SlideShare a Scribd company logo
1 of 5
Download to read offline
International Journal of Electronics and Communication Engineering & Technology (IJECET),
INTERNATIONAL JOURNAL OF ELECTRONICS AND
ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME

COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET)

ISSN 0976 – 6464(Print)
ISSN 0976 – 6472(Online)
Special Issue (November, 2013), pp. 239-243
© IAEME: www.iaeme.com/ijecet.asp
Journal Impact Factor (2013): 5.8896 (Calculated by GISI)
www.jifactor.com

IJECET
©IAEME

Green Cloud Computing
Bhavik Agrawal
Computer Engineering, BKBIET, Pilani, Rajasthan, India
bhavikagrawal@gmail.com

ABSTRACT: Cloud computing is an internet based computing which relies on sharing
computing resources rather than having local servers or personal devices to handle
applications. Cloud computing provides different computing services (e.g. networks, servers,
storage, applications, and services) that can be accessed over internet with less maintenance
and less management efforts. But normal IT equipment uses more energy if companies will not
shift to green computing. This paper focuses on the ways to shift on green cloud and it benefits.

KEYWORDS: Cloud, Cloud Computing, Green Cloud Computing, Management, Virtualization
I.

INTRODUCTION

Green computing is the study and practice of environmentally sustainable computing which
includes e-waste management and also reduces resource use.
Similarly green cloud computing focuses on environment, with cloud computing, provides
services that runs on vendor’s system which helps in minimizing the cost of building other
infrastructure and services to run, hence also makes a green and clean environment. Cloud
computing allows us to run (programs, services) at high utilization of resources; an
introduction of the paper should explain the nature of the problem, we can use fewer number
of computers. This allows us to have higher utilization, saving on environment cost of building
those computers [1]. As the energy demand in computing is increasing, the methods for the
efficient use of energy are needed. In this paper we are going to explore how virtualization will
help in building a green cloud computing and CLEER model which will help to make a green
cloud computing environment.

II.

GREEN COMPUTING

Green computing, also known as green technology, is responsible for use of computers and
related resources keeping eco-friendly environment. It includes central processing units (CPU),
servers and peripherals as well as reduced resource consumption and proper disposal of ewaste (harmful gases and heat).
International Conference on Communication Systems (ICCS-2013)
B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India

October 18-20, 2013
Page 239
International Journal of Electronics and Communication Engineering & Technology (IJECET),
ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME

Environment eco-friendly infrastructure is need. Energy Star, first voluntary labelling program
started by United States towards green computing. It was conceived by Environmental
Protection Agency (EPA) in 1992 to promote energy efficiency in hardware of all kinds. Most IT
department have initiated some projects or adopted various techniques to reduce the
environmental impact of their IT operations.
The major problem faced by an organization while implementing energy efficient and ecofriendly technologies is the difficulty in measuring saved energy, effective cost. Therefore, the
Green Grid, a global consortium of organization come out with one of the best way to reduce
environmental impact that is virtualization. Virtualization is technique to run applications and
software virtually.

III.

VIRTUALIZATION

Virtualization provides a platform for optimizing complex IT resources in scalable manner.
This makes the cloud computing cost effective.
Virtualization refers to the creation of virtual version of device or resources, such as a server,
storage device, and network, operating system where the framework divides the resource into
one or more execution environment. Virtualization consists of a system administrator that
combine physical system into VM in best energy efficient manner.
In a research based on five setup scenario, on premise with no virtualization; on premise with
virtualization; colocation with no virtualization; private cloud and public cloud, found that on
site server with no virtualization will emit about 46Kg of CO2 per year. The figure will touch 2
Kg if a person using a public cloud confirming to best practice [2].It can be concluded that
running business applications and services on cloud can be more carbon and energy efficient
compared to running it locally. It has been found that IT industry energy consumption is 2% of
the global energy usage [3]. Moving towards virtualization and using cloud services will reduce
the energy consumption.
System virtualization creates many virtual systems within a single physical system. So working
on virtualized system resources which are run by Hypervisors are used. A hypervisor is a
software or/and firmware that provides a virtual machine and provide direct access on
underlying hardware but within some constrained. Fig.1 shows virtualization with hypervisor
OS.

Fig. 1: Virtualization with hypervisor OS
International Conference on Communication Systems (ICCS-2013)
B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India

October 18-20, 2013
Page 240
International Journal of Electronics and Communication Engineering & Technology (IJECET),
ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME

There are two types of hypervisors: Type 1 and Type 2.
Type 1 hypervisors run directly on the system hardware. Type 2 hypervisors run on a host OS
that provides virtualization services. Fig. 1 shows types of hypervisors.

Fig. 2: Type 1 and Type 2 Hypervisors
According to a new research from Pike Research [4], the global market for green data centers
will grow from $17.1 billion in 2012 to $45.4 billion by 2016.This is necessary in green cloud
computing point of view to less power consumption.

IV.

CLEER MODEL

Cloud Energy and Emission Research Model (CLEER) is an open access model for accessing the
net energy and emissions implications of cloud services at different levels of market
acceptance. This model aims to provide full transparency on calculations and input values
assumptions so that its results can be duplicated and its methods and data can be refined and
improved by research community.

According to CLEER model, moving common application and code such as email, spreadsheet,
and CRM software to the cloud will save a large amount of energy. According to the research by
Lawrence Berkeley National Laboratory and Northwestern University, it was found that the
amount of energy that can be saved is 87% or 326 petajoules [5], roughly 23 billion KWh that is
enough electricity needed to power Los Angeles for one year.

International Conference on Communication Systems (ICCS-2013)
B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India

October 18-20, 2013
Page 241
International Journal of Electronics and Communication Engineering & Technology (IJECET),
ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME

To widely access model using cloud services it was developed using Google AppEngine. In
addition to energy analysis research community, it is also useful to those in the business and
policy communities who want to understand the environmental implication of shifts to cloud
services.
A. U.S. Case Study
In the U.S. study, there were three common business software applications which were chosen
for analysis in the CLEER model and assessed the technical potential for energy and emissions
savings that might be realized if these three software applications were fully shifted to the
cloud across the U.S. workforce [6]. There chosen applications were email, productivity
software, and CRM software which are most commonly used software applications at
workplaces.

Table 1: Comparison of energy use and emission, present day versus cloud-based
software system
International Conference on Communication Systems (ICCS-2013)
B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India

October 18-20, 2013
Page 242
International Journal of Electronics and Communication Engineering & Technology (IJECET),
ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME

According to the report as shown in Table 1, a comparison is being made between how much
energy consumption, a cloud based software system and present day system make.

V.

CONCLUSION

Green computing leads to many difficulties in establishing the energy efficient system but it has
great impact on environment. A large amount of energy can be saved using cloud for running
business applications. Shifting on cloud helps to reduce infrastructure cost, maintenance cost
and also helps in making a green environment.
Using virtualization to run business applications and accepting, improvising and optimizing the
CLEER model will save high percentage of energy.

VI.

ACKNOWLEDGEMENT

I thank Ms. Sonam Mittal from Department of Information Technology, B. K. Birla Institute of
Engineering and Technology, and Taniya Siddiqui, a friend for their useful comments and
language editing which have greatly improved the manuscript.

REFERENCES
[1] Jan Kremer, “Cloud Computing Virtualization” (White paper on virtualization).
[2] http://cloudtimes.org/2012/10/28/how-green-is-cloud-computing-new-study/ .
[3] Koomey,J.G.(2011),Growth in Data Center Electricity Use 2005 to 2010 AnalyticsPress,
Oakland, California.
[4] Pike Research article on green data center (cloudtimes.org/2012/10/01/green-datacenter-market-pike-research).
[5] CLEER model (cleermodel.lbl.gov)
[6] Report from CLEER Model (crd.lbl.gov/news-and-publications/news/2013/study-movingcomputer-services-to-the-cloud-promises-significant-energy-savings), 6.

BIOGRAPHY
Bhavik Agrawal was born in Dholpur, Rajasthan, India in 1992. He is
pursuing the B.Tech degree in Computer Engineering from B.K. Birla
Institute of Engineering and Technology, India. His current research interests
focus on the green cloud computing.

International Conference on Communication Systems (ICCS-2013)
B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India

October 18-20, 2013
Page 243

More Related Content

What's hot

Energy Saving by Virtual Machine Migration in Green Cloud Computing
Energy Saving by Virtual Machine Migration in Green Cloud ComputingEnergy Saving by Virtual Machine Migration in Green Cloud Computing
Energy Saving by Virtual Machine Migration in Green Cloud Computingijtsrd
 
Green cloud computing
Green cloud computing Green cloud computing
Green cloud computing JauwadSyed
 
A Study on:Green Cloud Computing
A Study on:Green Cloud ComputingA Study on:Green Cloud Computing
A Study on:Green Cloud ComputingVineet Garg
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingRam kumar
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingShreyas Khare
 
Energy Saving by Migrating Virtual Machine to Green Cloud Computing
Energy Saving by Migrating Virtual Machine to Green Cloud ComputingEnergy Saving by Migrating Virtual Machine to Green Cloud Computing
Energy Saving by Migrating Virtual Machine to Green Cloud Computingijtsrd
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingMathews Job
 
Improved performance through carbon aware green cloud policy
Improved performance through carbon aware green cloud policyImproved performance through carbon aware green cloud policy
Improved performance through carbon aware green cloud policyIjrdt Journal
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingPbvn Prasad
 
Energy efficient resource allocation007
Energy efficient resource allocation007Energy efficient resource allocation007
Energy efficient resource allocation007Divaynshu Totla
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingNalini Mehta
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computingJauwadSyed
 
Green cloud computing India
Green cloud computing IndiaGreen cloud computing India
Green cloud computing Indiaakashlaldas
 
Cloud computing and Green Computing
Cloud computing and Green ComputingCloud computing and Green Computing
Cloud computing and Green Computingaraditiya
 
Cloud computing a new way to roll out e-governance projects in india
Cloud computing a new way to roll out e-governance projects in indiaCloud computing a new way to roll out e-governance projects in india
Cloud computing a new way to roll out e-governance projects in indiaIAEME Publication
 

What's hot (20)

Energy Saving by Virtual Machine Migration in Green Cloud Computing
Energy Saving by Virtual Machine Migration in Green Cloud ComputingEnergy Saving by Virtual Machine Migration in Green Cloud Computing
Energy Saving by Virtual Machine Migration in Green Cloud Computing
 
Green cloud computing
Green cloud computing Green cloud computing
Green cloud computing
 
A Study on:Green Cloud Computing
A Study on:Green Cloud ComputingA Study on:Green Cloud Computing
A Study on:Green Cloud Computing
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
green cloud computing
green cloud computinggreen cloud computing
green cloud computing
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Green Computing
Green ComputingGreen Computing
Green Computing
 
Energy Saving by Migrating Virtual Machine to Green Cloud Computing
Energy Saving by Migrating Virtual Machine to Green Cloud ComputingEnergy Saving by Migrating Virtual Machine to Green Cloud Computing
Energy Saving by Migrating Virtual Machine to Green Cloud Computing
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Improved performance through carbon aware green cloud policy
Improved performance through carbon aware green cloud policyImproved performance through carbon aware green cloud policy
Improved performance through carbon aware green cloud policy
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Energy efficient resource allocation007
Energy efficient resource allocation007Energy efficient resource allocation007
Energy efficient resource allocation007
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Green cloud computing
Green  cloud computingGreen  cloud computing
Green cloud computing
 
Green cloud computing India
Green cloud computing IndiaGreen cloud computing India
Green cloud computing India
 
Green cloud computing
Green cloud computingGreen cloud computing
Green cloud computing
 
Cloud computing and Green Computing
Cloud computing and Green ComputingCloud computing and Green Computing
Cloud computing and Green Computing
 
Green cloud
Green cloudGreen cloud
Green cloud
 
Cloud computing a new way to roll out e-governance projects in india
Cloud computing a new way to roll out e-governance projects in indiaCloud computing a new way to roll out e-governance projects in india
Cloud computing a new way to roll out e-governance projects in india
 

Similar to Green cloud computing

Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...
Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...
Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...IRJET Journal
 
Green Computing for Internet of Things
Green Computing for Internet of ThingsGreen Computing for Internet of Things
Green Computing for Internet of ThingsIRJET Journal
 
Paper id 212014104
Paper id 212014104Paper id 212014104
Paper id 212014104IJRAT
 
Green Cloud Computing :Emerging Technology
Green Cloud Computing :Emerging TechnologyGreen Cloud Computing :Emerging Technology
Green Cloud Computing :Emerging TechnologyIRJET Journal
 
Introduction to cloud security
Introduction to cloud securityIntroduction to cloud security
Introduction to cloud securityIAEME Publication
 
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.dbpublications
 
V1_I2_2012_Paper2.docx
V1_I2_2012_Paper2.docxV1_I2_2012_Paper2.docx
V1_I2_2012_Paper2.docxpraveena06
 
Green Computing - Maturity Model for Virtualization
Green Computing - Maturity Model for VirtualizationGreen Computing - Maturity Model for Virtualization
Green Computing - Maturity Model for Virtualizationijdmtaiir
 
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...IRJET Journal
 
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.IRJET Journal
 
Energy Efficient Power Management in Virtualized Data Center
Energy Efficient Power Management in Virtualized Data CenterEnergy Efficient Power Management in Virtualized Data Center
Energy Efficient Power Management in Virtualized Data CenterIRJET Journal
 
Fog-Computing-Applications.pdf
Fog-Computing-Applications.pdfFog-Computing-Applications.pdf
Fog-Computing-Applications.pdfengdlshadfm
 
Need of green computing measures for indian it industry
Need of green computing measures for indian it industryNeed of green computing measures for indian it industry
Need of green computing measures for indian it industryAlexander Decker
 
11.need of green computing measures for indian it industry
11.need of green computing measures for indian it industry11.need of green computing measures for indian it industry
11.need of green computing measures for indian it industryAlexander Decker
 
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENT
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENTENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENT
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENTIJCNCJournal
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computingijujournal
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computingijujournal
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computingijujournal
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computingijujournal
 

Similar to Green cloud computing (20)

Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...
Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...
Green Computing for Internet of Things: Energy Efficient and Delay-Guaranteed...
 
Green Computing for Internet of Things
Green Computing for Internet of ThingsGreen Computing for Internet of Things
Green Computing for Internet of Things
 
Paper id 212014104
Paper id 212014104Paper id 212014104
Paper id 212014104
 
Green cloud
Green cloudGreen cloud
Green cloud
 
Green Cloud Computing :Emerging Technology
Green Cloud Computing :Emerging TechnologyGreen Cloud Computing :Emerging Technology
Green Cloud Computing :Emerging Technology
 
Introduction to cloud security
Introduction to cloud securityIntroduction to cloud security
Introduction to cloud security
 
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.
Fog Computing – Enhancing the Maximum Energy Consumption of Data Servers.
 
V1_I2_2012_Paper2.docx
V1_I2_2012_Paper2.docxV1_I2_2012_Paper2.docx
V1_I2_2012_Paper2.docx
 
Green Computing - Maturity Model for Virtualization
Green Computing - Maturity Model for VirtualizationGreen Computing - Maturity Model for Virtualization
Green Computing - Maturity Model for Virtualization
 
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...
IRJET- A Smart Medical Monitoring Systems using Cloud Computing and Internet ...
 
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.
Job Scheduling Mechanisms in Fog Computing Using Soft Computing Techniques.
 
Energy Efficient Power Management in Virtualized Data Center
Energy Efficient Power Management in Virtualized Data CenterEnergy Efficient Power Management in Virtualized Data Center
Energy Efficient Power Management in Virtualized Data Center
 
Fog-Computing-Applications.pdf
Fog-Computing-Applications.pdfFog-Computing-Applications.pdf
Fog-Computing-Applications.pdf
 
Need of green computing measures for indian it industry
Need of green computing measures for indian it industryNeed of green computing measures for indian it industry
Need of green computing measures for indian it industry
 
11.need of green computing measures for indian it industry
11.need of green computing measures for indian it industry11.need of green computing measures for indian it industry
11.need of green computing measures for indian it industry
 
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENT
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENTENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENT
ENERGY EFFICIENT COMPUTING FOR SMART PHONES IN CLOUD ASSISTED ENVIRONMENT
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computing
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computing
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computing
 
A Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud ComputingA Review on Scheduling in Cloud Computing
A Review on Scheduling in Cloud Computing
 

More from IAEME Publication

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME Publication
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...IAEME Publication
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSIAEME Publication
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSIAEME Publication
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSIAEME Publication
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSIAEME Publication
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOIAEME Publication
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IAEME Publication
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYIAEME Publication
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...IAEME Publication
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEIAEME Publication
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...IAEME Publication
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...IAEME Publication
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...IAEME Publication
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...IAEME Publication
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...IAEME Publication
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...IAEME Publication
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...IAEME Publication
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...IAEME Publication
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTIAEME Publication
 

More from IAEME Publication (20)

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdf
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
 

Recently uploaded

08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Hyundai Motor Group
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsSnow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsHyundai Motor Group
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2Next-generation AAM aircraft unveiled by Supernal, S-A2
Next-generation AAM aircraft unveiled by Supernal, S-A2
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter RoadsSnow Chain-Integrated Tire for a Safe Drive on Winter Roads
Snow Chain-Integrated Tire for a Safe Drive on Winter Roads
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 

Green cloud computing

  • 1. International Journal of Electronics and Communication Engineering & Technology (IJECET), INTERNATIONAL JOURNAL OF ELECTRONICS AND ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET) ISSN 0976 – 6464(Print) ISSN 0976 – 6472(Online) Special Issue (November, 2013), pp. 239-243 © IAEME: www.iaeme.com/ijecet.asp Journal Impact Factor (2013): 5.8896 (Calculated by GISI) www.jifactor.com IJECET ©IAEME Green Cloud Computing Bhavik Agrawal Computer Engineering, BKBIET, Pilani, Rajasthan, India bhavikagrawal@gmail.com ABSTRACT: Cloud computing is an internet based computing which relies on sharing computing resources rather than having local servers or personal devices to handle applications. Cloud computing provides different computing services (e.g. networks, servers, storage, applications, and services) that can be accessed over internet with less maintenance and less management efforts. But normal IT equipment uses more energy if companies will not shift to green computing. This paper focuses on the ways to shift on green cloud and it benefits. KEYWORDS: Cloud, Cloud Computing, Green Cloud Computing, Management, Virtualization I. INTRODUCTION Green computing is the study and practice of environmentally sustainable computing which includes e-waste management and also reduces resource use. Similarly green cloud computing focuses on environment, with cloud computing, provides services that runs on vendor’s system which helps in minimizing the cost of building other infrastructure and services to run, hence also makes a green and clean environment. Cloud computing allows us to run (programs, services) at high utilization of resources; an introduction of the paper should explain the nature of the problem, we can use fewer number of computers. This allows us to have higher utilization, saving on environment cost of building those computers [1]. As the energy demand in computing is increasing, the methods for the efficient use of energy are needed. In this paper we are going to explore how virtualization will help in building a green cloud computing and CLEER model which will help to make a green cloud computing environment. II. GREEN COMPUTING Green computing, also known as green technology, is responsible for use of computers and related resources keeping eco-friendly environment. It includes central processing units (CPU), servers and peripherals as well as reduced resource consumption and proper disposal of ewaste (harmful gases and heat). International Conference on Communication Systems (ICCS-2013) B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India October 18-20, 2013 Page 239
  • 2. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME Environment eco-friendly infrastructure is need. Energy Star, first voluntary labelling program started by United States towards green computing. It was conceived by Environmental Protection Agency (EPA) in 1992 to promote energy efficiency in hardware of all kinds. Most IT department have initiated some projects or adopted various techniques to reduce the environmental impact of their IT operations. The major problem faced by an organization while implementing energy efficient and ecofriendly technologies is the difficulty in measuring saved energy, effective cost. Therefore, the Green Grid, a global consortium of organization come out with one of the best way to reduce environmental impact that is virtualization. Virtualization is technique to run applications and software virtually. III. VIRTUALIZATION Virtualization provides a platform for optimizing complex IT resources in scalable manner. This makes the cloud computing cost effective. Virtualization refers to the creation of virtual version of device or resources, such as a server, storage device, and network, operating system where the framework divides the resource into one or more execution environment. Virtualization consists of a system administrator that combine physical system into VM in best energy efficient manner. In a research based on five setup scenario, on premise with no virtualization; on premise with virtualization; colocation with no virtualization; private cloud and public cloud, found that on site server with no virtualization will emit about 46Kg of CO2 per year. The figure will touch 2 Kg if a person using a public cloud confirming to best practice [2].It can be concluded that running business applications and services on cloud can be more carbon and energy efficient compared to running it locally. It has been found that IT industry energy consumption is 2% of the global energy usage [3]. Moving towards virtualization and using cloud services will reduce the energy consumption. System virtualization creates many virtual systems within a single physical system. So working on virtualized system resources which are run by Hypervisors are used. A hypervisor is a software or/and firmware that provides a virtual machine and provide direct access on underlying hardware but within some constrained. Fig.1 shows virtualization with hypervisor OS. Fig. 1: Virtualization with hypervisor OS International Conference on Communication Systems (ICCS-2013) B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India October 18-20, 2013 Page 240
  • 3. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME There are two types of hypervisors: Type 1 and Type 2. Type 1 hypervisors run directly on the system hardware. Type 2 hypervisors run on a host OS that provides virtualization services. Fig. 1 shows types of hypervisors. Fig. 2: Type 1 and Type 2 Hypervisors According to a new research from Pike Research [4], the global market for green data centers will grow from $17.1 billion in 2012 to $45.4 billion by 2016.This is necessary in green cloud computing point of view to less power consumption. IV. CLEER MODEL Cloud Energy and Emission Research Model (CLEER) is an open access model for accessing the net energy and emissions implications of cloud services at different levels of market acceptance. This model aims to provide full transparency on calculations and input values assumptions so that its results can be duplicated and its methods and data can be refined and improved by research community. According to CLEER model, moving common application and code such as email, spreadsheet, and CRM software to the cloud will save a large amount of energy. According to the research by Lawrence Berkeley National Laboratory and Northwestern University, it was found that the amount of energy that can be saved is 87% or 326 petajoules [5], roughly 23 billion KWh that is enough electricity needed to power Los Angeles for one year. International Conference on Communication Systems (ICCS-2013) B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India October 18-20, 2013 Page 241
  • 4. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME To widely access model using cloud services it was developed using Google AppEngine. In addition to energy analysis research community, it is also useful to those in the business and policy communities who want to understand the environmental implication of shifts to cloud services. A. U.S. Case Study In the U.S. study, there were three common business software applications which were chosen for analysis in the CLEER model and assessed the technical potential for energy and emissions savings that might be realized if these three software applications were fully shifted to the cloud across the U.S. workforce [6]. There chosen applications were email, productivity software, and CRM software which are most commonly used software applications at workplaces. Table 1: Comparison of energy use and emission, present day versus cloud-based software system International Conference on Communication Systems (ICCS-2013) B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India October 18-20, 2013 Page 242
  • 5. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Special Issue (November, 2013), © IAEME According to the report as shown in Table 1, a comparison is being made between how much energy consumption, a cloud based software system and present day system make. V. CONCLUSION Green computing leads to many difficulties in establishing the energy efficient system but it has great impact on environment. A large amount of energy can be saved using cloud for running business applications. Shifting on cloud helps to reduce infrastructure cost, maintenance cost and also helps in making a green environment. Using virtualization to run business applications and accepting, improvising and optimizing the CLEER model will save high percentage of energy. VI. ACKNOWLEDGEMENT I thank Ms. Sonam Mittal from Department of Information Technology, B. K. Birla Institute of Engineering and Technology, and Taniya Siddiqui, a friend for their useful comments and language editing which have greatly improved the manuscript. REFERENCES [1] Jan Kremer, “Cloud Computing Virtualization” (White paper on virtualization). [2] http://cloudtimes.org/2012/10/28/how-green-is-cloud-computing-new-study/ . [3] Koomey,J.G.(2011),Growth in Data Center Electricity Use 2005 to 2010 AnalyticsPress, Oakland, California. [4] Pike Research article on green data center (cloudtimes.org/2012/10/01/green-datacenter-market-pike-research). [5] CLEER model (cleermodel.lbl.gov) [6] Report from CLEER Model (crd.lbl.gov/news-and-publications/news/2013/study-movingcomputer-services-to-the-cloud-promises-significant-energy-savings), 6. BIOGRAPHY Bhavik Agrawal was born in Dholpur, Rajasthan, India in 1992. He is pursuing the B.Tech degree in Computer Engineering from B.K. Birla Institute of Engineering and Technology, India. His current research interests focus on the green cloud computing. International Conference on Communication Systems (ICCS-2013) B K Birla Institute of Engineering & Technology (BKBIET), Pilani, India October 18-20, 2013 Page 243