Advanced engineering optimization through intelligent techniques

Advances in Intelligent Systems and Computing 949

R. Venkata Rao

Jan Taler Editors

Advanced

Engineering

Optimization

Through Intelligent

Techniques

Select Proceedings of AEOTIT 2018

Advances in Intelligent Systems and Computing

Volume 949

Series Editor

Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,

Warsaw, Poland

Advisory Editors

Nikhil R. Pal, Indian Statistical Institute, Kolkata, India

Rafael Bello Perez, Faculty of Mathematics, Physics and Computing,

Universidad Central de Las Villas, Santa Clara, Cuba

Emilio S. Corchado, University of Salamanca, Salamanca, Spain

Hani Hagras, School of Computer Science & Electronic Engineering, University of

Essex, Colchester, UK

László T. Kóczy, Department of Automation, Széchenyi István University,

Gyor, Hungary

Vladik Kreinovich, Department of Computer Science, University of Texas

at El Paso, El Paso, TX, USA

Chin-Teng Lin, Department of Electrical Engineering, National Chiao

Tung University, Hsinchu, Taiwan

Jie Lu, Faculty of Engineering and Information Technology,

University of Technology Sydney, Sydney, NSW, Australia

Patricia Melin, Graduate Program of Computer Science, Tijuana Institute

of Technology, Tijuana, Mexico

Nadia Nedjah, Department of Electronics Engineering, University of Rio de

Janeiro, Rio de Janeiro, Brazil

Ngoc Thanh Nguyen, Faculty of Computer Science and Management,

Wrocław University of Technology, Wrocław, Poland

Jun Wang, Department of Mechanical and Automation Engineering,

The Chinese University of Hong Kong, Shatin, Hong Kong

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R. Venkata Rao • Jan Taler

Editors

Advanced Engineering

Optimization Through

Intelligent Techniques

Select Proceedings of AEOTIT 2018

123

Editors

R. Venkata Rao

Sardar Vallabhbhai National

Institute of Technology, Surat

Surat, Gujarat, India

Jan Taler

Cracow University of Technology

Kraków, Poland

ISSN 2194-5357 ISSN 2194-5365 (electronic)

Advances in Intelligent Systems and Computing

ISBN 978-981-13-8195-9 ISBN 978-981-13-8196-6 (eBook)

https://doi.org/10.1007/978-981-13-8196-6

© Springer Nature Singapore Pte Ltd. 2020

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Singapore

Conference Patron

Director, SVNIT, Surat

Conveners

Dr. D.Sc. R. Venkata Rao

Professor, Department of Mechanical Engineering, Sardar Vallabhbhai National

Institute of Technology, Surat, India

Dr. D.Sc. Jan Taler

Professor, Faculty of Mechanical Engineering, Cracow University of Technology,

Cracow, Poland

International Advisory Committee

Dr. Dan Simon, Cleveland State University, USA

Dr. A. Gunasekaran, California State University, USA

Dr. Daizhong Su, Nottingham Trent University, UK

Dr. Atulya Nagar, Liverpool Hope University, UK

Dr. D.Sc. Pawel Oclon, Cracow University of Technology, Poland

Dr. Leandro S. Coelho, Pontifícia Universidade Católica do Paraná, Brazil

Dr. Viviana C. Mariani, Pontifícia Universidade Católica do Paraná, Brazil

Dr. Joze Balic, University of Maribor, Slovenia

Dr. Franc Cus, University of Maribor, Slovenia

Dr. V. S. Kovalenko, National Technical University of Ukraine, Ukraine

Dr. S. H. Masood, Swinburne University of Technology, Australia

Dr. Syed J. Sadjadi, Iran University of Science and Technology, Iran

v

Dr. Husam I. Shaheen, Tishreen University, Syria

Dr. David K. H. Chua, National University of Singapore, Singapore

Dr. Manukid Parnichkun, Asian Institute of Technology, Thailand

Dr. H. T. Luong, Asian Institute of Technology, Thailand

Dr. Samuelson W. Hong, Oriental Institute of Technology, Taiwan

Dr. Liang Gao, Huazhong University of Science and Technology, China

Dr. Wenyin Gong, China University of Geosciences, China

National Advisory Committee

Dr. S. G. Deshmukh, ABV-IIITM, Gwalior

Dr. Souvik Bhattacharya, BITS, Pilani

Dr. R. P. Mohanty, SOA University, Bhubaneshwar

Dr. V. K. Jain, MANIT, Bhopal (formerly with IIT Kanpur)

Dr. P. K. Jain, Indian Institute of Technology, Roorkee

Dr. B. K. Panigrahi, Indian Institute of Technology, Delhi

Dr. P. V. Rao, Indian Institute of Technology, Delhi

Dr. J. Ramkumar, Indian Institute of Technology, Kanpur

Dr. Amit Agrawal, Indian Institute of Technology Bombay, Mumbai

Dr. S. K. Sharma, Indian Institute of Technology (BHU), Varanasi

Dr. A. K. Agrawal, Indian Institute of Technology (BHU),Varanasi

Dr. B. Bhattacharya, Jadavpur University, Kolkata

Dr. S. Chakraborty, Jadavpur University, Kolkata

Dr. S. K. Mohapatra, Thapar University, Patiala

Dr. Dixit Garg, National Institute of Technology, Kurukshetra

Dr. B. E. Narkhede, NITIE, Mumbai

Dr. Manjaree Pandit, MITS, Gwalior

vi Conference Patron

Preface

Optimization may be defined as finding the solution to a problem where it is

necessary to maximize or minimize a single or set of objective functions within a

domain which contains the acceptable values of variables while some restrictions

are to be satisfied. There might be a large number of sets of variables in the domain

that maximize or minimize the objective function(s) while satisfying the described

restrictions. They are called as the acceptable solutions, and the solution which is

the best among them is called the optimum solution to the problem. An objective

function expresses the main aim of the model which is to be either minimized or

maximized. For example, in a manufacturing process, the aim may be to maximize

the profit or minimize the cost. In designing a structure, the aim may be to maxi￾mize the strength or minimize the deflection or a combination of many objectives.

The use of optimization techniques helps the engineers in improving the system’s

performance, utilization, reliability, and cost.

An international conference on “Advanced Engineering Optimization Through

Intelligent Techniques (AEOTIT 2018)” was held during August 03–05, 2018, at

Sardar Vallabhbhai National Institute of Technology, Surat, India. The objective

of the conference was to bring together experts from academic institutions,

industries, and research organizations and professional engineers for sharing of

knowledge, expertise, and experience in the emerging trends related to advanced

engineering optimization techniques and their applications. There had been an

overwhelming response to the call for papers. More than 200 research papers were

received from the researchers and academicians of the leading institutes and

organizations. However, only 76 good-quality papers have been selected based on

the recommendations of the reviewers for inclusion in the proceedings. These

papers have covered various intelligent optimization techniques including meta￾heuristics, neural networks, decision-making methods, and statistical tools.

We are extremely thankful to the authors of the papers, national and international

advisory committee members, session chairmen, faculty and staff members of

SVNIT, Surat, and CUT, Cracow, and student volunteers for their cooperation and

vii

help. We are grateful to the team members of Springer Nature for their support and

help in producing these proceedings. We are confident that these proceedings would

benefit the optimization research community.

Surat, India R. Venkata Rao

Kraków, Poland Jan Taler

viii Preface

Contents

Combined Intelligent and Adaptive Optimization in End Milling

of Multi-layered 16MnCr5/316L............................... 1

Uros Zuperl and Franc Cus

Jaya: A New Meta-heuristic Algorithm for the Optimization of Braced

Dome Structures........................................... 13

Tayfun Dede, Maksym Grzywiński and R. Venkata Rao

Damage Detection of Truss Employing Swarm-Based Optimization

Techniques: A Comparison .................................. 21

Swarup K. Barman, Dipak K. Maiti and Damodar Maity

Multi-objective Optimization of Wire-Electric Discharge Machining

Process Using Multi-objective Artificial Bee Colony Algorithm ....... 39

P. J. Pawar and M. Y. Khalkar

Optimization of Process Parameters in Pulsed Electrochemical Honing

Process Using Evolutionary Algorithms ......................... 47

Sunny Diyaley and Shankar Chakraborty

Modeling and Simulation of Huge AC Power Network

for Optimization of Corona Power Loss Through

TLBO Algorithm .......................................... 59

Manan Pathak and Ishita Bhatt

Optimization of Water Distribution Networks Using Cuckoo Search

Algorithm ................................................ 67

Maduukuri Naveen Naidu, Pankaj Sriman Boindala, A. Vasan

and Murari R. R. Varma

GA-Based Hybrid Approach to Solve Fuzzy Multi-objective

Optimization Model of Multi-application-Based COTS Selection

Problem ................................................. 75

Anita Ravi Tailor and Jayesh M. Dhodiya

ix

Optimization of Parameters for Steel Recycling Process

by Using Particle Swarm Optimization Algorithm ................. 87

S. Allurkar Baswaraj and M. Sreenivasa Rao

Modeling 3D WSN to Maximize Coverage Using Harmony Search

Scheme .................................................. 95

Deepika Sharma and Vrinda Gupta

An Efficient Jaya Algorithm for Multi-objective Permutation Flow

Shop Scheduling Problem.................................... 113

Aseem Kumar Mishra, Divya Shrivastava, Bhasker Bundela

and Surabhi Sircar

Multi-objective Optimization of EDM Process Parameters Using Jaya

Algorithm Combined with Grey Relational Analysis ............... 127

Ashish Khachane and Vijaykumar Jatti

Application of Fuzzy Integrated JAYA Algorithm

for the Optimization of Surface Roughness of DMLS Made

Specimen: Comparison with GA .............................. 137

Hiren Gajera, Veera Darji and Komal Dave

Comparative Analysis of Fruit Categorization Using Different

Classifiers ................................................ 153

Chirag C. Patel and Vimal K. Chaudhari

Design Optimization of Plate-Fin Heat Exchanger by Using Modified

Jaya Algorithm ........................................... 165

Kiran Chunilal More and R. Venkata Rao

Prediction of Factor of Safety For Slope Stability Using Advanced

Artificial Intelligence Techniques .............................. 173

Abhiram Chebrolu, Suvendu Kumar Sasmal, Rabi Narayan Behera

and Sarat Kumar Das

The Use of Grey Relational Analysis to Determine Optimum

Parameters for Plasma Arc Cutting of SS-316L ................... 183

K. S. Patel and A. B. Pandey

Jaya Algorithm Based Intelligent Color Reduction ................ 193

Raghu Vamshi Hemadri and Ravi Kumar Jatoth

Tooth Profile Optimization of Helical Gear with Balanced Specific

Sliding Using TLBO Algorithm ............................... 203

Paridhi Rai and Asim Gopal Barman

Optimization of Nanofluid Minimum Quantity Lubrication

(NanoMQL) Technique for Grinding Performance Using Jaya

Algorithm ................................................ 211

R. R. Chakule, S. S. Chaudhari and P. S. Talmale

x Contents

Performance Evaluation of Jaya Optimization Technique

for the Production Planning in a Dairy Industry .................. 223

Aparna Chaparala, Radhika Sajja, K. Karteeka Pavan

and Sreelatha Moturi

Multi-objective Optimization in WEDM of Inconel 750 Alloy:

Application of TOPSIS Embedded Grey Wolf Optimizer............ 231

G. Venkata Ajay Kumar and K. L. Narasimhamu

Experimental Investigations and Selection of Solid Lubricant

Assisted Lubrication Strategy in Machining with the Use

of PROMETHEE .......................................... 241

M. A. Makhesana and K. M. Patel

BPSO-Based Feature Selection for Precise Class Labeling of Diabetic

Retinopathy Images ........................................ 253

Rahul Kumar Chaurasiya, Mohd Imroze Khan, Deeksha Karanjgaokar

and B. Krishna Prasanna

Dynamic Analysis and Life Estimation of the Artificial Hip Joint

Prosthesis ................................................ 265

Akbar Basha Shaik and Debasish Sarkar

Modeling Elastic Constants of Keratin-Based Hair Fiber Composite

Using Response Surface Method and Optimization Using Grey

Taguchi Method ........................................... 275

P. Divakara Rao, C. Udaya Kiran and K. Eshwara Prasad

A Decennary Survey on Artificial Intelligence Methods for Image

Segmentation ............................................. 291

B. Vinoth Kumar, S. Sabareeswaran and G. Madumitha

Air Quality Assessment Using Fuzzy Inference Systems............. 313

Seema A. Nihalani, Nandini Moondra, A. K. Khambete, R. A. Christian

and N. D. Jariwala

Optimization of Water Releases from Ukai Reservoir Using Jaya

Algorithm ................................................ 323

Vijendra Kumar and S. M. Yadav

Design of Antenna Arrays Using Chaotic Jaya Algorithm ........... 337

R. Jaya Lakshmi and T. Mary Neebha

Optimization of Friction Drilling Process by Response Surface

Methodology .............................................. 351

Akshay Potdar and Sagar Sapkal

Optimization of Parameters in Friction Stir Welding of AA6101-T6

by Taguchi Approach ....................................... 361

Deepak Kumar and Jatinder Kumar

Contents xi

Evolutionary Optimization in Master Production Scheduling:

A Case Study ............................................. 371

Radhika Sajja, K. Karteeka Pavan, Ch. Srinivasa Rao

and Swapna Dhulipalla

Optimal Irrigation Planning in the Eastern Gandak Project

Using Linear Programming—A Case Study ...................... 381

M. Bhushan and L. B. Roy

Optimization of Squeeze Casting Process Parameters to Investigate

the Mechanical Properties of AA6061/Al2O3/SiC Hybrid Metal Matrix

Composites by Taguchi and Anova Approach .................... 393

L. Natrayan, M. Senthil Kumar and Mukesh Chaudhari

Parametric Optimization of Electrochemical Machining Process

Using Taguchi Method and Super Ranking Concept While Machining

on Inconel 825 ............................................ 407

Partha Protim Das and Shankar Chakraborty

Dependency of Bead Geometry Formation During Weld Deposition

of 316 Stainless Steel Over Constructional Steel Plate .............. 417

M. K. Saha, S. Sadhu, P. Ghosh, A. Mondal, R. Hazra and S. Das

Performance Assessment of Inter-Digital Capacitive Structure-Finite

Element Approach ......................................... 431

Sheeja P. George, Johney Isaac and Jacob Philip

MADM-Based Approach for Selection of Welding Process

for Aluminum Tube Manufacturing ............................ 441

Ravindra Singh Saluja and Varinder Singh

Screening of Organic Brake Pad Materials

Using MADM Technique .................................... 451

K. N. Hendre and B. D. Bachchhav

Selection of Coating and Nitriding Process for AISI 4140 Steel

Material to Enhance Tribological Properties ..................... 463

Pathan Firojkhan, Nikhil Kadam and S. G. Dambhare

Risk-Pooling Approach in Inventory Control Model

for Multi-products in a Distribution Network Under Uncertainty ..... 475

Vats Peeyush, Soni Gunjan and A. P. S. Rathore

Optimization of Magnetic Abrasive Finishing Process Using Principal

Component Analysis........................................ 489

S. B. Gunjal and P. J. Pawar

xii Contents

Dynamic Distribution Network Expansion Planning

Under Energy Storage Integration Using PSO with Controlled

Particle Movement ......................................... 497

Santosh Kumari, Prerna Jain, Dipti Saxena and Rohit Bhakar

Development of Plant Layout for Improving Organizational

Effectiveness by Hybridizing GT, TOPSIS and SLP ............... 515

Biswanath Chakraborty and Santanu Das

Optimization of Process Parameters Using Hybrid Taguchi

and VIKOR Method in Electrical Discharge Machining Process ...... 527

B. Singaravel, S. Deva Prasad, K. Chandra Shekar, K. Mangapathi Rao

and G. Gowtham Reddy

Multi-response Optimization of Burnishing of Friction-Welded

AA6082-T6 Using Principal Component Analysis ................. 537

R. S. Tajane and P. J. Pawar

Design Optimization of Helicopter Rotor with Trailing-Edge Flaps

Using Genetic Algorithm .................................... 553

Saijal Kizhakke Kodakkattu

Statistical Model for Spot Welding of Aluminum Alloy 6082T651

Using an Interlayer ........................................ 563

Arick. M. Lakhani and P. H. Darji

Fuzzy Programming Technique for Solving Uncertain Multi-objective,

Multi-item Solid Transportation Problem with Linear Membership

Function ................................................. 575

Vandana Y. Kakran and Jayesh M. Dhodiya

Investigation of Influence of Process Parameters in Deep Drawing

of Square Cup ............................................ 589

Chandra Pal Singh, Prachi Kanherkar, Lokesh Bajpai and Geeta Agnihotri

Selection of Machining Parameters in Ultrasonic Machining Process

Using CART Algorithm ..................................... 599

Shruti Dandge and Shankar Chakraborty

PSF-Based Spectrum Occupancy Prediction in Cognitive Radio ...... 609

Jayesh Patil, Neeraj Bokde, Sudhir Kumar Mishra and Kishore Kulat

Hertzian Contact Stress Analysis in Roller Power Transmission

One-Way Clutch by Using Finite Element Analysis ................ 621

Karan A. Dutt, S. B. Soni and D. V. Patel

Numerical Simulation and Experimental Study on Lightweight

Mechanical Member ........................................ 631

G. Lakshmi Srinivas and Arshad Javed

Contents xiii

Robust Analysis of T-S Fuzzy Controller for Nonlinear System

Using H-Infinity ........................................... 643

Manivasagam Rajendran, P. Parthasarathy and R. Anbumozhi

Adsorption of Crystal Violet Dye: Parameter Optimization

Using Taguchi’s Experimental Methodology ..................... 653

T. B. Gupta, D. H. Lataye and S. T. Kurwadkar

Minimization of Springback in Seamless Tube Cold Drawing Process

Using Advanced Optimization Algorithms ....................... 667

D. B. Karanjule, S. S. Bhamare and T. H. Rao

Integrated Production Planning and Scheduling for Parallel

Production Lines .......................................... 679

K. C. Bhosale and P. J. Pawar

Optimization of Surface Modification Phenomenon for P20+Ni Die

Steel Using EDM with P/M Composite Electrode .................. 689

Jayantigar Lakhmangar Ramdatti and Ashishkumar Vitthaldas Gohil

Optimization of Tool Wear and Surface Roughness of Hybrid

Ceramic Tools ............................................ 699

G. Amith Kumar and T. Jagadeesha

Assessment of Viscosity of Coconut-Oil-Based CeO2/CuO Hybrid

Nano-lubricant Using Artificial Neural Network .................. 707

Ayamannil Sajeeb and Perikinalil Krishnan Rajendrakumar

Elimination of Nick Defect by Process Optimization for Input Shaft

Reverse Gear Section ....................................... 717

Sagar U. Sapkal and Tejas A. Bhilawade

Experimental Investigation of Cutting Parameters on Surface

Roughness in Hard Turning of AISI 4340 Alloy Steel .............. 727

Vaishal J. Banker, Jitendra M. Mistry and Mihir H. Patel

Experimental Study of Process Parameters on Finishing of AISI D3

Steel Using Magnetorheological Fluid........................... 739

V. S. Kanthale and D. W. Pande

Evaluation of Aeration Efficiency of Triangular Weirs

by Using Gaussian Process and M5P Approaches ................. 749

Akash Jaiswal and Arun Goel

Performance Evaluation of Kaplan Turbine with Different Runner

Solidity Using CFD......................................... 757

Brijkishore, Ruchi Khare and Vishnu Prasad

xiv Contents