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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 981
Design Optimization Of Free Standing Communication Tower Using
Genetic Algorithm
Bharat Koner1, Priya Surpur2, Dr. M. T. Venuraju3
1Research Scholar, Civil Engineering Department, Maland college of engineering, Hassan, Karnataka, India
2Research Scholar, Civil Engineering Department, KLE Dr.M.S.S.C.E.T, Belagavi, Karnataka, India
3Professor, Civil Engineering Department, Maland college of engineering, Hassan, Karnataka, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Towers have been utilized by humanity
since ancient times. Steel towersaretallstructuresintendedto
support antenna for information transfers and television. The
steel lattice is the most wide spread. form of constriction. It
gives great quality and economyintheutilizationofmaterials.
Such structures are typically triangular or square in plan.
steel, being the suitable material which satisfiesthestructural
and durability requirements, has a greater self weight. This
leads to addition to the cost of material, transportation,
erection and maintenance. Therefore, optimization of weight
of tower becomes necessary.
The weight of the tower is minimized using different
optimization algorithms. In this work weight of the tower is
optimized using genetic algorithm (GA). It dependsonthefact
that social. sharing of data among individuals of a species
offer an evolutionary benefit. Of late, GA hasbeenquitehelpful
in diverse engineering. design. application. GA has also been
applied in structural engineering in the Areas of Size, Shape
and topology optimization withpromisingresults. Thepresent
study aims at optimization of communication towerstoarrive
at an optimum weight, satisfying a set of specified constraints.
GA has been devised and developed using ‘MATLAB’ code to
optimize the communication tower. The program has been
used to validate one benchmark problem and then applied to
seven configurations of communication towers. It has been
found that the developed GA yields better optimal results.
Key Words: optimization, optimal design, tower, genetic
algorithm.
1. INTRODUCTION
With the growing contest to produce best design,
engineering industry is in needofoptimizationofdesignthat
would lead to minimum cost and weight. Steel latticetowers
are in extensive use in the communication as well as the
power transmission industries.
Optimization, in general is to exploit the available
limited resource to obtain maximum utility. The objective of
optimal design is to achieve the best .feasible. design
according .to a required measure of performance and
efficiency.
Optimization1can.be1defined1as.a5process7of
finding7the.condition9that.gives6maximum8or7minimum0
value.of.a.function.It.can.be1applied.to2solve5many.enginee
ringproblems including structural engineering design
problems and has been attempted to many civil engineering
structures such as buildings, steel trusses,bridge,towersetc.
the objective.of structural optimization.is to either
minimize.the cost or weight or to maximize the safety or
both.
Structural optimization has been defined as
designing and developing a structure at minimum cost, with
the goal of satisfying a well defined purpose. Costs mustalso
include safety, service life, maintenance and future
adaptability. Since all research and practice in structural
engineering are presumably aimed towards such a goal, the
activity known as structural optimization must bedefinedin
a unique way, that is, the development and application of
interactiveorautomatedcomputertechniquesforimproving
designs within well defined costs and constraints.
2. OBJECTIVES AND METHODOLOGY
Genetic algorithms are becoming progressively popular
because of the availability and affordability of high speed
computers. Design optimization of towers aims at size
optimization. The purpose of the optimization problem is to
achieve a minimum weight design for the tower. In the
current study, a GA based methodology is adopted for the
optimization. The present, study is to develop a program
using MATLAB for the optimization of communication
towers.
3. DESIGN OPTIMIZATION
Structural optimization problems may be classified
according to the type of design variables, loadings, and
constraint. In practice, each class usuallyrequiresa different
method or strategy for solution.
Based on loading constraints, problems are
classified as static and dynamic. Staticproblemsmayinclude
stress constraints as well as displacement and buckling
constraints. Dynamic problems may be divided into
problems with response and frequency constraints. Other
categories are reliability based optimization dealing with
probabilities of failure as variables or as the objective
function.
Design of communication towers aims at Sizing
optimization of the tower. The sizing design variables are
areas of the members. The aim is to obtain a tower with
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 982
minimum weight satisfying the set of constraints that arise
under the loading imposed on it.
The main goal of designing efficient structures has
made structural weight, the natural objective function to be
minimized. Therefore, generally optimum design problems
are dominantly minimum weight design problems. Other
quantities such as reliability, stiffness, energy, frequency,
and actual cost have also been taken as objective function as
well.
3.1 Problem Formulation
The objective function for optimization of tower
considered is the weight of the tower. The present routine
incorporates the design criteria as per IS-802 (part 1/sec 2)
and the stress constraints are calculated as per the code.
Objective function: weight of the Tower
Subjected to the following constraints:
a) Stress Constraints
σi/σallowable ≤ 1
b) Displacement Constraints
δi/δallowable ≤1
Displacement constraints are imposed on the
displacement of the top nodes. Theconstraintsare evaluated
as per the recommendations in the TIA/EIA standards. As
per the TIA/EIA specifications, the displacements of the top
nodes of the tower under sway should not exceeded ± 0.5
degrees with respect to original alignment.
3.2 Member Grouping
As communication towers are large structural
system, it is very difficult to optimize the area of individual
members. Hence, some sort of member grouping should be
done to reduce the design.variables. In the currentwork,the
member forming the leg members, the diagonal members
are the horizontal members are grouped. Hence, the design
variables got reduced and the time taken to run theprogram
get is reduced. The member areas are alsoselectedwithin an
upper and a lower bound on their values.
That is
AL≤A≥AU
 Lower bound AL= 0.1in2
 Upper bound AU= 35 in2
 Design Variables = 10
 Crossover = Two point crossover
 Crossover % = Random
 Mutation = integer
 Mutation % = Random
3.3 Validation of Algorithm
To validate the developed GA, it has been tried out for a few
benchmark problem given below.
Sizing optimization of a 10-bar truss
Figure-1 shows the 10-bar truss considered along with the
loading details
Material Properties
 Young’s Modulus of Elasticity, E = 104 ksi
 Density of steel, = 0.1 lb/in3
 Cross sectional area varies between 0.1 to 35 in2
Stress Constraints
 σallowable = 25000 psi
Displacement Constraints
 δallowable = ±2 in
Parameter of GA
 Population Size = 10
 Number of Generation = 50
Figure-1: 10-bar Truss
3.4 Optimization results of the 10 bar truss
Table-1 demonstrates the GA best results of 10 bar
truss problem. Other distributed results, for the same case,
are summarized.
They are discovered utilizing different optimization
approaches including slope based algorithms both
unconstrained and constrained. We can see that the GA
provides great resultsas comparedwithdifferenttechniques
for the problem.
3.5 GA for Communication Towers
The developed GA was applied to communication
towers. The developed GA was initially applied to the one
benchmark problems namely 10 bartrussandcompared the
results published by differentoptimizationmethodsdone by
different authors.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 983
It was found that, the developed GA yield more optimal
results than the other methods.Consequently,thedeveloped
GA was applied to seven different configurations of
communication towers. Communication towers with X
bracing, X bracing with horizontal panels andKbracing were
optimized using GA.
Table-1. Optimization.results of 10-bar Truss
4. PROBLEM DESCRIPTION
4.1 Details of Towers
Height of the Tower = 24 m, The tower is square in plan,
Dimensions of the Tower
 1.3 m x 1.3 m at the top,
 3.2 m x 3.2 m at the base.
Angular Tower (i.e. tower is made up of angle
sections only), Roof top Tower i.e. the tower rests on a
building of 6m height, Tower is made up of 10 panels with
top 4 panels 1.5m height and the rest 3m, Top 4 panels are
straight while the remaining are at a slope of 3 degree with
the vertical, The tower supports 8 GSM antennae, 2 at a
height of 24m, 2 at a height of 22.5m, 2 at 21m and 2 at
19.5m respectively.
The size of the antenna is 2mx0.5m, Basic wind
speed based on peak gust velocity averaged over a short
time interval of around 3 seconds in open terrain is 55m/s,
Tower is located at a site having terrain category 2, as per IS
875 (part 3), tower comes under class B structure, as per
IS875 (part 3),
1. Modulus of Elasticity, E = 2 x 105 N/mm2,
2. Density of the material, = 7850 kg/m3,
3. Solidity ratio is calculated as per IS875 (part 3).
Three configurations are considered for this tower.
1. Configuration – 1 consists of K bracing in its panels
and
2. Configuration – 2 consists of X bracing patterns in
its panel.
3. Configuration – 3 consists of X bracing with
horizontal panels.
4.2 Optimization Of Configuration – 1
Configuration – 1 consists of K bracing in its panels
and the figure-2 shows the communication tower with K
bracing.
Table-2: Wind Load Distribution for Configuration – 1
Panel
numbers
Solidity
Ratio
A=Projected
Area (sq.m)
B = A
* 1.5
Wind
Load C =
B *
1815(N)
Load
Distribution
In (N)
Load
at
Joints
In (N)
10 38% 0.805 1.207 2190
1095 1095
1095
2190
9 38% 0.805 1.207 2190
1095
1095
2190
8 38% 0.805 1.207 2190
1095
1095
2190
7 38% 0.805 1.207 2190
1095
1095
2548
6 16% 1.187 1.78 3230
1453
1777
3639
5 16% 1.52 2.28 4138
1862
2276
4219
4 16% 1.586 2.379 4317
1943
2374
4408
3 16% 1.661 2.49 4519
2034
2485
4629
2 16% 1.75 2.625 4764
2144
2620
4838
1 16% 1.81 2.715 4928
2218
2710 2710
Area
group
(in2)
Present
study
(GA)
Rajeev
and
Krishnam
oorty
(GA)
[1]
Gellatly
and Berke
(HAS)
[8]
Ghasemi
(GA)
[9]
Schimit
and Farshi
(GA) [10]
1 32.1245 33.50 31.35 25.730 33.432
2 0.100 1.62 0.100 0.109 0.100
3 21.785 22.00 20.030 24.260 24.260
4 14.59 15.50 15.600 16.350 14.260
5 0.100 1.62 0.140 0.106 0.100
6 0.15 1.80 0.240 0.109 0.100
7 5.14 14.20 8.350 8.700 8.388
8 18.579 19.90 22./210 21.410 20.740
9 20.213 19.90 22.060 22.300 19.690
10 0.21 2.62 0.100 0.122 0.100
Weight
(lb)
5031.13 5620.08 5112.00 5095.65 5089.00
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 984
All Dimensions are in m’s
Figure-2: Tower with K bracing
4.3 Parameters of GA
 Population Size = 15
 Number of Generation = 50
Figure-3: Weight Vs number of Generations for
configuration – 1
In configuration – 1, the objective.function, that is,
the.weight of the tower decreases as the generation
increases and reaches an optimal value of 21208.473 N at
50th generation.
Table-3: Comparison between GA and PSO
Optimal
Weight by
PSO In (N)
Optimal
Weight by
GA In (N)
Percentage
Reduction in
optimal weight
(%)
21490.99 21208.473 1.01 %
22930.06 22363.856 1.02 %
22550.06 21975.627 1.02 %
It may be observed that optimal weight by GA is
1.02% less than that obtained by PSO (13).
Figure-4: Variation of weight VS number of generations
for Configuration – 1
For Different Population and a fixed convergence
criteria, the number of Generation required is worked out
and a plot of Population VS Generation as shown below for
Configuration - 1
Figure-5: Population VS number of Generations for
Configuration – 1
5. CONCLUSION
 The developed GA yielded satisfactory results for
the benchmark problems. That is, the optimal
weight obtained is less than the weights obtained
other methods such as PSO and others
 It is found from the parametric study that as the
population size increases, convergence reached
faster.
 It can be seen that, GA are search methods that are
more robust and effective to solve a wide variety of
problems than most otheroptimizationprocedures.
 The results shows that optimal weight by GA is less
than the that obtained by PSO
6. FUTURE SCOPE
 The present work considers towers, which are
square in plan. It can be extended to other types
such as rectangular, hexagonal ortriangulartowers.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 985
 The present work incorporates analysis and design
with angle sections. This can be extended for use
with tubular sections and hybrid sections.
 The program can be extended for analysis and
design of tower for seismic loading conditions.
REFERENCE
[1]. S. Rajeev and C. Krishnamoorty, “Discrete
Optimization Of Structures Using Genetic
Algorithm”, J. Struct.Eng.10.1061/(ASCE)0733-
9445(1992)118.5(1233), pp. 1233-1250, 1992.
[2]. C. Razvan and G. Lucian, “Steel Truss Optimization
Using Genetic Algorithm and FEA”, “INTER-
ENG”,2013. J. Struct.Eng.10.1061/(ASCE)0733-
9445(1995)121:10(1480), pp. 1480-1487,1995.
[3]. S. Rajan, “Sizing, Shape and Topology Design
Optimization Using Genetic Algorithm”,
[4]. S. Tharwat and E. Atef, “Optimization Of Plane and
Space Trusses Using GA”, “IJEIT”, Vol 3, Issue 7,
2014.
[5]. A. Mallika, “Discrete Optimization Of Truss
Structure Using Genetic Algorithm”, “IJRDET (ISSN
2347-6435(online vol 3, issue 1, 2014).
[6]. IS 875(part3):1987 “Code of practice for design
loads (other than earthquake) for building and
structures (second version).
[7]. K.C. Manu, “Design Optimization of
Telecommunication towers using PSO”, M.Tech
Thesis, MCE Hassan, (2009).

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IRJET-Design Optimization of Free Standing Communication Tower using Genetic Algorithm

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 981 Design Optimization Of Free Standing Communication Tower Using Genetic Algorithm Bharat Koner1, Priya Surpur2, Dr. M. T. Venuraju3 1Research Scholar, Civil Engineering Department, Maland college of engineering, Hassan, Karnataka, India 2Research Scholar, Civil Engineering Department, KLE Dr.M.S.S.C.E.T, Belagavi, Karnataka, India 3Professor, Civil Engineering Department, Maland college of engineering, Hassan, Karnataka, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Towers have been utilized by humanity since ancient times. Steel towersaretallstructuresintendedto support antenna for information transfers and television. The steel lattice is the most wide spread. form of constriction. It gives great quality and economyintheutilizationofmaterials. Such structures are typically triangular or square in plan. steel, being the suitable material which satisfiesthestructural and durability requirements, has a greater self weight. This leads to addition to the cost of material, transportation, erection and maintenance. Therefore, optimization of weight of tower becomes necessary. The weight of the tower is minimized using different optimization algorithms. In this work weight of the tower is optimized using genetic algorithm (GA). It dependsonthefact that social. sharing of data among individuals of a species offer an evolutionary benefit. Of late, GA hasbeenquitehelpful in diverse engineering. design. application. GA has also been applied in structural engineering in the Areas of Size, Shape and topology optimization withpromisingresults. Thepresent study aims at optimization of communication towerstoarrive at an optimum weight, satisfying a set of specified constraints. GA has been devised and developed using ‘MATLAB’ code to optimize the communication tower. The program has been used to validate one benchmark problem and then applied to seven configurations of communication towers. It has been found that the developed GA yields better optimal results. Key Words: optimization, optimal design, tower, genetic algorithm. 1. INTRODUCTION With the growing contest to produce best design, engineering industry is in needofoptimizationofdesignthat would lead to minimum cost and weight. Steel latticetowers are in extensive use in the communication as well as the power transmission industries. Optimization, in general is to exploit the available limited resource to obtain maximum utility. The objective of optimal design is to achieve the best .feasible. design according .to a required measure of performance and efficiency. Optimization1can.be1defined1as.a5process7of finding7the.condition9that.gives6maximum8or7minimum0 value.of.a.function.It.can.be1applied.to2solve5many.enginee ringproblems including structural engineering design problems and has been attempted to many civil engineering structures such as buildings, steel trusses,bridge,towersetc. the objective.of structural optimization.is to either minimize.the cost or weight or to maximize the safety or both. Structural optimization has been defined as designing and developing a structure at minimum cost, with the goal of satisfying a well defined purpose. Costs mustalso include safety, service life, maintenance and future adaptability. Since all research and practice in structural engineering are presumably aimed towards such a goal, the activity known as structural optimization must bedefinedin a unique way, that is, the development and application of interactiveorautomatedcomputertechniquesforimproving designs within well defined costs and constraints. 2. OBJECTIVES AND METHODOLOGY Genetic algorithms are becoming progressively popular because of the availability and affordability of high speed computers. Design optimization of towers aims at size optimization. The purpose of the optimization problem is to achieve a minimum weight design for the tower. In the current study, a GA based methodology is adopted for the optimization. The present, study is to develop a program using MATLAB for the optimization of communication towers. 3. DESIGN OPTIMIZATION Structural optimization problems may be classified according to the type of design variables, loadings, and constraint. In practice, each class usuallyrequiresa different method or strategy for solution. Based on loading constraints, problems are classified as static and dynamic. Staticproblemsmayinclude stress constraints as well as displacement and buckling constraints. Dynamic problems may be divided into problems with response and frequency constraints. Other categories are reliability based optimization dealing with probabilities of failure as variables or as the objective function. Design of communication towers aims at Sizing optimization of the tower. The sizing design variables are areas of the members. The aim is to obtain a tower with
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 982 minimum weight satisfying the set of constraints that arise under the loading imposed on it. The main goal of designing efficient structures has made structural weight, the natural objective function to be minimized. Therefore, generally optimum design problems are dominantly minimum weight design problems. Other quantities such as reliability, stiffness, energy, frequency, and actual cost have also been taken as objective function as well. 3.1 Problem Formulation The objective function for optimization of tower considered is the weight of the tower. The present routine incorporates the design criteria as per IS-802 (part 1/sec 2) and the stress constraints are calculated as per the code. Objective function: weight of the Tower Subjected to the following constraints: a) Stress Constraints σi/σallowable ≤ 1 b) Displacement Constraints δi/δallowable ≤1 Displacement constraints are imposed on the displacement of the top nodes. Theconstraintsare evaluated as per the recommendations in the TIA/EIA standards. As per the TIA/EIA specifications, the displacements of the top nodes of the tower under sway should not exceeded ± 0.5 degrees with respect to original alignment. 3.2 Member Grouping As communication towers are large structural system, it is very difficult to optimize the area of individual members. Hence, some sort of member grouping should be done to reduce the design.variables. In the currentwork,the member forming the leg members, the diagonal members are the horizontal members are grouped. Hence, the design variables got reduced and the time taken to run theprogram get is reduced. The member areas are alsoselectedwithin an upper and a lower bound on their values. That is AL≤A≥AU  Lower bound AL= 0.1in2  Upper bound AU= 35 in2  Design Variables = 10  Crossover = Two point crossover  Crossover % = Random  Mutation = integer  Mutation % = Random 3.3 Validation of Algorithm To validate the developed GA, it has been tried out for a few benchmark problem given below. Sizing optimization of a 10-bar truss Figure-1 shows the 10-bar truss considered along with the loading details Material Properties  Young’s Modulus of Elasticity, E = 104 ksi  Density of steel, = 0.1 lb/in3  Cross sectional area varies between 0.1 to 35 in2 Stress Constraints  σallowable = 25000 psi Displacement Constraints  δallowable = ±2 in Parameter of GA  Population Size = 10  Number of Generation = 50 Figure-1: 10-bar Truss 3.4 Optimization results of the 10 bar truss Table-1 demonstrates the GA best results of 10 bar truss problem. Other distributed results, for the same case, are summarized. They are discovered utilizing different optimization approaches including slope based algorithms both unconstrained and constrained. We can see that the GA provides great resultsas comparedwithdifferenttechniques for the problem. 3.5 GA for Communication Towers The developed GA was applied to communication towers. The developed GA was initially applied to the one benchmark problems namely 10 bartrussandcompared the results published by differentoptimizationmethodsdone by different authors.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 983 It was found that, the developed GA yield more optimal results than the other methods.Consequently,thedeveloped GA was applied to seven different configurations of communication towers. Communication towers with X bracing, X bracing with horizontal panels andKbracing were optimized using GA. Table-1. Optimization.results of 10-bar Truss 4. PROBLEM DESCRIPTION 4.1 Details of Towers Height of the Tower = 24 m, The tower is square in plan, Dimensions of the Tower  1.3 m x 1.3 m at the top,  3.2 m x 3.2 m at the base. Angular Tower (i.e. tower is made up of angle sections only), Roof top Tower i.e. the tower rests on a building of 6m height, Tower is made up of 10 panels with top 4 panels 1.5m height and the rest 3m, Top 4 panels are straight while the remaining are at a slope of 3 degree with the vertical, The tower supports 8 GSM antennae, 2 at a height of 24m, 2 at a height of 22.5m, 2 at 21m and 2 at 19.5m respectively. The size of the antenna is 2mx0.5m, Basic wind speed based on peak gust velocity averaged over a short time interval of around 3 seconds in open terrain is 55m/s, Tower is located at a site having terrain category 2, as per IS 875 (part 3), tower comes under class B structure, as per IS875 (part 3), 1. Modulus of Elasticity, E = 2 x 105 N/mm2, 2. Density of the material, = 7850 kg/m3, 3. Solidity ratio is calculated as per IS875 (part 3). Three configurations are considered for this tower. 1. Configuration – 1 consists of K bracing in its panels and 2. Configuration – 2 consists of X bracing patterns in its panel. 3. Configuration – 3 consists of X bracing with horizontal panels. 4.2 Optimization Of Configuration – 1 Configuration – 1 consists of K bracing in its panels and the figure-2 shows the communication tower with K bracing. Table-2: Wind Load Distribution for Configuration – 1 Panel numbers Solidity Ratio A=Projected Area (sq.m) B = A * 1.5 Wind Load C = B * 1815(N) Load Distribution In (N) Load at Joints In (N) 10 38% 0.805 1.207 2190 1095 1095 1095 2190 9 38% 0.805 1.207 2190 1095 1095 2190 8 38% 0.805 1.207 2190 1095 1095 2190 7 38% 0.805 1.207 2190 1095 1095 2548 6 16% 1.187 1.78 3230 1453 1777 3639 5 16% 1.52 2.28 4138 1862 2276 4219 4 16% 1.586 2.379 4317 1943 2374 4408 3 16% 1.661 2.49 4519 2034 2485 4629 2 16% 1.75 2.625 4764 2144 2620 4838 1 16% 1.81 2.715 4928 2218 2710 2710 Area group (in2) Present study (GA) Rajeev and Krishnam oorty (GA) [1] Gellatly and Berke (HAS) [8] Ghasemi (GA) [9] Schimit and Farshi (GA) [10] 1 32.1245 33.50 31.35 25.730 33.432 2 0.100 1.62 0.100 0.109 0.100 3 21.785 22.00 20.030 24.260 24.260 4 14.59 15.50 15.600 16.350 14.260 5 0.100 1.62 0.140 0.106 0.100 6 0.15 1.80 0.240 0.109 0.100 7 5.14 14.20 8.350 8.700 8.388 8 18.579 19.90 22./210 21.410 20.740 9 20.213 19.90 22.060 22.300 19.690 10 0.21 2.62 0.100 0.122 0.100 Weight (lb) 5031.13 5620.08 5112.00 5095.65 5089.00
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 984 All Dimensions are in m’s Figure-2: Tower with K bracing 4.3 Parameters of GA  Population Size = 15  Number of Generation = 50 Figure-3: Weight Vs number of Generations for configuration – 1 In configuration – 1, the objective.function, that is, the.weight of the tower decreases as the generation increases and reaches an optimal value of 21208.473 N at 50th generation. Table-3: Comparison between GA and PSO Optimal Weight by PSO In (N) Optimal Weight by GA In (N) Percentage Reduction in optimal weight (%) 21490.99 21208.473 1.01 % 22930.06 22363.856 1.02 % 22550.06 21975.627 1.02 % It may be observed that optimal weight by GA is 1.02% less than that obtained by PSO (13). Figure-4: Variation of weight VS number of generations for Configuration – 1 For Different Population and a fixed convergence criteria, the number of Generation required is worked out and a plot of Population VS Generation as shown below for Configuration - 1 Figure-5: Population VS number of Generations for Configuration – 1 5. CONCLUSION  The developed GA yielded satisfactory results for the benchmark problems. That is, the optimal weight obtained is less than the weights obtained other methods such as PSO and others  It is found from the parametric study that as the population size increases, convergence reached faster.  It can be seen that, GA are search methods that are more robust and effective to solve a wide variety of problems than most otheroptimizationprocedures.  The results shows that optimal weight by GA is less than the that obtained by PSO 6. FUTURE SCOPE  The present work considers towers, which are square in plan. It can be extended to other types such as rectangular, hexagonal ortriangulartowers.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 06 | June -2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 985  The present work incorporates analysis and design with angle sections. This can be extended for use with tubular sections and hybrid sections.  The program can be extended for analysis and design of tower for seismic loading conditions. REFERENCE [1]. S. Rajeev and C. Krishnamoorty, “Discrete Optimization Of Structures Using Genetic Algorithm”, J. Struct.Eng.10.1061/(ASCE)0733- 9445(1992)118.5(1233), pp. 1233-1250, 1992. [2]. C. Razvan and G. Lucian, “Steel Truss Optimization Using Genetic Algorithm and FEA”, “INTER- ENG”,2013. J. Struct.Eng.10.1061/(ASCE)0733- 9445(1995)121:10(1480), pp. 1480-1487,1995. [3]. S. Rajan, “Sizing, Shape and Topology Design Optimization Using Genetic Algorithm”, [4]. S. Tharwat and E. Atef, “Optimization Of Plane and Space Trusses Using GA”, “IJEIT”, Vol 3, Issue 7, 2014. [5]. A. Mallika, “Discrete Optimization Of Truss Structure Using Genetic Algorithm”, “IJRDET (ISSN 2347-6435(online vol 3, issue 1, 2014). [6]. IS 875(part3):1987 “Code of practice for design loads (other than earthquake) for building and structures (second version). [7]. K.C. Manu, “Design Optimization of Telecommunication towers using PSO”, M.Tech Thesis, MCE Hassan, (2009).