Trends in Opto Electro & Optical Communication vol 6 issue 3

Page 1

ISSN 2231-0401 (Online) ISSN 2347-9957 (Print)

Trends in Opto Electro & Optical Communications September–December 2016

STM JOURNALS Scientific

Technical

Medical

www.stmjournals.com


STM Journals STM Journals, a strong initiative by Consortium E-Learning Network Private Ltd. (established 2006), was launched in the year 2010 under the support and guidance by our esteemed Editorial and Advisory Board Members from renowned institutes. Objectives: 

Promotion of Scientific, Technical and Medical research.

Publication of Original Research/Review, Short Articles and Case Studies through Peer Review process.

Publishing Special Issues on Conferences.

Preparing online platform for print journals.

Empowering the libraries with online and print Journals in Scientific, Technical and Medical domains.

Publishing and distribution of books on various subjects in the category of Nanotechnology, Scientific and Technical Writing, and Environment, Health and Safety.

Salient Features: 

A bouquet of 100+ Journals that fall under Science, Technical and Medical domains.

Employs Open Journals System (OJS)—a journal management and publishing system.

The first and one of the fastest growing publication website in India as well as in abroad for its quality and coverage.

Rapid online submission and publication of papers, soon after their formal acceptance/finalization.

Facilitates linking with the other authors or professionals.

Worldwide circulation and visibility.

Trends in Opto Electro & Optical Communications ISSN: 2231-0401(online), ISSN: 2347-9957(print)

Focus and Scope Covers 

Enabling Technologies & applications in Optical Networks

Survivability, Reliability & Security of Optical Networks

Signaling and Information Models for Network Control & Management

Architecture, Protocols & Algorithms for Dynamic Optical Networks

  

Fiber-Optic Networks Advanced DSL Technologies on Fiber-to-the-Home Architectures Operations Support Systems for Optical Network

Trends in Opto Electro & Optical Communication is published (frequency: three times a year) in India by STM Journals (division of Consortium e-Learning Network Private Ltd. Pvt.) The views expressed in the articles do not necessarily reflect of the Publisher. The publisher does not endorse the quality or value of the advertised/sponsored products described therein. Please consult full prescribing information before issuing a prescription for any products mentioned in this publication. No part of this publication may be reproduced, stored in retrieval system or transmitted in any from without written permission of the publisher. To cite any of the material contained in this Journal, in English or translation, please use the full English reference at the beginning of each article. To reuse any of the material, please contact STM Journals (info@stmjournals.com)


STM Journals (division of Consortium e-Learning Network Private Ltd. ) having its Marketing office located at Office No. 4, First Floor, CSC pocket E Market, Mayur Vihar Phase II, New Delhi-110091, India is the Publisher of Journal. Statements and opinions expressed in the Journal reflect the views of the author(s) and are not the opinion of STM Journals unless so stated. Subscription Information and Order:  National Subscription: Print - Rs 3750/- per Journal ( includes 3 print issues), Single Issue copy purchase: Rs 1500. Online - Rs 3750/- per Journal inclusive Service Tax ( includes 3 online issues), Single Issue purchase: Rs 1500

inclusive Service Tax Print + Online - Rs 5000/- per Journal inclusive Service Tax ( includes 3 print & online issues).  International Subscription:  Online Only- $199, Print Only-$299 (includes 3 print issues)  Online + Print-$399 (includes 3 print issues + online access of published back volumes )

To purchase print compilation of back issues please send your query at info@stmjournals.com Subscription must be prepaid. Rates outside of India includes delivery. Prices subject to change without notice. Mode of Payment: At par cheque, Demand draft, and RTGS (payment to be made in favor of Consortium E-Learning Network. Pvt. ltd., payable at Delhi/New Delhi. Online Access Policy A). For Authors: In order to provide maximum citation and wide publicity to the authors work, STM Journals also have Open Access Policy, authors who would like to get their work open access can opt for Optional Open Access publication at nominal cost as follows India, SARC and African Countries: INR 2500 or 100 USD including single hard copy of Author's Journal. Other Countries: USD 200 including single hard copy of Author's Journal. B). For Subscribers:  Online access will be activated within 72 hours of receipt of the payment (working days), subject to receipt of

correct information on user details/Static IP address of the subscriber.  The access will be blocked:  If the user requests for the same and furnishes valid reasons for blocking.  Due to technical issue.  Misuse of the access rights as per the access policy.

Advertising and Commercial Reprint Inquiries: STM Journals with wide circulation and visibility offer an excellent media for showcasing/promotion of your products/services and the events-namely, Conferences, Symposia/Seminars etc. These journals have very high potential to deliver the message across the targeted audience regularly with each published issue. The advertisements on bulk subscriptions, gift subscriptions or reprint purchases for distribution etc. are also very welcome. Lost Issue Claims: Please note the following when applying for lost or missing issues:  Claims for print copies lost will be honored only after 45 days of the dispatch date and before publication of the

next issue as per the frequency.  Tracking id for the speed post will be provided to all our subscribers and the claims for the missing Journals will

be entertained only with the proofs which will be verified at both the ends.  Claims filed due to insufficient (or no notice) of change of address will not be honored.  Change of Address of Dispatch should be intimated to STM Journals at least 2 months prior to the dispatch

schedule as per the frequency by mentioning subscriber id and the subscription id.  Refund requests will not be entertained.

Legal Disputes All the legal disputes are subjected to Delhi Jurisdiction only. If you have any questions, please contact the Publication Management Team: info@stmjournals.com; Tel : +91 0120-4781211.


PUBLICATION MANAGEMENT TEAM Chairman Mr. Puneet Mehrotra Director

Group Managing Editor Dr. Archana Mehrotra Managing Director CELNET, Delhi, India

Internal Members Gargi Asha Jha Manager (Publications)

Quaisher J Hossain Senior Editor Senior Associate Editors

Himani Pandey Isha Chandra

Meenakshi Tripathi Shivani Sharma

Associate Editors Shambhavi Mishra

Sugandha Mishra

External Members Bimlesh Lochab Assistant Professor Department of Chemistry School of Natural Sciences, Shiv Nadar University Gautam Buddha Nagar, Uttar Pradesh, India

Dr. Rajiv Prakash Professor and Coordinator School of Materials Science and Technology Indian Institute of Technology (BHU), Varanasi Uttar Pradesh, India

Prof. S. Ramaprabhu Alternative Energy and Nanotechnology Technology Laboratory, Department of Physics Indian Institute of Technology, Chennai Tamil Nadu, India

Dr. Khaiser Nikam Professor, Library and Information Science Department of Library and Information Science University of Mysore Mysore, India

Dr. Yog Raj Sood Dean (Planning and Development) Professor, Department of Electrical Engineering National Institute of Technology, Hamirpur Himachal Pradesh, India

Prof. Chris Cannings Professor, School of Mathematics and Statistics University of Sheffield, Sheffield United Kingdom

Dr. Rakesh Kumar Assistant Professor Department of Applied Chemistry BIT Mesra, Patna, Bihar, India

Dr. Durgadas Naik Associate Professor (Microbiology) Management and Science University, University Drive, Seksyen13 Selangor, Malaysia

Prof. José María Luna Ariza Department of Computer Sciences and Numerical Analysis Campus of Rabanales University of Córdoba, Spain

Dr. D. K. Vijaykumar MS, MCh (Surgical Oncology), Professor and Head Department of Surgical Oncology Amrita Institute of Medical Sciences and Research Centre Ponekkara, Cochin, Kerala, India


STM JOURNALS

ADVISORY BOARD Dr. Baldev Raj

Dr. Hardev Singh Virk

Director, National Institute of Advanced Studies Indian Institute of Science campus Bangalore Karnataka, India Former Director Indira Gandhi Centre for Atomic Research, Kalpakkam, Tamil Nadu, India

Visiting Professor, Department of Physics University of SGGS World University Fatehgarh Sahib, Punjab, India Former Director Research DAV Institute of Engineering and Technology Jallandhar, India

Dr. Bankim Chandra Ray Professor and Ex-Head of the Department Department of Metallurgical and Materials Engineering National Institute of Technology, Rourkela Odisha, India

Prof. D. N. Rao Professor and Head Department of Biochemistry All India Institute of Medical Sciences New Delhi, India

Dr. Pankaj Poddar

Dr. Nandini Chatterjee Singh

Senior Scientist Physical and Materials Chemistry Division, National Chemical Laboratory Pune, Maharastra India

Additional Professor National Brain Research Centre Manesar, Gurgaon Haryana, India

Prof. Priyavrat Thareja

Dr. Ashish Runthala

Director Principal Rayat Institute of Engineering and Information Technology Punjab, India

Lecturer, Biological Sciences Group Birla Institute of Technology and Science Pilani, Rajasthan, India

Dr. Shrikant Balkisan Dhoot

Prof. Yuwaraj Marotrao Ghugal

Senior Research Scientist, Reliance Industries Limited, Mumbai, India Former Head (Research and Development) Nurture Earth R&D Pvt Ltd., MIT Campus Beed Bypass Road, Aurangabad Maharashtra, India

Professor and Head Department of Applied Mechanics Government College of Engineering Vidyanagar, Karad Maharashtra, India


STM JOURNALS

ADVISORY BOARD Dr. Baskar Kaliyamoorthy

Dr. Shankargouda Patil

Associate Professor Department of Civil Engineering National Institute of Technology, Trichy Tiruchirappalli, Tamil Nadu, India

Assistant Professor Department of Oral Pathology KLE Society's Institute of Dental Sciences Bangalore, Karnataka, India

Prof. Subash Chandra Mishra

Prof. Sundara Ramaprabhu

Professor Department of Metallurgical and Materials Engineering National Institute of Technology, Rourkela Odisha, India

Professor Department of Physics Indian Institute of Technology Madras Chennai, Tamil Nadu India

Dr. Rakesh Kumar Assistant Professor Department of Applied Chemistry Birla Institute of Technology Patna, Bihar, India


Editorial Board Dr. Rajat Kumar Singh

Dr. Anirudh Banerjee

Asst. Prof., Indian Institute of Information Technology, Allahabad, India.

Senior Lecturer, Amity School of Engg. and Technology, Amity University, Lucknow, U.P., India.

Mr. Mohammad Nasir Uddin

Dr. Kallol Bhattacharya

Asst. Prof., Faculty of Engineering American International UniversityBangladesh (AIUB), Bangladesh.

Associate Professor, Department of Applied Optics & Photonics, Calcutta University, JD-2, Sector-III, Salt Lake, Kolkata, India.

Prof. Satyabrata Jit

Dr. Gopinath Palai

Professor, Department of Electronics Engineering, IIT-BHU, Varanasi, India.

Head, Department of Physics, Gandhi Institute for Technological Advancement, Odisha, India.

Dr. Hardeep Singh Saini Professor, Department of ECE, Indo Global College of Engineering, Mohali, India.

Dr. Tuhin Dutta Assistant Professor, Department of Physics, Ramjas College, University of Delhi, India


Director's Desk

STM JOURNALS

It is my privilege to present the print version of the [Volume 6 Issue 3] of Trends in Opto-electro & Optical Communication, 2016. The intension of TOEOC is to create an atmosphere that stimulates vision, research and growth in the area of Opto-electro & Optical Communication. Timely publication, honest communication, comprehensive editing and trust with authors and readers have been the hallmark of our journals. STM Journals provide a platform for scholarly research articles to be published in journals of international standards. STM journals strive to publish quality paper in record time, making it a leader in service and business offerings. The aim and scope of STM Journals is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high level learning, teaching and research in all the Science, Technology and Medical domains. Finally, I express my sincere gratitude to our Editorial/ Reviewer board, Authors and publication team for their continued support and invaluable contributions and suggestions in the form of authoring writeups/reviewing and providing constructive comments for the advancement of the journals. With regards to their due continuous support and co-operation, we have been able to publish quality Research/Reviews findings for our customers base. I hope you will enjoy reading this issue and we welcome your feedback on any aspect of the Journal.

Dr. Archana Mehrotra Managing Director STM Journals


Trends in Opto Electro & Optical Communication

Contents

1. Experimental Investigations on the Effects of Channel Aspect Ratio and Surface Wettability to Control the Surface-Driven Capillary Flow of Water in Straight PMMA Microchannels Subhadeep Mukhopadhyay

1

2. Design and Analysis of a Low Loss Polarization Maintaining Waveguide for Transmission of THz Waves Md. Anwar Hossain, Mohaiminul Islam, Fahmida Haque

13

3. Mean based Load Adaptation Algorithms (MLAA) for Energy Saving in FiWi Access Networks Uma Rathore Bhatt, Abhilasha Chaure, Raksha Upadhyay

23

4. Optical Characteristics of Amorphous Se-Ge-Ag Thin Films Niraj Kumar Sharma, K. K. Srivastava

33

5. Multi-variable Analysis and Optimization of Electrical Discharge Machining Process Using a PCA-ANN Based Approach Kaushal Pratap Singh, Brij Kishor Singh, Manoj Kumar Gaur

39


Trends in Opto Electro & Optical Communications

ISSN: 2231-0401(online), ISSN: 2347-9957(print) Volume 6, Issue 3 www.stmjournals.com

Experimental Investigations on the Effects of Channel Aspect Ratio and Surface Wettability to Control the Surface-Driven Capillary Flow of Water in Straight PMMA Microchannels Subhadeep Mukhopadhyay*

Department of Electronics and Computer Engineering, National Institute of Technology, Arunachal Pradesh, Ministry of Human Resource Development (Government of India), Yupia, Papum Pare, Arunachal Pradesh, India

Abstract

Total 214 individual straight polymethylmethacrylate (PMMA) microchannels have been fabricated by the maskless lithography, hot embossing lithography, direct bonding technique, and atmospheric pressure air dielectric barrier discharge (DBD) plasma processing. The experimental investigations on the effects of structural properties (channel aspect ratios) and physical properties (surface wettability, capillary pressure and kinetic energy) on the surfacedriven capillary flow of dyed water in straight PMMA microchannels is a novel approach in this research paper. Below a certain channel aspect ratio, the effect of kinetic energy is more dominant than the effect of channel aspect ratio. The surface-driven capillary flow of dyed water is faster on the surface of higher wettability corresponding to lower static water contact angle. The determined diffusion coefficient is higher in the faster surface-driven capillary flow of dyed water according to the comparison between experimental results and analytical solutions. These experimental investigations are highly useful in bioengineering applications to control the working liquid inside the microfluidic lab-on-a-chip systems for the tuned operation time. Keywords: Lithography, surface tension, wetting, carbon, water, PMMA, microchannel, channel aspect ratio

INTRODUCTION

Surface-driven capillary flow is generated by the active surface tension forces at the interfaces between liquid and channel wall inside any microchannel [1–3]. Surface-driven capillary flow is commonly known as passive capillary flow due to no requirement of any external circuit to be attached with the microchannel [1–3]. In any active capillary flow, the external circuits are generally attached with the microchannel for desired microfluidic flow [4]. Passive method is easier than the active methods to generate microfluidic flow inside the microchannels. Presently, the experimental investigations on passive capillary flow in microchannels are highly required for different microfluidic applications [5–8]. Many methods are applicable to fabricate microfluidic devices such as maskless lithography, hot embossing

lithography, soft lithography, X-ray lithography, injection molding, and laser photo-ablation [9–14]. Many surface modification techniques are available to modify the channel surface property inside any microchannel such as dielectric barrier discharge (DBD) plasma processing and plasma enhanced chemical vapor deposition (PECVD) method [15–17]. Direct bonding techniques and indirect bonding techniques are used to fabricate leakage-free microfluidic devices [18]. SU-8, polymethylmethacrylate (PMMA) and polydimethylsiloxane (PDMS) are commonly used materials to fabricate microfluidic devices [9, 19–21]. In this research paper, author has experimentally investigated the effect of channel aspect ratio on the surface-driven microfluidic flow. Also, author has

TOEOC (2016) 1-12 © STM Journals 2016. All Rights Reserved

Page 1


Trends in Opto-Electro & Optical Communications

ISSN: 2231-0401(online), ISSN: 2347-9957(print) Volume 6, Issue 3 www.stmjournals.com

Design and Analysis of a Low Loss Polarization Maintaining Waveguide for Transmission of THz Waves Md. Anwar Hossain, Mohaiminul Islam*, Fahmida Haque Department of Electrical and Electronic Engineering, American International University-Bangladesh, Dhaka, Bangladesh Abstract

This paper presents the design of a novel porous core kagome lattice photonic crystal fiber (PCF) which acts as a low loss and polarization maintaining teraheartz (THz) waveguide. Using finite element method (FEM), properties of the proposed PCF are simulated in details including the effective material loss (EML), confinement loss, single mode propagation. Cyclic olefin copolymer, also known as TOPAS material have been chosen for the air micro structured inhibited coupled design of PCF which has the lowest bulk material absorption loss of 0.2 cm-1. Expressions are given to asses this optimization and the result are shown for the variation of core diameter from 425 to 500 um and the porosity from 55 to 70% along with the frequency in THz region from 0.1 to 2 THz. By varying parameters such as core porosity and core diameter within the frequency range, the goal is to show an optimized solution consisting of low EML and confinement loss. In addition, the proposed design also delivers the lowest confinement loss. Findings of this work can be of great significance in biomedical imaging and sensing system. Keywords: Waveguide, THz, PCF, kagome, EML, TOPAS, confinement, FEM

INTRODUCTION

The terahertz, abbreviated as THz, is a unit of electromagnetic (EM) wave frequency. The terahertz is used as an indicator of the frequency of infrared (IR), visible, and ultraviolet (UV) radiation [1]. THz regime lies between electronic and optical region in the electromagnetic spectrum with frequencies ranging from 0.1 to 10 THz [2]. THz are the electromagnetic waves, and show non-ionizing characteristics i.e. the photons of the THz waves are not energized enough to break the chemical bonds. The properties and behavior of THz waves are governed by the Maxwell equations. However, due to their specific location on the electromagnetic spectrum, THz waves are much more difficult to handle than waves adjacent to them. Currently, THz regime has gained much importance as it finds applications in various important fields such as imaging [2], astronomy, communications [3], pharmaceutical quality control, skin cancer [4] etc. Successful implementation of the THz systems requires a low loss and commercially

significant waveguides. So, researchers now-adays are faced by the challenges to confine the high power fraction in dry air and also low power fraction within the materials itself. Guidance of light in photonic crystal fibers (PCFs) is within the periodic array of microscopic air holes that is situated all along the entire fiber length [5]. PCFs can efficiently overcome the limitation of conventional fiber optics. Permitting low loss guidance of light in hollow core makes these fibers significant in various technological and scientific applications. Generally, PCF is a low loss periodic dielectric medium. PCFs consist of a wave guiding core and a cladding layer with spatially periodic air holes, are currently another subject of intensive research, because a number of unusual properties, such as endless single mode, tailorable dispersion, and controllable mode area, have been demonstrated with such fibers. PCF is also known as micro structured or holey fiber [6]. Though, conventional fiber and photonic crystal fiber are of same region but have some significant difference also. In

TOEOC (2016) 13-22 Š STM Journals 2016. All Rights Reserved

Page 1


Trends in Opto-Electro & Optical Communications

ISSN: 2231-0401(online), ISSN: 2347-9957(print) Volume 6, Issue 3 www.stmjournals.com

Mean based Load Adaptation Algorithms (MLAA) for Energy Saving in FiWi Access Networks Uma Rathore Bhatt*, Abhilasha Chaure, Raksha Upadhyay Department of Electronics and Telecommunication Engineering, Institute of Engineering and Technology, Devi Ahilya University, Indore, Madhya Pradesh, India Abstract

Fiber Wireless (FiWi) network has been evolving as a promising broadband access network. It provides high data rate, flexibility and stability to the users. Exponential growth in broadband access networks has opened many research challenges. Energy conservation is one of them. In FiWi network, among all the components, optical network unit (ONU) consumes most of the power of the network. Hence, to keep ONU in low power state while ensuring required quality of service (QoS) contributes towards energy saving in FiWi network. In this paper, we propose Mean based Load Adaptation Algorithms (MLAA) viz. algorithm 1 and algorithm 2 for delay insensitive and delay sensitive services, respectively. It is clear from simulation results that proposed algorithms provide energy saving while ensuring required quality of service (QoS) in terms of delay. Proposed algorithms are low complex and easy to implement. Beside, algorithm 2 avoid the necessity of handshaking signals which results in further energy saving. Keywords: Energy saving, Load adaption, FiWi, ONU, QoS

INTRODUCTION

FiWi is the most promising access network technology due to its quality to combine advantages of optical fiber network and wireless network. FiWi deploys passive optical network (PON) at back end while wireless access network at front end or user end. PON provides high speed, huge bandwidth, transmission stability and nonexistence of active nodes between central office (CO) and ONUs. However, sometimes it becomes difficult to deploy optical fiber cable at geographically distant points to provide telecommunication services to the user ends. To deal with this problem FiWi deploys wireless access network at user end to provide flexible, ubiquitous and cost efficient telecommunication services to network users [1]. Figure 1 describes FiWi access network architecture in which an OLT is placed at central office. Optical fiber cables named feeder fiber cable and distribution fiber cables are deployed between CO and passive splitter and ONUs and passive splitter, respectively [1]. There are optical transceivers placed at ONUs for conversion of optical signal into electrical one and vice versa [2].

ONUs and user ends are communicating through routers in wireless domain. WONU is the combination of an ONU and a wireless router (WR). It is an Interface between optical and wireless networks [1]. Tremendous growth in information and communication technology (ICT) sector and telecom services, has been demanding energy conservation [3]. Therefore, energy saving is becoming one of the important issues for all type of networks. Energy saving is the major concern for telecommunication networks especially for access networks that consume about 60 to 80% of power out of the total internet power consumption. An ONU is the major contributor for energy consumption in current fiber-to-the-home (FTTH) technologies which consumes about 60% power of total power consumption. When we calculate power consumption due to an ONU, ONU transmitter and receiver are the major contributors towards power consumption in an ONU [3]. Hence, any effort to put ONUs into low power state will help to reduce power consumption of access networks.

TOEOC (2016) 23-32 Š STM Journals 2016. All Rights Reserved

Page 23


Trends in Opto Electro & Optical Communications

ISSN: 2231-0401(online), ISSN: 2347-9957(print) Volume 6, Issue 3 www.stmjournals.com

Optical Characteristics of Amorphous Se-Ge-Ag Thin Films 1

Niraj Kumar Sharma1,*, K. K. Srivastava2

Department of Physics, S R Group of Institutions, Jhansi, Uttar Pradesh, India Department of Physics, Dayanand Brajendra Swarup Post Graduate College, Kanpur, Uttar Pradesh, India

2

Abstract

Detailed studies on impurity dependence of the optical structural properties have been carried out on Se-Ge-Ag thin film samples prepared by thermal evaporation technique. The effect of the addition of varying amounts of silver in concentrations from 5 to 15 molar percent to SeGe system were analyzed systematically under the room temperature. The optical transmission and reflection spectra of these films were measured in the range of 300–900 nm. The mechanism of the optical absorption follows the rule of forbidden non-direct transition. The band gap Eg, determined from plots of both (αhν)1/2 and (//r)versus hν, was found to increase with the increase of the Ag contents in the sample. Real and imaginary parts of the dielectric constant are determined and it showed apparently little change with impurity doping in the sample. The results are discussed in terms of the structure of Se-Ge-Ag films in terms of structure factor. From the reflectance and transmittance studies of the thin films of Se-Ge-Ag system, it may be concluded that the refractive index η decreases, while the value of the extinction coefficient k increases with photon energy. Keywords: Chalcogenide glasses, amorphous semiconductor, quenching technique, optical properties

INTRODUCTION

It is known that chalcogenide glasses, in general, are p-type semiconductors with a positive Seebeck coefficient describing their thermoelectric power [1, 2]. This is attributed to the following two reasons: (i) The number of electrons excited above the conduction band mobility edge is smaller than the number of holes excited below the valence band mobility edge; (ii) The lifetime of the free holes excited from positive defect states is higher than the lifetime of free electrons excited from negative defect states. This is the case for chalcogenide elements as well as for binary, ternary and multi component glass-forming alloys of S, Se and Te with elements like Ge, As, Sb, Si, Sn, etc. Further, addition of impurities does not alter the nature of their conductivity. Many techniques have been developed intensively in the last few years owing to the interesting properties and technological applications of chalcogenides glasses. Vitreous Te-based alloys have recently been the

subjects of extensive work; with an emphasis on structural changes because of new technological applications particularly in the field of optical data storage [3–6]. Many studies devoted to the diversification (i.e. the crystallization from the vitreous phase) of binary X-Te [7–10]; or ternary X-Y-Te vitreous alloys [11–13]. For all these systems, the glass-forming region is often located in the Te rich range, and during annealing most of these glasses exhibit a double glass-transition. Differentials scanning calorimetric (DSC) studies have been carried out on germanium telluride glasses containing Cu and Ag by Ramesh et al. [14]. On the basis of the diversification behavior of these glasses they concluded that the network connectivity of the parent Ge-Te matrix is not improved by the addition of Cu. The thermal stability of some ternary compounds of the CuxGe0.2Te0.8-x type has been evaluated by Vazquez et al. [15]. Electrical resistivity measurements tinder pressure at ambient and low temperature has been carried out on bulk melt quenched

TOEOC (2016) 33-38 © STM Journals 2016. All Rights Reserved

Page 33


Trends in Opto Electro & Optical Communications

ISSN: 2231-0401(online), ISSN: 2347-9957(print) Volume 6, Issue 3 www.stmjournals.com

Multi-variable Analysis and Optimization of Electrical Discharge Machining Process Using a PCA-ANN Based Approach Kaushal Pratap Singh*, Brij Kishor Singh, Manoj Kumar Gaur

Department of Mechanical Engineering, Madhav Institute of Technology and Science, Gwalior, Madhya Pradesh, India

Abstract

The optimum selection of process parameters has played a crucial role in electrical discharge machining (EDM) for improving the material removal rate, reducing the tool wear rate and radial overcut. In this paper, optimum parameters while machining 202 stainless steel using copper electrode as a tool has been investigated. For optimization of process parameters along with multiple quality characteristics, principal component analysis coupled with artificial neural network method has been adopted in this work. Here artificial neural network (ANN) is used to predict the combined objective function (COF). Comparison between experimental COF with ANN predicted COF to find the percentage error. Keywords: Response parameter (MMR, TWR, SR), EDM, PCA, ANN, COF

INTRODUCTION

In the world of machining and most importantly in manufacturing of mould and die components, machining of hardened steel is a vital area for today’s scientific research. For machining of hardened steel, the preferred metal cutting process is electrical discharge machining. This process is characterized by good material removal rate, better dimensional accuracy and up to the mark surface finish. In practice, optimization of every machining process parameter is usually is a challenging task, because it requires simultaneously both, machining operation experience and knowledge of mathematical algorithms. The problem of optimization in EDM is very complex in nature and number of constraints has to be considered at a time. Considering this fact, process parameter optimization in electrical discharge machining becomes a multi-objective problem. This paper deals with influential parameters for EDM, thirty two experiments have been carried out based on full factorial design (25) in order to have

representative data. Application of principal components analysis (PCA) coupled with artificial neural network to effect of process parameters simultaneously on the performance characteristics during EDM of 202 stainless steel, and also to predict the combined objective function using artificial neural network which is used to calculate the percentage error. The experimental analysis using the proposed approach gave the optimized and profitable result.

FRAMEWORK FOR LITERATURE REVIEW

The framework for literature review is presented in Table 1.

EXPERIMENTAL PROCEDURE

Electro discharge machining (EDM) is a thermoelectric process that removes material from the work piece by a series of discrete sparks between a work and tool electrode immersed in a liquid dielectric medium (Figure 1).

TOEOC (2016) 39-45 Š STM Journals 2016. All Rights Reserved

Page 39


ISSN 2231-0401 (Online) ISSN 2347-9957 (Print)

Trends in Opto Electro & Optical Communications September–December 2016

STM JOURNALS Scientific

Technical

Medical

www.stmjournals.com


Turn static files into dynamic content formats.

Create a flipbook
Issuu converts static files into: digital portfolios, online yearbooks, online catalogs, digital photo albums and more. Sign up and create your flipbook.