration period, and termination period. The hydration
reaction at an early age is very severe. Within 24 hours, the
response would usually have entered the deceleration or
termination phase (h). The creation of pastestructureduring
early-age hydration is intimately connected to the
performance of set cement. In addition, the start and final
setup times occur during the induction and acceleration
phases, respectively. [3]
1.2 There are four phases to the overall 3D
printing process and their concept.
1. 3D design
2. Slicing
3. 3D Printing
4. Post Processing.
Fig-1 Flowchart of Process of 3D Printer Concrete
1.3Need of 3D Printed Concept
Concrete that has been 3D printed provides a number of
advantages. The purpose of this study is to investigate
methods for improving interlayer bonding strength.
establish the safety of the 3D printed concrete building
Achieve a high buildability and structural stability rate.
1.4 Objective of the study
The study's objectives are listed below:
1.4.1 To identify and optimize an adhesive
substance to improve the interlayer bonding strength
between two mortar layers
1.4.2 To understand the process of ASR and
devise a method to decrease it in 3DPC.
1.5 Typical printing system and components of
printers:
The following figures are different types of printing
machine
1.5.1 (a) contour crafting,
1.5.2 (b) D shape,
1.5.3 (c) concrete printing,
1.5.4 (d) 4-axis gantry,
1.5.5 (e) 6-axis robotic arms printer,
1.5.6 (f, g) And others
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 478
2.0 Literature Review
By studying literature review from various authors some
were concluded which are follows:
2.1 Foamed concrete
Y.H. Mugahed Amran and colleagues(2015) Inorderto
provide a helpful tool for engineering practice, machine
learning is being used to the concrete mix design. For the
study, the author created the bestANN architectureandgave
it a huge library of concrete mix formulas. A laboratory
destructive test is associated with each concrete mix recipe
record. The goal of creating a neural network was to predict
the compressive strength of concrete generated bya specific
composition of concrete mix materials, or, to put it another
way, what ratio of ingredients should be chosen to make
concrete with acceptable compressive strength. [1]
Cicione et.al (2020) The rheological properties of the
first layer will influence the connection with the second,and
adhesion at the interface between these two layersiscritical
for the structure's tensile strength. The time gap has no
influence on the modulus of the subsequentlayer,butitdoes
boost the modulus of the first layer. It's hypothesized that
the first layer's high modulus prevented adequate contact
and mixing at the interface. Voids emerge at the interface as
the time gap expands, reducing the bond strength in a
logarithmic pattern.[2]
T.T. Le and colleagues (2012) Based on a parametric
study, has provided new insight into the fire behaviour of
steel, concrete, and composite sections. For various
configurations, trends in bending stiffness, axial stiffness,
cross-sectional stresses and strains, thermal curvature
moments, and resulting thermal axial forces are depicted.
The results reveal that the complex interactions between
constituent material models and cross-sectional geometries
produce extraordinarily nonlinear behaviour. As illustrated
in the steel beam case study, thermal curvatureforcesdue to
temperature gradients would only increase until material
degradation exceeds thermal elongation.Intheconcreteslab
case study, cross-sectional stresses followirregularpatterns
over the section height due to a combination of thermal
strains, material strength loss, cracking, and applied
pressures. A tension zone might emerge between two
compression zones. Increased bendingstiffnessandthermal
forces occur from the addition of concrete tensile capacity,
or tension stiffening. As a result, even though internal
stresses differed, tensile characteristics predicted nearly
equal deflections for varied configurations.[3]
Ehsan Hosseini et.al (2019) The rheological properties
of the first layer will have an impact on the connection with
the second layer, and adhesion at the interface between the
two layers are critical for the structure's tensile strength.
The time-gap has no influence on the modulus of the
subsequent layer, but it does boost the modulus of the first
layer. It's hypothesized that the first layer's high modulus
prevented adequate contact and mixing at the interface. As
the time difference widens, voids appear at the interface,
weakening the bond strength in a logarithmic fashion.
Meanwhile, the first layer's high modulus is required to
support the successive layers and maintain structural
stability. More effort is being done to enhance bondstrength
while maintaining a high modulus, such as increasing the
interface's surface contact area.[2]
Seyed Navid Hashem Moniri et al. (2019) For
simulating the flow behavior of fresh SCC, a multiple-
relaxation-time LBM with a D3Q27 discrete velocity model
was developed. Using the modified Herschel–Bulkley fluid
model, the rheology of fresh SCCwasapproximatedasa non-
Newtonian material. The mass trackingtechnique, whichisa
simple and efficient approach that exactly conserves mass,
was used to simulate the free surface. To test the proposed
model's capacity to represent SCC flow, a numerical
simulation of the slump flow of fresh SCC was done initially.
Based on an upgraded L-box test, the model was then
utilised to mimic the passing abilityandfillingabilityoffresh
SCC in tight places. The simulated results are in good
agreement with thepublishedliterature'sexperimental data.
This demonstrates that the suggested MRT-LBMcanbeused
to simulate fresh SCC flows numerically.[4]
Tao Ding et.al (2019) New cementations material
compositions for 3D concrete printing have beendeveloped,
with recycled sand replacing natural sand. Compressive,
tensile splitting, and flexural tests were used to study the
hardened mechanical properties, with the strain behaviour
and failure pattern documented using the digital image
correlation (DIC) method. The morphology of this
cementation material was studied using SEM. The
compressive strength of 3D printed Concrete with recycled
sand was somewhat lower than that of specimens with
natural sand, and there was no discernable pattern in the
development of splitting tensile strength and flexural
strength with the presence of recycled sand. The anisotropy
in the 3D-printed concrete built from recyclable sand was
still noticeable. The use of recycled sand had only a little
effect on compressive andflexural strength anisotropy, butit
had a considerable effect on tensile splitting strength. If the
cost of river sand rise, 3D printing with recycled sand can
significantly reduce the cost of 3D-printed concrete.[5]
2.2 Materials
F. P. Bos et al. (2011) The compressive strength and
elastic modulus of the LWAC Model for prediction based on
artificial neural networks (ANN) The ANN model accounts
for the complex and nonlinear link between the mechanical
properties of binders, NWAs, and LWAs, as well as the
mechanical properties of concrete components. The
database for the ANN model was created by collecting
experimental data on various mix proportions, material
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 479
parameters, and mechanical properties of LWAC from the
literature. Appropriate input parameters and the
appropriate ANN architecture in terms of the number of
hidden layers and neurons were determined to increase
prediction accuracy. To increase the ANN model'sreliability,
all training and validation procedures were conducted to
five-fold cross-validation.. [6]
Avadhoot Bhosale et al. (2017) The 3D printability and
inter-layer bond strength of cementations material were
examined using microscopic study in connection to the
material's early age attributes and process parameters. The
following conclusions may be drawn from the information
provided: •When compared to a control mix activated with
alkali sulphate salt, the buildability of a large volume fly ash
combination with a very little amount of nanoclay (0.5
percent) is significantly higher. Higher performance is
connected to the thixotropic property ofclayparticles,which
is responsible for improved early mechanical properties
such as yield stress and stiffness. [7]
Chundakus Habsya et al. (2016) The constructability
and mechanical properties of 3D printed concrete were
investigated in this study. 1. The interlayer interval time has
an effect on the buildability of 3D-printed concrete. The
testing demonstrated thata greaterinterlayergapinterval of
up to 300 seconds improved the green strength and hence
the buildability of 3D printed concrete. 2. In 3D Printed
Concrete structures, lateral supports may improve the
resistance to collapse owing to buckling failure. A broad
connection width between the lateral support and the the
structural wall boosted thecapacityoflayerdisintegrationin
3D printed concrete..[8]
Zeeshan Y. Ahmed et.al (2019) Instead of the analytic
right-hand side of the kinetics model for early-agehydration
of Portland cement, the flexible neural tree structure is
generated with observed data. The gene expression
programming algorithm and particle swarm optimization
approach was utilised to identify the flexible neural tree
topology and its corresponding optimal parameters. In
addition, to accelerate the evolutionary process, a graphics
processing unit (GPU)is employed. The neural tree kinetics
model was created by mining a large amount of time series
data on degree of hydration. Experimental[9]
F. P. Bos et al. (2011) The purposeofthisresearchwasto
test if Acti-Gel and polyacrylamide, two VMAs, might be
utilised to print concrete. This necessitated the use of
cement, silica fume, fine aggregate, superplasticizer, PVA
fibres, and water to test various mix designs. Mixed designs
with a binder-to-sand ratio of roughly 1:2 resulted from the
studies. Based on study on pumpability, extrudability,
buildability, viscosity, compressive strength, and
microscopic structure, PAM was determined to be the ideal
VMA for printed concrete.PAMgeneratesgreaterinitial yield
stress than Acti-Gel, leading in good form stability, as shown
in the printed filaments. PAM enhances concrete's
cohesiveness, allowing it to produce a smooth, continuous
layer with excellent surface quality.Despite the high initial
yield stress and cohesiveness, PAM generates shear-
thinning, allowing for easy pumping. This feature enables
PAM mix designs to meet all three rheological requirements
of printable concrete (pumpability, extrudability, and
buildability) during the phases of the printing process that
are needed.[10]
Motar Motar with
Epoxy
Motar with
Epoxy and
PVA
Cement 320 320 320
Sand 480 480 480
Water 95 95 95
Super
plasticizer
1.5 1.5 1.5
Combond 0 50 50
PVA Fiber 0 0 1.4
2.3 Testing
R Karolina et al. (2017) when the high degrees of
uncertainty inherent in structural fire design are taken into
account, the findings of predicted and experimental
deflections are usually correct. Ithasbeendemonstratedthat
the proposed formulation is appropriate for both concrete
and composite constructions. The FBE model predicted the
Test 16 runaway failure as well. As a result, it's clear that the
suggested FBE model might be useful for predicting collapse
loads or fire rating times. It would be important to integrate
algorithms in analytical tools for identifying buckling and
instability effects, as they would typically not be discovered
by the FBE formulation in isolation, in order to make failure
more easily predicted. [11]
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 480
Sajan K. Jose et al. (2020) The impact of variousprocess
parameters on the mechanical performance of 3D printed
concrete has been mapped out in an extensive experimental
research. The binding strength between the layers is
particularly interesting since it appears to be important for
structural analysis of printed products. The findings of this
investigation show that the manufacturing method has a
significant influence on the strength between layers. Only a
little effect of layer orientation was discovered in this
investigationfortheparticularprocess-materialcombination
if the interlayer gap period was kept short enough. The
binding strength between the layers, on the other hand,
decreases as the interlayer interval duration increases. [12]
Ashfaque Ahmed Jhatial et al. (2020) CMOD
experiments on cast and printed concrete at various sizes
were used to investigate the influence of inserting short
straight steel fibres onthefailurebehaviorofweber3D115-1
print mortar. The experiments were also numerically
modelled. The fibres create a significant improvement in
flexural strength and remove the strength differential
between cast and printed concrete without fibres, according
to the research. Nonetheless,thepost-peakbehavior mustbe
described as considerably strain-softening. A robust fibre
orientation in the filament direction is seen in the printed
specimens. [13]
Fayas C. Subair etal.(2012)InRFC,acoupledLBM-DEM
methodology for simulatingSCCflowsisused,whichincludes
the immersed moving boundary method for fluid-particle
interaction. MRT-LBM is used to characterise the fluid,
whereas DEM is used to solve the movement of the particles.
Particle sedimentation in Newtonian and Bingham fluids is
used to validate the suggested approach. The suggested
coupled LBM-DEM technique is capable of replicating SCM
flow in RFC while taking particlecollisioninSCCintoaccount.
The proposed method was accurate when compared to the
literature. More crucially, it can account for the nonlinear
instability of particle flow caused byparticlecollisionsinSSC.
[14]
Sharipudin, S.S. et al. (2012) Construction applications
areincreasinglyutilizing3DPtechnology.Thispaperanalyses
different extrusion printing end-effectors for 3D printed
mortar and concrete shapes using a 6DOF industrial robot.
The utilisation of various mix designs to maximise
cementations mix designs with various deliverysystemswas
investigated. In addition, the many trials and tests that were
used to evaluate these combinations were detailed.
Furthermore, it was discovered that optimizing the
cementations mix had a substantial impact on the robot's
structure. The printed specimens were subjected to the
testing programed in both their fresh and hardened states.
[15]
Manjit Kaur et al. (2016) A system that could entrain
these cables during printing was disclosed, resulting in a
single automated production process. The researchers
conducted a pull-out test on cast and printed concrete with
varying embedment lengths and three types of reinforcing
cables, as well as a four-point bending test on printed beams
using the same three cables. In a pull-out test, the binding
strength of cables in cast concretewasfoundtobelowerthan
conventional ribbed rebar butsomewhathigherthansmooth
rebar. [16][17]
3 Techniques for enhancing the performance
of layered concrete 3D printing:
Interlayer bonding is one of the seven problems of
present 3D printing technology for concrete that has been
summarized and is activelybeingresearchedbyresearchers.
This section introduces four ways for dealing with the
problem. Epoxy and PVA fibers help with adhesion.
Strengthen the interlayer bonding strength GO is utilized to
lower ASR, which results in 3D printed concrete layers have
severe dimensional fluctuations and fissures. TMDs are
being researched for a variety of reasons.3D printed
concrete has the potential to be used for sensing purposes.
3.1 Epoxy
3.2 Polyvinyl alcohol (PVA) fibre
3.3 Graphene oxide (GO)
4 Experimental test for 3D Printed Concrete
4.1 Trial Mixture
4.2 Slump test
4.3 Print Quality
4.4 Shape Stability
4.5 Printability Window
4.6 Compressive test
5. Conclusion
Following are the conclusions from the review study:
With advancements in the sector of construction, a
variety of approaches for introducing automation to the
business have been proposed. 3D printing is one of these
methods, and it is gaining traction fasterthantheothers.The
issue with 3D printed mortar stems from within. The area
where the layers of extruded mortar interactisknownasthe
interaction region. This area displays. Due to a lack of
strength, a moderate shear force can readily separate the
layers. An experimental programme, SEM characterization,
and MD modelling were used to assess two enhancement
options that were offered. One solution was to use a thin
coating of epoxy adhesive between the layers of mortar. The
second strategy is to PVA fibers were incorporated into the
epoxy-mortar system. In addition to the epoxy adhesive, MD
modelling was also used to analyse a carbon and sulphur
polymer.
The following is a list of resources conclusions have been
reached.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 481
REFERENCES
[1] P. Ziolkowski and M. Niedostatkiewicz, “Machine
learning techniques in concrete mix design,” Materials
(Basel)., vol. 12, no. 8, 2019, doi: 10.3390/ma12081256.
[2] Y. W. D. Tay, G. H. A. Ting, Y. Qian, B. Panda, L. He, and M.
J. Tan, “Time gap effect on bond strength of 3D-printed
concrete,” Virtual Phys. Prototyp., vol. 14,no.1, pp.104–
113, Jan. 2019, doi: 10.1080/17452759.2018.1500420.
[3] R. Walls, C. Viljoen, and H. de Clercq, “Parametric
investigation into the cross-sectional stress-strain
behaviour, stiffness and thermal forcesofsteel,concrete
and composite beams exposed to fire,” J. Struct. Fire
Eng., vol. 11, no. 1, pp. 100–117, Feb. 2020, doi:
10.1108/JSFE-10-2018-0031.
[4] L. C. Qiu and Y. Han, “3D Simulation of Self-Compacting
Concrete Flow Based on MRT-LBM,” Adv. Mater. Sci.
Eng., vol. 2018, 2018, doi: 10.1155/2018/5436020.
[5] R. J. M. Wolfs, F. P. Bos, and T. A. M. Salet, “Hardened
properties of 3D printed concrete: The influence of
process parametersoninterlayeradhesion,”Cem.Concr.
Res., vol. 119, pp. 132–140, May 2019, doi:
10.1016/j.cemconres.2019.02.017.
[6] J. Y. Yoon, H. Kim, Y. J. Lee, and S. H. Sim, “Prediction
model for mechanical properties of lightweight
aggregate concrete using artificial neural network,”
Materials (Basel)., vol. 12, no. 7, 2019, doi:
10.3390/ma12172678.
[7] B. Panda, N. A. N. Mohamed, S. C. Paul, G. V. P. B. Singh,
M. J. Tan, and B. Šavija, “The effect of material fresh
properties and process parameters on buildability and
interlayer adhesion of 3D printed concrete,” Materials
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10.3390/ma12132149.
[8] C. Joh, J. Lee, T. Q. Bui, J. Park, and I. H. Yang, “Buildability
and mechanical properties of 3d printed concrete,”
Materials (Basel)., vol. 13, no. 21, pp. 1–24, Nov. 2020,
doi: 10.3390/ma13214919.
[9] L. Wang, B. Yang, Y. Chen, X. Zhao, J. Chang, and H. Wang,
“Modeling early-age hydration kinetics of Portland
cement using flexible neural tree,”Neural Comput.Appl.,
vol. 21, no. 5, pp. 877–889, Jul. 2012, doi:
10.1007/s00521-010-0475-4.
[10] O. Brochu, G. Murray, and P. Rivera, “Enhancing the
Interlayer Bond in Printed Concrete Structures,” 2019.
[Online]. Available:
http://www.wpi.edu/Academics/Project.
[11] R. S. Walls, C. Viljoen, and H. de Clercq, “Analysis of
Structures in Fire as Simplified Skeletal Frames Using a
Customised Beam Finite Element,” FireTechnol.,vol.54,
no. 6, pp. 1655–1682, Nov. 2018, doi: 10.1007/s10694-
018-0762-7.
[12] T. T. Le et al., “Hardened propertiesofhigh-performance
printing concrete,” Cem. Concr. Res., vol. 42, no. 3, pp.
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10.1016/j.cemconres.2011.12.003.
[13] F. P. Bos, E. Bosco, and T. A. M. Salet, “Ductility of 3D
printed concrete reinforced with short straight steel
fibers,” Virtual Phys. Prototyp., vol. 14, no. 2, pp. 160–
174, Apr. 2019, doi: 10.1080/17452759.2018.1548069.
[14] R. Concrete, “Lattice Boltzmann-Discrete Element
Modeling Simulation of SCC Flowing Process for.”
[15] P. Shakor, S. Nejadi, and G. Paul, “materials A Study into
the E ff ect of Di ff erent Nozzles Shapes and Fibre-
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[16] F. P. Bos, “Experimental Exploration of Metal Cable as
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  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 476 Experimental Investigation on Interlayer Bonding Strength of 3D Printed Concrete: A Review Tohid Mo Ayaz Shaikh1, Prof. A.D.Raval2, Dr. J. R. Pitroda3 1M. Tech. (Civil) Construction Engineering and Management, BVM Engineering College,Vallabh Vidyanagar-388120, Gujarat 2 Lecturer, Civil Engineering Department, B & B Institute of Technology, Vallabh Vidyanagar, Gujarat 3Associate Professor, PG Coordinator Construction Engineering and Management, Civil Engineering Department, BVM Engineering College, Vallabh Vidyanagar-388120, Gujarat ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Concrete mix design is a multi-stage process in which we try to figure out what component combination is best for generating high-performance concrete. Modern literature, as well as cutting-edge corporate practice, provide concrete mix design approaches. The Three EquationMethod- based techniques are the most widely used. Compressive strength is the most essential characteristics of concrete since it identifies the concrete class. Thecapacitytopredictconcrete compressive strength is critical for the use of concrete structures. The safety and durability qualities that are most essential to it. Machine learning has gotten a lot of press recently. And the technology's future prospects are far more promising. Machine learning algorithms have progressed to the point where they can discern patterns that people find difficult to spot. This has prompted interest inlarge-scale data mining. This is something we would discuss in our article. We wish to leverage state-of-the-artadvancesinmachinelearning algorithms for concrete mix design. During our inquiry, we gathered a big database of concrete recipes, as well as the harmful repercussions associated with them. We conducted laboratory testing to feed an artificialneuralnetwork with the best architecture we could find. The architecture of the artificial neural network has been turnedintoamathematical equation that can be put to use in real-life situations. Key Words: 3DPC, Interlayer, Addictive Manufacturing, Concrete mix design, Digital construction, concrete 1. INTRODUCTION "This is a process of mixing materials to make objects from 3D model data, often layer by layer, as opposed to subtractive and formative manufacturing procedures." 3D printing, or additive manufacturing (AM), is commonly recognized as having enormous potential. In order to convert into one of these technologies, 3D printing has gotten a lot of attention from a variety of sources. There are television channels, newspapers, and internet services to choose from. What exactly is 3D printing, and how will it revolutionize the industry and put an end to traditional manufacturing as we know it? Policies in geopolitics, economics, social welfare, demographics, and the environment are developed and executed. What role does security play in our day-to-day lives? The fact that 3D printing is an additive manufacturing technology is its most basic and distinguishing feature. The additive manufacturing method. And since 3D printing is such a breakthrough technology, this is critical. This is unlike anything else I've ever seen: a revolutionary manufacturing process that assembles items utilizing contemporary technology, at a sub-millimeter scale, additively, in layers. Manufacturing methods that have been around for a long time are now being used. Traditional molding manufacturing methods, including machining, casting, forming, and molding, have developed greatly through time, from manual to automated activities. Regardless, all of these processes require taking material from a larger block whether to generate theendproductora tool for casting or molding procedures and this is a major problem in the manufacturing process. 1.1 Connection of 3DPC Concreteisfrequentlypouredintoaformwork,whichacts as temporary structural support as well as a mold for molding the freshly set concrete to the desired shape and size. In most cases, the formwork is accompanied by a vibrating rod. Because the concrete has a shear-thinning effect, the tension created by the rod's vibrating motion removes air bubbles, increases compaction, and causes the material to flow in the formwork. This kind of manufacturing results inhomogeneous material with consistent strength throughout[1]. Although concrete 3D printing techniques offer a lot of promise, there are still alot of technicalconcernsthatneedto be researched thoroughly. One such issue is the formation of so-called "cold joints" between printed layers due to weak interface strengths. Layer-to-layer interactions are inescapable due to the "layered" structure of 3D-printed objects. They are frequently the weakest connections in the overall structure[2]. The five phases of Portland cement hydration are the dissolution phase, induction period, acceleration period,
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 477 deceleration period, and termination period. The hydration reaction at an early age is very severe. Within 24 hours, the response would usually have entered the deceleration or termination phase (h). The creation of pastestructureduring early-age hydration is intimately connected to the performance of set cement. In addition, the start and final setup times occur during the induction and acceleration phases, respectively. [3] 1.2 There are four phases to the overall 3D printing process and their concept. 1. 3D design 2. Slicing 3. 3D Printing 4. Post Processing. Fig-1 Flowchart of Process of 3D Printer Concrete 1.3Need of 3D Printed Concept Concrete that has been 3D printed provides a number of advantages. The purpose of this study is to investigate methods for improving interlayer bonding strength. establish the safety of the 3D printed concrete building Achieve a high buildability and structural stability rate. 1.4 Objective of the study The study's objectives are listed below: 1.4.1 To identify and optimize an adhesive substance to improve the interlayer bonding strength between two mortar layers 1.4.2 To understand the process of ASR and devise a method to decrease it in 3DPC. 1.5 Typical printing system and components of printers: The following figures are different types of printing machine 1.5.1 (a) contour crafting, 1.5.2 (b) D shape, 1.5.3 (c) concrete printing, 1.5.4 (d) 4-axis gantry, 1.5.5 (e) 6-axis robotic arms printer, 1.5.6 (f, g) And others
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 478 2.0 Literature Review By studying literature review from various authors some were concluded which are follows: 2.1 Foamed concrete Y.H. Mugahed Amran and colleagues(2015) Inorderto provide a helpful tool for engineering practice, machine learning is being used to the concrete mix design. For the study, the author created the bestANN architectureandgave it a huge library of concrete mix formulas. A laboratory destructive test is associated with each concrete mix recipe record. The goal of creating a neural network was to predict the compressive strength of concrete generated bya specific composition of concrete mix materials, or, to put it another way, what ratio of ingredients should be chosen to make concrete with acceptable compressive strength. [1] Cicione et.al (2020) The rheological properties of the first layer will influence the connection with the second,and adhesion at the interface between these two layersiscritical for the structure's tensile strength. The time gap has no influence on the modulus of the subsequentlayer,butitdoes boost the modulus of the first layer. It's hypothesized that the first layer's high modulus prevented adequate contact and mixing at the interface. Voids emerge at the interface as the time gap expands, reducing the bond strength in a logarithmic pattern.[2] T.T. Le and colleagues (2012) Based on a parametric study, has provided new insight into the fire behaviour of steel, concrete, and composite sections. For various configurations, trends in bending stiffness, axial stiffness, cross-sectional stresses and strains, thermal curvature moments, and resulting thermal axial forces are depicted. The results reveal that the complex interactions between constituent material models and cross-sectional geometries produce extraordinarily nonlinear behaviour. As illustrated in the steel beam case study, thermal curvatureforcesdue to temperature gradients would only increase until material degradation exceeds thermal elongation.Intheconcreteslab case study, cross-sectional stresses followirregularpatterns over the section height due to a combination of thermal strains, material strength loss, cracking, and applied pressures. A tension zone might emerge between two compression zones. Increased bendingstiffnessandthermal forces occur from the addition of concrete tensile capacity, or tension stiffening. As a result, even though internal stresses differed, tensile characteristics predicted nearly equal deflections for varied configurations.[3] Ehsan Hosseini et.al (2019) The rheological properties of the first layer will have an impact on the connection with the second layer, and adhesion at the interface between the two layers are critical for the structure's tensile strength. The time-gap has no influence on the modulus of the subsequent layer, but it does boost the modulus of the first layer. It's hypothesized that the first layer's high modulus prevented adequate contact and mixing at the interface. As the time difference widens, voids appear at the interface, weakening the bond strength in a logarithmic fashion. Meanwhile, the first layer's high modulus is required to support the successive layers and maintain structural stability. More effort is being done to enhance bondstrength while maintaining a high modulus, such as increasing the interface's surface contact area.[2] Seyed Navid Hashem Moniri et al. (2019) For simulating the flow behavior of fresh SCC, a multiple- relaxation-time LBM with a D3Q27 discrete velocity model was developed. Using the modified Herschel–Bulkley fluid model, the rheology of fresh SCCwasapproximatedasa non- Newtonian material. The mass trackingtechnique, whichisa simple and efficient approach that exactly conserves mass, was used to simulate the free surface. To test the proposed model's capacity to represent SCC flow, a numerical simulation of the slump flow of fresh SCC was done initially. Based on an upgraded L-box test, the model was then utilised to mimic the passing abilityandfillingabilityoffresh SCC in tight places. The simulated results are in good agreement with thepublishedliterature'sexperimental data. This demonstrates that the suggested MRT-LBMcanbeused to simulate fresh SCC flows numerically.[4] Tao Ding et.al (2019) New cementations material compositions for 3D concrete printing have beendeveloped, with recycled sand replacing natural sand. Compressive, tensile splitting, and flexural tests were used to study the hardened mechanical properties, with the strain behaviour and failure pattern documented using the digital image correlation (DIC) method. The morphology of this cementation material was studied using SEM. The compressive strength of 3D printed Concrete with recycled sand was somewhat lower than that of specimens with natural sand, and there was no discernable pattern in the development of splitting tensile strength and flexural strength with the presence of recycled sand. The anisotropy in the 3D-printed concrete built from recyclable sand was still noticeable. The use of recycled sand had only a little effect on compressive andflexural strength anisotropy, butit had a considerable effect on tensile splitting strength. If the cost of river sand rise, 3D printing with recycled sand can significantly reduce the cost of 3D-printed concrete.[5] 2.2 Materials F. P. Bos et al. (2011) The compressive strength and elastic modulus of the LWAC Model for prediction based on artificial neural networks (ANN) The ANN model accounts for the complex and nonlinear link between the mechanical properties of binders, NWAs, and LWAs, as well as the mechanical properties of concrete components. The database for the ANN model was created by collecting experimental data on various mix proportions, material
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 479 parameters, and mechanical properties of LWAC from the literature. Appropriate input parameters and the appropriate ANN architecture in terms of the number of hidden layers and neurons were determined to increase prediction accuracy. To increase the ANN model'sreliability, all training and validation procedures were conducted to five-fold cross-validation.. [6] Avadhoot Bhosale et al. (2017) The 3D printability and inter-layer bond strength of cementations material were examined using microscopic study in connection to the material's early age attributes and process parameters. The following conclusions may be drawn from the information provided: •When compared to a control mix activated with alkali sulphate salt, the buildability of a large volume fly ash combination with a very little amount of nanoclay (0.5 percent) is significantly higher. Higher performance is connected to the thixotropic property ofclayparticles,which is responsible for improved early mechanical properties such as yield stress and stiffness. [7] Chundakus Habsya et al. (2016) The constructability and mechanical properties of 3D printed concrete were investigated in this study. 1. The interlayer interval time has an effect on the buildability of 3D-printed concrete. The testing demonstrated thata greaterinterlayergapinterval of up to 300 seconds improved the green strength and hence the buildability of 3D printed concrete. 2. In 3D Printed Concrete structures, lateral supports may improve the resistance to collapse owing to buckling failure. A broad connection width between the lateral support and the the structural wall boosted thecapacityoflayerdisintegrationin 3D printed concrete..[8] Zeeshan Y. Ahmed et.al (2019) Instead of the analytic right-hand side of the kinetics model for early-agehydration of Portland cement, the flexible neural tree structure is generated with observed data. The gene expression programming algorithm and particle swarm optimization approach was utilised to identify the flexible neural tree topology and its corresponding optimal parameters. In addition, to accelerate the evolutionary process, a graphics processing unit (GPU)is employed. The neural tree kinetics model was created by mining a large amount of time series data on degree of hydration. Experimental[9] F. P. Bos et al. (2011) The purposeofthisresearchwasto test if Acti-Gel and polyacrylamide, two VMAs, might be utilised to print concrete. This necessitated the use of cement, silica fume, fine aggregate, superplasticizer, PVA fibres, and water to test various mix designs. Mixed designs with a binder-to-sand ratio of roughly 1:2 resulted from the studies. Based on study on pumpability, extrudability, buildability, viscosity, compressive strength, and microscopic structure, PAM was determined to be the ideal VMA for printed concrete.PAMgeneratesgreaterinitial yield stress than Acti-Gel, leading in good form stability, as shown in the printed filaments. PAM enhances concrete's cohesiveness, allowing it to produce a smooth, continuous layer with excellent surface quality.Despite the high initial yield stress and cohesiveness, PAM generates shear- thinning, allowing for easy pumping. This feature enables PAM mix designs to meet all three rheological requirements of printable concrete (pumpability, extrudability, and buildability) during the phases of the printing process that are needed.[10] Motar Motar with Epoxy Motar with Epoxy and PVA Cement 320 320 320 Sand 480 480 480 Water 95 95 95 Super plasticizer 1.5 1.5 1.5 Combond 0 50 50 PVA Fiber 0 0 1.4 2.3 Testing R Karolina et al. (2017) when the high degrees of uncertainty inherent in structural fire design are taken into account, the findings of predicted and experimental deflections are usually correct. Ithasbeendemonstratedthat the proposed formulation is appropriate for both concrete and composite constructions. The FBE model predicted the Test 16 runaway failure as well. As a result, it's clear that the suggested FBE model might be useful for predicting collapse loads or fire rating times. It would be important to integrate algorithms in analytical tools for identifying buckling and instability effects, as they would typically not be discovered by the FBE formulation in isolation, in order to make failure more easily predicted. [11]
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 480 Sajan K. Jose et al. (2020) The impact of variousprocess parameters on the mechanical performance of 3D printed concrete has been mapped out in an extensive experimental research. The binding strength between the layers is particularly interesting since it appears to be important for structural analysis of printed products. The findings of this investigation show that the manufacturing method has a significant influence on the strength between layers. Only a little effect of layer orientation was discovered in this investigationfortheparticularprocess-materialcombination if the interlayer gap period was kept short enough. The binding strength between the layers, on the other hand, decreases as the interlayer interval duration increases. [12] Ashfaque Ahmed Jhatial et al. (2020) CMOD experiments on cast and printed concrete at various sizes were used to investigate the influence of inserting short straight steel fibres onthefailurebehaviorofweber3D115-1 print mortar. The experiments were also numerically modelled. The fibres create a significant improvement in flexural strength and remove the strength differential between cast and printed concrete without fibres, according to the research. Nonetheless,thepost-peakbehavior mustbe described as considerably strain-softening. A robust fibre orientation in the filament direction is seen in the printed specimens. [13] Fayas C. Subair etal.(2012)InRFC,acoupledLBM-DEM methodology for simulatingSCCflowsisused,whichincludes the immersed moving boundary method for fluid-particle interaction. MRT-LBM is used to characterise the fluid, whereas DEM is used to solve the movement of the particles. Particle sedimentation in Newtonian and Bingham fluids is used to validate the suggested approach. The suggested coupled LBM-DEM technique is capable of replicating SCM flow in RFC while taking particlecollisioninSCCintoaccount. The proposed method was accurate when compared to the literature. More crucially, it can account for the nonlinear instability of particle flow caused byparticlecollisionsinSSC. [14] Sharipudin, S.S. et al. (2012) Construction applications areincreasinglyutilizing3DPtechnology.Thispaperanalyses different extrusion printing end-effectors for 3D printed mortar and concrete shapes using a 6DOF industrial robot. The utilisation of various mix designs to maximise cementations mix designs with various deliverysystemswas investigated. In addition, the many trials and tests that were used to evaluate these combinations were detailed. Furthermore, it was discovered that optimizing the cementations mix had a substantial impact on the robot's structure. The printed specimens were subjected to the testing programed in both their fresh and hardened states. [15] Manjit Kaur et al. (2016) A system that could entrain these cables during printing was disclosed, resulting in a single automated production process. The researchers conducted a pull-out test on cast and printed concrete with varying embedment lengths and three types of reinforcing cables, as well as a four-point bending test on printed beams using the same three cables. In a pull-out test, the binding strength of cables in cast concretewasfoundtobelowerthan conventional ribbed rebar butsomewhathigherthansmooth rebar. [16][17] 3 Techniques for enhancing the performance of layered concrete 3D printing: Interlayer bonding is one of the seven problems of present 3D printing technology for concrete that has been summarized and is activelybeingresearchedbyresearchers. This section introduces four ways for dealing with the problem. Epoxy and PVA fibers help with adhesion. Strengthen the interlayer bonding strength GO is utilized to lower ASR, which results in 3D printed concrete layers have severe dimensional fluctuations and fissures. TMDs are being researched for a variety of reasons.3D printed concrete has the potential to be used for sensing purposes. 3.1 Epoxy 3.2 Polyvinyl alcohol (PVA) fibre 3.3 Graphene oxide (GO) 4 Experimental test for 3D Printed Concrete 4.1 Trial Mixture 4.2 Slump test 4.3 Print Quality 4.4 Shape Stability 4.5 Printability Window 4.6 Compressive test 5. Conclusion Following are the conclusions from the review study: With advancements in the sector of construction, a variety of approaches for introducing automation to the business have been proposed. 3D printing is one of these methods, and it is gaining traction fasterthantheothers.The issue with 3D printed mortar stems from within. The area where the layers of extruded mortar interactisknownasthe interaction region. This area displays. Due to a lack of strength, a moderate shear force can readily separate the layers. An experimental programme, SEM characterization, and MD modelling were used to assess two enhancement options that were offered. One solution was to use a thin coating of epoxy adhesive between the layers of mortar. The second strategy is to PVA fibers were incorporated into the epoxy-mortar system. In addition to the epoxy adhesive, MD modelling was also used to analyse a carbon and sulphur polymer. The following is a list of resources conclusions have been reached.
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 481 REFERENCES [1] P. Ziolkowski and M. Niedostatkiewicz, “Machine learning techniques in concrete mix design,” Materials (Basel)., vol. 12, no. 8, 2019, doi: 10.3390/ma12081256. [2] Y. W. D. Tay, G. H. A. Ting, Y. Qian, B. Panda, L. He, and M. J. Tan, “Time gap effect on bond strength of 3D-printed concrete,” Virtual Phys. Prototyp., vol. 14,no.1, pp.104– 113, Jan. 2019, doi: 10.1080/17452759.2018.1500420. [3] R. Walls, C. Viljoen, and H. de Clercq, “Parametric investigation into the cross-sectional stress-strain behaviour, stiffness and thermal forcesofsteel,concrete and composite beams exposed to fire,” J. Struct. Fire Eng., vol. 11, no. 1, pp. 100–117, Feb. 2020, doi: 10.1108/JSFE-10-2018-0031. [4] L. C. Qiu and Y. Han, “3D Simulation of Self-Compacting Concrete Flow Based on MRT-LBM,” Adv. Mater. Sci. Eng., vol. 2018, 2018, doi: 10.1155/2018/5436020. [5] R. J. M. Wolfs, F. P. Bos, and T. A. M. Salet, “Hardened properties of 3D printed concrete: The influence of process parametersoninterlayeradhesion,”Cem.Concr. Res., vol. 119, pp. 132–140, May 2019, doi: 10.1016/j.cemconres.2019.02.017. [6] J. Y. Yoon, H. Kim, Y. J. Lee, and S. H. Sim, “Prediction model for mechanical properties of lightweight aggregate concrete using artificial neural network,” Materials (Basel)., vol. 12, no. 7, 2019, doi: 10.3390/ma12172678. [7] B. Panda, N. A. N. Mohamed, S. C. Paul, G. V. P. B. Singh, M. J. Tan, and B. Šavija, “The effect of material fresh properties and process parameters on buildability and interlayer adhesion of 3D printed concrete,” Materials (Basel)., vol. 12, no. 13, Jul. 2019, doi: 10.3390/ma12132149. [8] C. Joh, J. Lee, T. Q. Bui, J. Park, and I. H. Yang, “Buildability and mechanical properties of 3d printed concrete,” Materials (Basel)., vol. 13, no. 21, pp. 1–24, Nov. 2020, doi: 10.3390/ma13214919. [9] L. Wang, B. Yang, Y. Chen, X. Zhao, J. Chang, and H. Wang, “Modeling early-age hydration kinetics of Portland cement using flexible neural tree,”Neural Comput.Appl., vol. 21, no. 5, pp. 877–889, Jul. 2012, doi: 10.1007/s00521-010-0475-4. [10] O. Brochu, G. Murray, and P. Rivera, “Enhancing the Interlayer Bond in Printed Concrete Structures,” 2019. [Online]. Available: http://www.wpi.edu/Academics/Project. [11] R. S. Walls, C. Viljoen, and H. de Clercq, “Analysis of Structures in Fire as Simplified Skeletal Frames Using a Customised Beam Finite Element,” FireTechnol.,vol.54, no. 6, pp. 1655–1682, Nov. 2018, doi: 10.1007/s10694- 018-0762-7. [12] T. T. Le et al., “Hardened propertiesofhigh-performance printing concrete,” Cem. Concr. Res., vol. 42, no. 3, pp. 558–566, Mar. 2012, doi: 10.1016/j.cemconres.2011.12.003. [13] F. P. Bos, E. Bosco, and T. A. M. Salet, “Ductility of 3D printed concrete reinforced with short straight steel fibers,” Virtual Phys. Prototyp., vol. 14, no. 2, pp. 160– 174, Apr. 2019, doi: 10.1080/17452759.2018.1548069. [14] R. Concrete, “Lattice Boltzmann-Discrete Element Modeling Simulation of SCC Flowing Process for.” [15] P. Shakor, S. Nejadi, and G. Paul, “materials A Study into the E ff ect of Di ff erent Nozzles Shapes and Fibre- Reinforcement in 3D Printed Mortar,” no. i, 2019. [16] F. P. Bos, “Experimental Exploration of Metal Cable as Reinforcement in 3D Printed Concrete,” 2017, doi: 10.3390/ma10111314.