SlideShare a Scribd company logo
1 of 3
Analysis and Comparison of Energy
Efficiency of Android based Indoor/Outdoor
Localization using Indoor Atlas for Indoor
Localization
ABSTRCT
Today, everyone is using smartphones and there are many application using
location features. Many sensors and used determine accurate location of a
smartphone in indoor or outdoor. However, the average user may not realize the
high energy costs of using location services (namely the GPS) or may not make
smart decisions regarding when to enable or disable location services. As a result, a
mechanism that can make these decisions on the user’s behalf can significantly
improve a smartphone’s battery life. In this work, we analyze the energy
consumption of a smartphone by sampling battery life when using different
location features. We propose an indoor localization method using indoor atlas.
This provides a unique cloud platform that runs a disruptive geomagnetic
positioning in its core to accurately pinpoint a location inside a building. Based on
our energy analysis and implementation of our proposed system, we provide
experimental results - monitoring battery life over time
EXISTING SYSTEM
Existing system provide an analysis of the two localization methods
available to modern smartphones and conjecture that the addition of an indoor
localization method as well as the ability to detect indoor or outdoor context can
improve battery life and increase location accuracy. To test this, we implement an
indoor/outdoor detection service and a simple indoor localization method into the
location services framework of the Android operating system. In our design,
present system implement an indoor/outdoor detection system modified from
another author’s previous work and implement Wi-Fi RSS ranging as the prototype
indoor localization method. In practice, any such indoor localization method can be
used to infer the user’s location and future work can focus on this aspect to further
increase location accuracy. In this case, the detection restricts the energy efficiency
of our modified FusedLocaitonProvider. The detection accuracy also has a large
effect on the energy consumption under practical use.
PROPOSED SYSTEM
Apart from the existing system the proposed system introduces an alternate
indoor localization system. This uses indoor atlas to acquire more precise location
of smartphone in indoors. Then the energy conception is calculated by analyzing
the battery charge consumed by different sensors in acquiring the location. This
results are then compared with energy conception resulted by existing system to
analyze the performance of both systems
REFERENCES
 IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS—PART C:
APPLICATIONS AND REVIEWS, VOL. 37, NO. 6, NOVEMBER 2007 Survey of Wireless
Indoor Positioning Techniques and Systems Hui Liu, Student Member, IEEE, Houshang Darabi,
Member, IEEE, Pat Banerjee, and Jing Liu
 Survey of Wireless Based Indoor Localization Technologies Junjie Liu, junjie.liu@wustl.edu (A
paper written under the guidance of Prof. Raj Jain)
 IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. 64, NO. 4, APRIL 2015
Guest Editorial Special Section on “Indoor Localization, Tracking, and Mapping With
Heterogeneous Technologies”
 N. Roy, H. Wang, and R. Roy Choudhury, “I am a smartphone and I can tell my user’s walking
direction,” in Proceedings of the 12th Annual International Conference on Mobile Systems,
Applications, and Services,ser. MobiSys ’14. New York, NY, USA: ACM, 2014, pp. 329–342.
[Online]. Available: http://doi.acm.org/10.1145/2594368.2594392
 S. Nath, “Ace: Exploiting correlation for energy-efficient and continuous context sensing,” in
Proceedings of the 10th International Conference on Mobile Systems, Applications, and Services,
ser. MobiSys ’12. New York, NY, USA: ACM, 2012, pp. 29–42. [Online]. Available:
http://doi.acm.org/10.1145/2307636.2307640
 C.-W. You, M. Montes-de Oca,T. J. Bao, N. D. Lane, H. Lu, G. Cardone, L. Torresani, and A. T.
Campbell, “Carsafe: Adriver safety app that detects dangerous driving behavior using dual-
cameras on smartphones,” in Proceedings of the 2012 ACM Conference on Ubiquitous
Computing, ser. UbiComp ’12. NewYork, NY, USA: ACM, 2012, pp. 671–672. [Online].
Available: http://doi.acm.org/10.1145/2370216.2370360
 L. Zhang, J. Liu, H. Jiang, and Y. Guan, “Senstrack: Energy-efficient location tracking with
smartphone sensors,” Sensors Journal, IEEE, vol. 13, no. 10, pp. 3775–3784, Oct 2013.
 M. B. Kjærgaard, J. Langdal, T. Godsk, and T. Toftkjær, “Entracked: Energy-efficient robust
position tracking for mobile devices,” in Proceedings of the 7th International Conference on
Mobile Systems, Applications, and Services, ser. MobiSys ’09. New York, NY, USA: ACM,
2009, pp. 221–234. [Online]. Available: http://doi.acm.org/10.1145/1555816.1555839
 Z. Zhuang, K.-H. Kim, and J. P. Singh, “Improving energy efficiency of location sensing on
smartphones,” in Proceedings of the 8th
International Conference on Mobile Systems,
Applications, and Services, ser. MobiSys ’10. New York, NY, USA: ACM, 2010, pp. 315–
330.[Online]. Available: http://doi.acm.org/10.1145/1814433.1814464
 IndoorAtlast, “Indooratlas homepage,” https://www.indooratlas.com/.

More Related Content

What's hot

Nov 2018 Table of contents; current issue -International Journal on Soft Comp...
Nov 2018 Table of contents; current issue -International Journal on Soft Comp...Nov 2018 Table of contents; current issue -International Journal on Soft Comp...
Nov 2018 Table of contents; current issue -International Journal on Soft Comp...IJSCAI Journal
 
You are my sunshine challenge
You are my sunshine challengeYou are my sunshine challenge
You are my sunshine challengeAndra Bria
 
Scope of electronics engineering in india
Scope of electronics engineering in indiaScope of electronics engineering in india
Scope of electronics engineering in indiaRajesh Kumar
 
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION MATHEW JOSEPH
 
Exploring the Impact of EVs on the Power Grid with High Penetration of RES
Exploring the Impact of EVs on the Power Grid with High Penetration of RESExploring the Impact of EVs on the Power Grid with High Penetration of RES
Exploring the Impact of EVs on the Power Grid with High Penetration of RESAbdalkarim Awad
 
Willy_Bernal_Resume
Willy_Bernal_ResumeWilly_Bernal_Resume
Willy_Bernal_ResumeWilly Bernal
 
Predix Analytics
Predix AnalyticsPredix Analytics
Predix AnalyticsAltoros
 
Scope and applications of electronics and communication engineering
Scope and applications of electronics and communication engineeringScope and applications of electronics and communication engineering
Scope and applications of electronics and communication engineeringRajesh Kumar
 
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMS
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMSENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMS
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMSFondazioneAndreaBocelli
 
Seminarppt 150327074900
Seminarppt 150327074900Seminarppt 150327074900
Seminarppt 150327074900prathapkumar55
 
Amazing Some Applications of Soft Computing
Amazing Some Applications of Soft ComputingAmazing Some Applications of Soft Computing
Amazing Some Applications of Soft ComputingDigitalThinkerHelp
 
Open source software of geographical information system (
Open source software of geographical information system (Open source software of geographical information system (
Open source software of geographical information system (Kasun Aththanayake
 
Grande_Resume_Final_2016
Grande_Resume_Final_2016Grande_Resume_Final_2016
Grande_Resume_Final_2016Daniel Grande
 

What's hot (19)

Nov 2018 Table of contents; current issue -International Journal on Soft Comp...
Nov 2018 Table of contents; current issue -International Journal on Soft Comp...Nov 2018 Table of contents; current issue -International Journal on Soft Comp...
Nov 2018 Table of contents; current issue -International Journal on Soft Comp...
 
Ali Mazloomzadeh papers
Ali Mazloomzadeh papersAli Mazloomzadeh papers
Ali Mazloomzadeh papers
 
Future Wireless Networks
Future Wireless NetworksFuture Wireless Networks
Future Wireless Networks
 
You are my sunshine challenge
You are my sunshine challengeYou are my sunshine challenge
You are my sunshine challenge
 
Scope of electronics engineering in india
Scope of electronics engineering in indiaScope of electronics engineering in india
Scope of electronics engineering in india
 
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION
ARTIFICIAL INTELLIGENCE APPLICATION TO POWER SYSTEM PROTECTION
 
AI for Science
AI for ScienceAI for Science
AI for Science
 
Exploring the Impact of EVs on the Power Grid with High Penetration of RES
Exploring the Impact of EVs on the Power Grid with High Penetration of RESExploring the Impact of EVs on the Power Grid with High Penetration of RES
Exploring the Impact of EVs on the Power Grid with High Penetration of RES
 
Willy_Bernal_Resume
Willy_Bernal_ResumeWilly_Bernal_Resume
Willy_Bernal_Resume
 
Predix Analytics
Predix AnalyticsPredix Analytics
Predix Analytics
 
kanagaraj.pdf
kanagaraj.pdfkanagaraj.pdf
kanagaraj.pdf
 
Scope and applications of electronics and communication engineering
Scope and applications of electronics and communication engineeringScope and applications of electronics and communication engineering
Scope and applications of electronics and communication engineering
 
Ai covers space
Ai covers spaceAi covers space
Ai covers space
 
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMS
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMSENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMS
ENERGY-EFFICIENT SYSTEM DESIGN FOR WEARABLE PLATFORMS
 
Seminarppt 150327074900
Seminarppt 150327074900Seminarppt 150327074900
Seminarppt 150327074900
 
Amazing Some Applications of Soft Computing
Amazing Some Applications of Soft ComputingAmazing Some Applications of Soft Computing
Amazing Some Applications of Soft Computing
 
Open source software of geographical information system (
Open source software of geographical information system (Open source software of geographical information system (
Open source software of geographical information system (
 
Grande_Resume_Final_2016
Grande_Resume_Final_2016Grande_Resume_Final_2016
Grande_Resume_Final_2016
 
Electrical Engineering
Electrical EngineeringElectrical Engineering
Electrical Engineering
 

Similar to Analysis and Comparison of Energy Efficiency of Android based Indoor/Outdoor Localization

Analytical framework for optimized feature extraction for upgrading occupancy...
Analytical framework for optimized feature extraction for upgrading occupancy...Analytical framework for optimized feature extraction for upgrading occupancy...
Analytical framework for optimized feature extraction for upgrading occupancy...IJECEIAES
 
Energy-efficient data-aggregation for optimizing quality of service using mo...
Energy-efficient data-aggregation for optimizing quality of  service using mo...Energy-efficient data-aggregation for optimizing quality of  service using mo...
Energy-efficient data-aggregation for optimizing quality of service using mo...IJECEIAES
 
Draft activity recognition from accelerometer data
Draft activity recognition from accelerometer dataDraft activity recognition from accelerometer data
Draft activity recognition from accelerometer dataRaghu Palakodety
 
User Activity Analysis Using Accelerometer and Cloud Computing
User Activity Analysis Using Accelerometer and Cloud ComputingUser Activity Analysis Using Accelerometer and Cloud Computing
User Activity Analysis Using Accelerometer and Cloud ComputingMarwan Issa
 
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORKLIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORKJournal For Research
 
A Study of Mobile User Movements Prediction Methods
A Study of Mobile User Movements Prediction Methods A Study of Mobile User Movements Prediction Methods
A Study of Mobile User Movements Prediction Methods IJECEIAES
 
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...Mining Frequent Patterns and Associations from the Smart meters using Bayesia...
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...Eswar Publications
 
Ijsartv6 i336124
Ijsartv6 i336124Ijsartv6 i336124
Ijsartv6 i336124aissmsblogs
 
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADINGCONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADINGIJCNCJournal
 
Context aware applications
Context aware applicationsContext aware applications
Context aware applicationsRifad Mohamed
 
Embedded ieee 2015 2016
Embedded ieee 2015 2016Embedded ieee 2015 2016
Embedded ieee 2015 2016igeeks1234
 
A novel energy efficient routing algorithm for wireless sensor networks using...
A novel energy efficient routing algorithm for wireless sensor networks using...A novel energy efficient routing algorithm for wireless sensor networks using...
A novel energy efficient routing algorithm for wireless sensor networks using...ijwmn
 
Communication cost minimization in wireless sensor and actor networks for roa...
Communication cost minimization in wireless sensor and actor networks for roa...Communication cost minimization in wireless sensor and actor networks for roa...
Communication cost minimization in wireless sensor and actor networks for roa...ambitlick
 
Energy efficient routing algorithm in wireless sensor networks
Energy efficient routing algorithm in wireless sensor networksEnergy efficient routing algorithm in wireless sensor networks
Energy efficient routing algorithm in wireless sensor networksAlexander Decker
 
Comparative study between metaheuristic algorithms for internet of things wir...
Comparative study between metaheuristic algorithms for internet of things wir...Comparative study between metaheuristic algorithms for internet of things wir...
Comparative study between metaheuristic algorithms for internet of things wir...IJECEIAES
 
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING AIRCC Publishing Corporation
 
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING ijcsit
 

Similar to Analysis and Comparison of Energy Efficiency of Android based Indoor/Outdoor Localization (20)

Analytical framework for optimized feature extraction for upgrading occupancy...
Analytical framework for optimized feature extraction for upgrading occupancy...Analytical framework for optimized feature extraction for upgrading occupancy...
Analytical framework for optimized feature extraction for upgrading occupancy...
 
C1804011117
C1804011117C1804011117
C1804011117
 
Energy-efficient data-aggregation for optimizing quality of service using mo...
Energy-efficient data-aggregation for optimizing quality of  service using mo...Energy-efficient data-aggregation for optimizing quality of  service using mo...
Energy-efficient data-aggregation for optimizing quality of service using mo...
 
Draft activity recognition from accelerometer data
Draft activity recognition from accelerometer dataDraft activity recognition from accelerometer data
Draft activity recognition from accelerometer data
 
User Activity Analysis Using Accelerometer and Cloud Computing
User Activity Analysis Using Accelerometer and Cloud ComputingUser Activity Analysis Using Accelerometer and Cloud Computing
User Activity Analysis Using Accelerometer and Cloud Computing
 
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORKLIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
 
A Study of Mobile User Movements Prediction Methods
A Study of Mobile User Movements Prediction Methods A Study of Mobile User Movements Prediction Methods
A Study of Mobile User Movements Prediction Methods
 
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...Mining Frequent Patterns and Associations from the Smart meters using Bayesia...
Mining Frequent Patterns and Associations from the Smart meters using Bayesia...
 
Ijsartv6 i336124
Ijsartv6 i336124Ijsartv6 i336124
Ijsartv6 i336124
 
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADINGCONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
CONTEXT-AWARE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
 
Context aware applications
Context aware applicationsContext aware applications
Context aware applications
 
Embedded ieee 2015 2016
Embedded ieee 2015 2016Embedded ieee 2015 2016
Embedded ieee 2015 2016
 
A novel energy efficient routing algorithm for wireless sensor networks using...
A novel energy efficient routing algorithm for wireless sensor networks using...A novel energy efficient routing algorithm for wireless sensor networks using...
A novel energy efficient routing algorithm for wireless sensor networks using...
 
Communication cost minimization in wireless sensor and actor networks for roa...
Communication cost minimization in wireless sensor and actor networks for roa...Communication cost minimization in wireless sensor and actor networks for roa...
Communication cost minimization in wireless sensor and actor networks for roa...
 
Content server
Content serverContent server
Content server
 
Energy efficient routing algorithm in wireless sensor networks
Energy efficient routing algorithm in wireless sensor networksEnergy efficient routing algorithm in wireless sensor networks
Energy efficient routing algorithm in wireless sensor networks
 
Comparative study between metaheuristic algorithms for internet of things wir...
Comparative study between metaheuristic algorithms for internet of things wir...Comparative study between metaheuristic algorithms for internet of things wir...
Comparative study between metaheuristic algorithms for internet of things wir...
 
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
 
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
A NEW CONTEXT-SENSITIVE DECISION MAKING SYSTEM FOR MOBILE CLOUD OFFLOADING
 
Mechatriks 2014 Projects "Mad 2014"
Mechatriks 2014 Projects "Mad 2014"Mechatriks 2014 Projects "Mad 2014"
Mechatriks 2014 Projects "Mad 2014"
 

More from vishnuRajan20

Toll management system (1) (1)
Toll management system (1) (1)Toll management system (1) (1)
Toll management system (1) (1)vishnuRajan20
 
Integral erection portal yuvakshetra
Integral erection portal yuvakshetraIntegral erection portal yuvakshetra
Integral erection portal yuvakshetravishnuRajan20
 
Disease inference from health-related uestions vissparse deep learning
Disease inference from health-related uestions vissparse deep learningDisease inference from health-related uestions vissparse deep learning
Disease inference from health-related uestions vissparse deep learningvishnuRajan20
 
Cybernetic protectors
Cybernetic protectorsCybernetic protectors
Cybernetic protectorsvishnuRajan20
 
containing byzantine failures with control zones
containing  byzantine failures with control zonescontaining  byzantine failures with control zones
containing byzantine failures with control zonesvishnuRajan20
 
A secure intrusion detection system against ddos attack in wireless mobile ad...
A secure intrusion detection system against ddos attack in wireless mobile ad...A secure intrusion detection system against ddos attack in wireless mobile ad...
A secure intrusion detection system against ddos attack in wireless mobile ad...vishnuRajan20
 
TOLL MANAGEMENT SYSTEM
TOLL MANAGEMENT SYSTEMTOLL MANAGEMENT SYSTEM
TOLL MANAGEMENT SYSTEMvishnuRajan20
 
Effective Key Management in Dynamic Wireless Sensor Networks
Effective Key Management in Dynamic Wireless Sensor NetworksEffective Key Management in Dynamic Wireless Sensor Networks
Effective Key Management in Dynamic Wireless Sensor NetworksvishnuRajan20
 
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNING
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNINGDISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNING
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNINGvishnuRajan20
 
captcha and graphical
captcha and graphicalcaptcha and graphical
captcha and graphicalvishnuRajan20
 
A detection & prevention of wormhole attack in wsn project abstract
A detection & prevention of wormhole attack in wsn project abstractA detection & prevention of wormhole attack in wsn project abstract
A detection & prevention of wormhole attack in wsn project abstractvishnuRajan20
 

More from vishnuRajan20 (12)

Byzantine
ByzantineByzantine
Byzantine
 
Toll management system (1) (1)
Toll management system (1) (1)Toll management system (1) (1)
Toll management system (1) (1)
 
Integral erection portal yuvakshetra
Integral erection portal yuvakshetraIntegral erection portal yuvakshetra
Integral erection portal yuvakshetra
 
Disease inference from health-related uestions vissparse deep learning
Disease inference from health-related uestions vissparse deep learningDisease inference from health-related uestions vissparse deep learning
Disease inference from health-related uestions vissparse deep learning
 
Cybernetic protectors
Cybernetic protectorsCybernetic protectors
Cybernetic protectors
 
containing byzantine failures with control zones
containing  byzantine failures with control zonescontaining  byzantine failures with control zones
containing byzantine failures with control zones
 
A secure intrusion detection system against ddos attack in wireless mobile ad...
A secure intrusion detection system against ddos attack in wireless mobile ad...A secure intrusion detection system against ddos attack in wireless mobile ad...
A secure intrusion detection system against ddos attack in wireless mobile ad...
 
TOLL MANAGEMENT SYSTEM
TOLL MANAGEMENT SYSTEMTOLL MANAGEMENT SYSTEM
TOLL MANAGEMENT SYSTEM
 
Effective Key Management in Dynamic Wireless Sensor Networks
Effective Key Management in Dynamic Wireless Sensor NetworksEffective Key Management in Dynamic Wireless Sensor Networks
Effective Key Management in Dynamic Wireless Sensor Networks
 
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNING
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNINGDISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNING
DISEASE INFERENCE FROM HEALTH-RELATED QUESTIONS VIA SPARSE DEEP LEARNING
 
captcha and graphical
captcha and graphicalcaptcha and graphical
captcha and graphical
 
A detection & prevention of wormhole attack in wsn project abstract
A detection & prevention of wormhole attack in wsn project abstractA detection & prevention of wormhole attack in wsn project abstract
A detection & prevention of wormhole attack in wsn project abstract
 

Recently uploaded

POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...M56BOOKSTORE PRODUCT/SERVICE
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 
Introduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxIntroduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxpboyjonauth
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfakmcokerachita
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon AUnboundStockton
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docxPoojaSen20
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Educationpboyjonauth
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 

Recently uploaded (20)

POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 
Introduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxIntroduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptx
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdf
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon A
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docx
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Education
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
Staff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSDStaff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSD
 

Analysis and Comparison of Energy Efficiency of Android based Indoor/Outdoor Localization

  • 1. Analysis and Comparison of Energy Efficiency of Android based Indoor/Outdoor Localization using Indoor Atlas for Indoor Localization ABSTRCT Today, everyone is using smartphones and there are many application using location features. Many sensors and used determine accurate location of a smartphone in indoor or outdoor. However, the average user may not realize the high energy costs of using location services (namely the GPS) or may not make smart decisions regarding when to enable or disable location services. As a result, a mechanism that can make these decisions on the user’s behalf can significantly improve a smartphone’s battery life. In this work, we analyze the energy consumption of a smartphone by sampling battery life when using different location features. We propose an indoor localization method using indoor atlas. This provides a unique cloud platform that runs a disruptive geomagnetic positioning in its core to accurately pinpoint a location inside a building. Based on our energy analysis and implementation of our proposed system, we provide experimental results - monitoring battery life over time EXISTING SYSTEM Existing system provide an analysis of the two localization methods available to modern smartphones and conjecture that the addition of an indoor localization method as well as the ability to detect indoor or outdoor context can improve battery life and increase location accuracy. To test this, we implement an indoor/outdoor detection service and a simple indoor localization method into the
  • 2. location services framework of the Android operating system. In our design, present system implement an indoor/outdoor detection system modified from another author’s previous work and implement Wi-Fi RSS ranging as the prototype indoor localization method. In practice, any such indoor localization method can be used to infer the user’s location and future work can focus on this aspect to further increase location accuracy. In this case, the detection restricts the energy efficiency of our modified FusedLocaitonProvider. The detection accuracy also has a large effect on the energy consumption under practical use. PROPOSED SYSTEM Apart from the existing system the proposed system introduces an alternate indoor localization system. This uses indoor atlas to acquire more precise location of smartphone in indoors. Then the energy conception is calculated by analyzing the battery charge consumed by different sensors in acquiring the location. This results are then compared with energy conception resulted by existing system to analyze the performance of both systems REFERENCES  IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS—PART C: APPLICATIONS AND REVIEWS, VOL. 37, NO. 6, NOVEMBER 2007 Survey of Wireless Indoor Positioning Techniques and Systems Hui Liu, Student Member, IEEE, Houshang Darabi, Member, IEEE, Pat Banerjee, and Jing Liu  Survey of Wireless Based Indoor Localization Technologies Junjie Liu, junjie.liu@wustl.edu (A paper written under the guidance of Prof. Raj Jain)  IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. 64, NO. 4, APRIL 2015 Guest Editorial Special Section on “Indoor Localization, Tracking, and Mapping With Heterogeneous Technologies”  N. Roy, H. Wang, and R. Roy Choudhury, “I am a smartphone and I can tell my user’s walking direction,” in Proceedings of the 12th Annual International Conference on Mobile Systems,
  • 3. Applications, and Services,ser. MobiSys ’14. New York, NY, USA: ACM, 2014, pp. 329–342. [Online]. Available: http://doi.acm.org/10.1145/2594368.2594392  S. Nath, “Ace: Exploiting correlation for energy-efficient and continuous context sensing,” in Proceedings of the 10th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys ’12. New York, NY, USA: ACM, 2012, pp. 29–42. [Online]. Available: http://doi.acm.org/10.1145/2307636.2307640  C.-W. You, M. Montes-de Oca,T. J. Bao, N. D. Lane, H. Lu, G. Cardone, L. Torresani, and A. T. Campbell, “Carsafe: Adriver safety app that detects dangerous driving behavior using dual- cameras on smartphones,” in Proceedings of the 2012 ACM Conference on Ubiquitous Computing, ser. UbiComp ’12. NewYork, NY, USA: ACM, 2012, pp. 671–672. [Online]. Available: http://doi.acm.org/10.1145/2370216.2370360  L. Zhang, J. Liu, H. Jiang, and Y. Guan, “Senstrack: Energy-efficient location tracking with smartphone sensors,” Sensors Journal, IEEE, vol. 13, no. 10, pp. 3775–3784, Oct 2013.  M. B. Kjærgaard, J. Langdal, T. Godsk, and T. Toftkjær, “Entracked: Energy-efficient robust position tracking for mobile devices,” in Proceedings of the 7th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys ’09. New York, NY, USA: ACM, 2009, pp. 221–234. [Online]. Available: http://doi.acm.org/10.1145/1555816.1555839  Z. Zhuang, K.-H. Kim, and J. P. Singh, “Improving energy efficiency of location sensing on smartphones,” in Proceedings of the 8th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys ’10. New York, NY, USA: ACM, 2010, pp. 315– 330.[Online]. Available: http://doi.acm.org/10.1145/1814433.1814464  IndoorAtlast, “Indooratlas homepage,” https://www.indooratlas.com/.