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www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962
40 Copyright © 2018. IJEMR. All Rights Reserved.
Volume-8, Issue-4, August 2018
International Journal of Engineering and Management Research
Page Number: 40-42
DOI: doi.org/10.31033/ijemr.8.4.3
Tensile Strength Measurement for Foundry Sand Brick
Manasi V. Magdum1
, Dr. B.T. Salokhe2
and Prof. A.S. Mali3
1
M. E. Student, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering & Technology,
Warananagar, INDIA
2
Head of Department, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering &
Technology, Warananagar, INDIA
3
Assistant Professor, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering & Technology,
Warananagar, INDIA
1
Corresponding Author: manasi3010@gmail.com
ABSTRACT
Tensile strength is an important concept in
engineering, especially in the fields of material science,
mechanical engineering and structural Engineering. The
tensile strength of a material is the maximum amount of
tensile stress that can be applied to it before it ceases to be
elastic. If more force is applied the material will become
plastic or even break. Passed the elastic limit, the material
will not relax to its initial shape after the force is removed.
See Hooke's Law and Modulus of elasticity. The tensile
strength where the material becomes plastic is called yield
tensile strength. This is the point where the deformation
(strain) of the material is unrecovered, and the work
produced by external forces is not stored as elastic energy but
will lead to contraction, cracks and ultimately failure of the
construction. Clearly, this is a remarkable point for the
engineering properties of the material since here the
construction may lose its loading capacity or undergo large
deformations. On the stress-strain curve below this point is in
between the elastic and the plastic region. The Ultimate
Tensile Strength (UTS) of a material is the limit stress at
which the material actually breaks, with sudden release of the
stored elastic energy. Tensile strength is measured in units of
force per unit area. In the SI system, the unit is Newton per
square meter (N/m² or Pa - Pascal). The U.S customary unit is
pounds per square inch (or PSI).
Keywords--- Hooke’s law, Tensile strength, Bayesian
network
I. INTRODUCTION
The maximum load applied in breaking a tensile
test piece divided by the original cross-sectional area of the
test piece. Originally quoted as Kg/sq.cm. It is now
measured as Newton/sq.inch. Also termed Maximum
Stress and Ultimate tensile stress. On the stress-strain
curve below this point is in between the elastic and the
plastic region. The Ultimate Tensile Strength (UTS) of a
material is the limit stress at which the material actually
breaks, with sudden release of the stored elastic energy.
[1]. Tensile testing is performed on a variety of materials
including metals, plastics, elastomers, paper, composites,
rubbers, fabrics, adhesives, films, etc. Tensile testing is
commonly used to determine the maximum load (tensile
strength) that a material or a product can withstand.
Tensile testing may be based on a load value or elongation
value.
II. EXISTING METHODOLOGY
Mechanical properties are the attributes of a metal
to withstand several forces and tensions. Specifically,
ultimate tensile strength is the force a material can resist
until it breaks. The only way to examine this mechanical
property is the employment of destructive inspections that
renders the casting invalid with the subsequent cost
increment. In a previous work we showed that modelling
the foundry process as a probabilistic constellation of
interrelated variables allows Bayesian networks to infer
causal relationships. In other words, they may guess the
value of a variable (for instance, the value of ultimate
tensile strength). Against this background, we present here
the first ultimate tensile strength prediction system that,
upon the basis of a Bayesian network, is able to foresee the
values of this property in order to correct it before the
www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962
41 Copyright © 2018. IJEMR. All Rights Reserved.
casting is made. Further, we have tested the accuracy and
error rate of the system with data of a real foundry.
III. PROPOSED METHODOLOGY
Proposed methodology will perform ultimate
tensile strength is the maximum stress any material can
withstand when subjected to tension; in other words, the
strength a material is able to resist until it breaks. Hence,
assuring that all pieces manufactured reach a certain
ultimate tensile strength threshold is an essential goal of
the quality tests. If we apply the inference ability of
Bayesian Networks [3] in order to achieve an effective
prediction. Bayesian networks are probabilistic models
very helpful when facing problems that require predicting
the outcome of a system consisting of a high number of
interrelated variables. The Bayesian network learns the
behavior of the model and, thereafter it is able to foresee
its outcome. In this way, successful applications of
Bayesian networks include for instance email classification
for spam detection [4], failure detection in industrial
production lines [5] [6], weather forecasting [7] [8],
intrusion detection over IP networks [9] [10] or
reconstruction of traffic accidents. In all cases, the
respective target problem is modelled as a constellation of
interconnected variables whose output is always the result
of the prediction (e.g. spam found, failure detected,
intrusion noticed and so on). Similarly, the production
process of a foundry is perfectly suitable to be modelled as
system of variables whose behavior may influence in one
way or another the mechanical properties of the obtained
piece. Against this background, this paper advances the
state of the art in two main ways. First, we present here,
for the first time, a Bayesian-network-based mechanical
properties prediction system that is especially designed to
calculate before producing it the ultimate tensile strength
of the manufactured piece. Second, we introduce here a
methodology to test the accuracy and error rate of a
Bayesian network for the prediction of the ultimate tensile
strength in foundry processes.
IV. BLOCK DIAGRAM
Fig.1: Proposed system Block diagram
V. SYSTEM OPERATION
In the block diagram single point load cell of the
brick is connected at one end. The relay and driver circuit
is used to drive the single phase motor (45 rpm). The
microcontroller 89C51 is used to give signal to driver
circuit. When we turn ON the switch start the motor and
controller takes first reading after some time delay it takes
second reading and start comparing if first reading is
greater than second reading then store this reading as a
break point reading and then reverse and stop the motor.
VI. HARDWARE IMPLEMENTATION
Fig.2: Circuitry for tensile strength measurement for
foundry sand brick
To design and develop this system which predict
accurate tensile strength of sand include the following
parameters that need to be calculated.
1. Determine Load at various instant of time
and use parameter to represent graph.
2. To calculate deflection of Maximum Load
and break point.
3. Compute and work at Maximum Load.
4. Calculate Stiffness.
5. To determine chord slope.
6. To calculate stress and strain.
7. Display the desired graph.
8. To decide whether it is good or not for
optimal quality of product and profitability of
foundry.
VII. SOFTWARE IMPLEMENTATION
When we turn ON the switch start the motor and
controller takes first reading after some time delay it takes
second reading and start comparing if first reading is
www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962
42 Copyright © 2018. IJEMR. All Rights Reserved.
greater than second reading then store this reading as a
break point reading and then reverse and stop the motor.
Fig3. Flow chart of Tensile Strength Testing for Foundry
Sand Bricks
VIII. RESULT ANALYSIS
The force was applied with the help of DC motor.
Motor offers tensile resistance to the brick and in turn to
load cell as shown in the setup. The bridge in load cell gets
unbalanced and differential output voltage proportional to
applied force is produced across load cell output. This is
converted to single ended output with the help of amplifier
and given to ADC. It converts into digital form and LED
displays that digital output is the tensile strength of sand.
The tensile strength of foundry sand brick is 3.5 N/m2
.
Fig.4: Hardware model for foundry sand brick
IX. CONCLUSION
This project work shows that the behavior of the
system can be outperformed in the following way:
When the system detects that the probability of a
bad value of the ultimate tensile strength to appear is very
high, the operator may change the factor to produce
another reference.
REFERENCES
[1] J. Nieves, I. Santos, Y. K. Penya, S. Rojas, M. Salazar,
& P.G. Bringas. (2009). Mechanical properties prediction
in high-precision foundry production. In Proceedings de la
7th
IEEE International Conference on Industrial
Informatics (INDIN 09), 31–36.
[2] H. Sarimveis & G. Bafas. (2003). Fuzzy model
predictive control of nonlinear processes using genetic
algorithms. Fuzzy sets and systems, 139(1), 59–80, 2003.
[3] H. Al-Duwaish & W. Naeem. (2001). Nonlinear model
predictive control of hammerstein and wiener models
using genetic algorithms. Control Applications,
2001.(CCA’01). In Proceedings of the 2001 IEEE
International Conference, 465–469.
[4] M. Tomassini. (1995). A survey of genetic algorithms.
Annual Reviews of Computational Physics, 3(2), 87–118.
[5] R. Kohavi. (1995). A study of cross-validation and
bootstrap for accuracy estimation and model selection. In
International Joint Conference on Artificial Intelligence,
14, 1137–1145.
[6] Gregory F. Cooper & Edward Herskovits. (1991). A
bayesian method for constructing Bayesian belief networks
from databases. In Proceedings of the 7th
Conference on
Uncertainty in Artificial Intelligence, 86-94.
[7] H.Q. Peter & J. Wang. (2007). Fault detection using the
k-nearest neighbor rule for semiconductor manufacturing
processes. IEEE Transactions on Semiconductor
Manufacturing, 20(4), 345-354.
[8] R.O. Duda, P.E. Hart, & D.G. Stork. (2001). Pattern
classification. (2nd
Edition). New York: Wiley.
[9] J. Yang, M. Liu, & C. Wu. (2003). Genetic algorithm
based nonlinear model predictive control method. Control
and Decision, 18(2), 141–144.
[10] Nuhu A. Ademoh. (2010). Evaluation of the tensile
strength of foundry cores made with hybridized binder
composed of Neem oil and Nigerian gum Arabic.
International Journal of the Physical Sciences, 5(5), 557-
563.

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Tensile Strength Measurement for Foundry Sand Brick

  • 1. www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962 40 Copyright © 2018. IJEMR. All Rights Reserved. Volume-8, Issue-4, August 2018 International Journal of Engineering and Management Research Page Number: 40-42 DOI: doi.org/10.31033/ijemr.8.4.3 Tensile Strength Measurement for Foundry Sand Brick Manasi V. Magdum1 , Dr. B.T. Salokhe2 and Prof. A.S. Mali3 1 M. E. Student, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering & Technology, Warananagar, INDIA 2 Head of Department, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering & Technology, Warananagar, INDIA 3 Assistant Professor, Department of Electronics Engineering, Tatyasaheb Kore Institute of Engineering & Technology, Warananagar, INDIA 1 Corresponding Author: manasi3010@gmail.com ABSTRACT Tensile strength is an important concept in engineering, especially in the fields of material science, mechanical engineering and structural Engineering. The tensile strength of a material is the maximum amount of tensile stress that can be applied to it before it ceases to be elastic. If more force is applied the material will become plastic or even break. Passed the elastic limit, the material will not relax to its initial shape after the force is removed. See Hooke's Law and Modulus of elasticity. The tensile strength where the material becomes plastic is called yield tensile strength. This is the point where the deformation (strain) of the material is unrecovered, and the work produced by external forces is not stored as elastic energy but will lead to contraction, cracks and ultimately failure of the construction. Clearly, this is a remarkable point for the engineering properties of the material since here the construction may lose its loading capacity or undergo large deformations. On the stress-strain curve below this point is in between the elastic and the plastic region. The Ultimate Tensile Strength (UTS) of a material is the limit stress at which the material actually breaks, with sudden release of the stored elastic energy. Tensile strength is measured in units of force per unit area. In the SI system, the unit is Newton per square meter (N/m² or Pa - Pascal). The U.S customary unit is pounds per square inch (or PSI). Keywords--- Hooke’s law, Tensile strength, Bayesian network I. INTRODUCTION The maximum load applied in breaking a tensile test piece divided by the original cross-sectional area of the test piece. Originally quoted as Kg/sq.cm. It is now measured as Newton/sq.inch. Also termed Maximum Stress and Ultimate tensile stress. On the stress-strain curve below this point is in between the elastic and the plastic region. The Ultimate Tensile Strength (UTS) of a material is the limit stress at which the material actually breaks, with sudden release of the stored elastic energy. [1]. Tensile testing is performed on a variety of materials including metals, plastics, elastomers, paper, composites, rubbers, fabrics, adhesives, films, etc. Tensile testing is commonly used to determine the maximum load (tensile strength) that a material or a product can withstand. Tensile testing may be based on a load value or elongation value. II. EXISTING METHODOLOGY Mechanical properties are the attributes of a metal to withstand several forces and tensions. Specifically, ultimate tensile strength is the force a material can resist until it breaks. The only way to examine this mechanical property is the employment of destructive inspections that renders the casting invalid with the subsequent cost increment. In a previous work we showed that modelling the foundry process as a probabilistic constellation of interrelated variables allows Bayesian networks to infer causal relationships. In other words, they may guess the value of a variable (for instance, the value of ultimate tensile strength). Against this background, we present here the first ultimate tensile strength prediction system that, upon the basis of a Bayesian network, is able to foresee the values of this property in order to correct it before the
  • 2. www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962 41 Copyright © 2018. IJEMR. All Rights Reserved. casting is made. Further, we have tested the accuracy and error rate of the system with data of a real foundry. III. PROPOSED METHODOLOGY Proposed methodology will perform ultimate tensile strength is the maximum stress any material can withstand when subjected to tension; in other words, the strength a material is able to resist until it breaks. Hence, assuring that all pieces manufactured reach a certain ultimate tensile strength threshold is an essential goal of the quality tests. If we apply the inference ability of Bayesian Networks [3] in order to achieve an effective prediction. Bayesian networks are probabilistic models very helpful when facing problems that require predicting the outcome of a system consisting of a high number of interrelated variables. The Bayesian network learns the behavior of the model and, thereafter it is able to foresee its outcome. In this way, successful applications of Bayesian networks include for instance email classification for spam detection [4], failure detection in industrial production lines [5] [6], weather forecasting [7] [8], intrusion detection over IP networks [9] [10] or reconstruction of traffic accidents. In all cases, the respective target problem is modelled as a constellation of interconnected variables whose output is always the result of the prediction (e.g. spam found, failure detected, intrusion noticed and so on). Similarly, the production process of a foundry is perfectly suitable to be modelled as system of variables whose behavior may influence in one way or another the mechanical properties of the obtained piece. Against this background, this paper advances the state of the art in two main ways. First, we present here, for the first time, a Bayesian-network-based mechanical properties prediction system that is especially designed to calculate before producing it the ultimate tensile strength of the manufactured piece. Second, we introduce here a methodology to test the accuracy and error rate of a Bayesian network for the prediction of the ultimate tensile strength in foundry processes. IV. BLOCK DIAGRAM Fig.1: Proposed system Block diagram V. SYSTEM OPERATION In the block diagram single point load cell of the brick is connected at one end. The relay and driver circuit is used to drive the single phase motor (45 rpm). The microcontroller 89C51 is used to give signal to driver circuit. When we turn ON the switch start the motor and controller takes first reading after some time delay it takes second reading and start comparing if first reading is greater than second reading then store this reading as a break point reading and then reverse and stop the motor. VI. HARDWARE IMPLEMENTATION Fig.2: Circuitry for tensile strength measurement for foundry sand brick To design and develop this system which predict accurate tensile strength of sand include the following parameters that need to be calculated. 1. Determine Load at various instant of time and use parameter to represent graph. 2. To calculate deflection of Maximum Load and break point. 3. Compute and work at Maximum Load. 4. Calculate Stiffness. 5. To determine chord slope. 6. To calculate stress and strain. 7. Display the desired graph. 8. To decide whether it is good or not for optimal quality of product and profitability of foundry. VII. SOFTWARE IMPLEMENTATION When we turn ON the switch start the motor and controller takes first reading after some time delay it takes second reading and start comparing if first reading is
  • 3. www.ijemr.net ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962 42 Copyright © 2018. IJEMR. All Rights Reserved. greater than second reading then store this reading as a break point reading and then reverse and stop the motor. Fig3. Flow chart of Tensile Strength Testing for Foundry Sand Bricks VIII. RESULT ANALYSIS The force was applied with the help of DC motor. Motor offers tensile resistance to the brick and in turn to load cell as shown in the setup. The bridge in load cell gets unbalanced and differential output voltage proportional to applied force is produced across load cell output. This is converted to single ended output with the help of amplifier and given to ADC. It converts into digital form and LED displays that digital output is the tensile strength of sand. The tensile strength of foundry sand brick is 3.5 N/m2 . Fig.4: Hardware model for foundry sand brick IX. CONCLUSION This project work shows that the behavior of the system can be outperformed in the following way: When the system detects that the probability of a bad value of the ultimate tensile strength to appear is very high, the operator may change the factor to produce another reference. REFERENCES [1] J. Nieves, I. Santos, Y. K. Penya, S. Rojas, M. Salazar, & P.G. Bringas. (2009). Mechanical properties prediction in high-precision foundry production. In Proceedings de la 7th IEEE International Conference on Industrial Informatics (INDIN 09), 31–36. [2] H. Sarimveis & G. Bafas. (2003). Fuzzy model predictive control of nonlinear processes using genetic algorithms. Fuzzy sets and systems, 139(1), 59–80, 2003. [3] H. Al-Duwaish & W. Naeem. (2001). Nonlinear model predictive control of hammerstein and wiener models using genetic algorithms. Control Applications, 2001.(CCA’01). In Proceedings of the 2001 IEEE International Conference, 465–469. [4] M. Tomassini. (1995). A survey of genetic algorithms. Annual Reviews of Computational Physics, 3(2), 87–118. [5] R. Kohavi. (1995). A study of cross-validation and bootstrap for accuracy estimation and model selection. In International Joint Conference on Artificial Intelligence, 14, 1137–1145. [6] Gregory F. Cooper & Edward Herskovits. (1991). A bayesian method for constructing Bayesian belief networks from databases. In Proceedings of the 7th Conference on Uncertainty in Artificial Intelligence, 86-94. [7] H.Q. Peter & J. Wang. (2007). Fault detection using the k-nearest neighbor rule for semiconductor manufacturing processes. IEEE Transactions on Semiconductor Manufacturing, 20(4), 345-354. [8] R.O. Duda, P.E. Hart, & D.G. Stork. (2001). Pattern classification. (2nd Edition). New York: Wiley. [9] J. Yang, M. Liu, & C. Wu. (2003). Genetic algorithm based nonlinear model predictive control method. Control and Decision, 18(2), 141–144. [10] Nuhu A. Ademoh. (2010). Evaluation of the tensile strength of foundry cores made with hybridized binder composed of Neem oil and Nigerian gum Arabic. International Journal of the Physical Sciences, 5(5), 557- 563.