SlideShare a Scribd company logo
Introduction
Methodology
Discussion
Future Work
Uses of accelerometer sensor and its
application in m-Learning environments: a
review of literature
José Ángel Trujillo Padilla1 Carina Soledad González
González2
1PhD student,Ingeniería de Sistemas y Automática (ULL), Tenerife
2Dpto. de Ingeniería Informática y de Sistemas (ULL). Grupo Interacción, TIC y
Educación (iTED) Universidad de La Laguna (ULL), Tenerife
Dpto. de Ingeniería Informática
1 / 20
Introduction
Methodology
Discussion
Future Work
Content
1 Introduction
m-Learning
Research questions
What does an accelerometer sensor do?
2 Methodology
Search and selected samples
Inclusion / Exclusion criteria
Classification of samples
Findings
3 Discussion
Technological challenges
Pedagogical challenges
4 Future Work
2 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Introduction
3 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Introduction
4 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
What is m-Learning?
5 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Research questions
What about the accelerometer sensor into smartphone
devices?
In which way is it used on m-learning enviroments?
6 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Accelerometer sensor into smartphone devices
7 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Accelerometer sensor into smartphone devices
8 / 20
Introduction
Methodology
Discussion
Future Work
m-Learning
Research questions
What does an accelerometer sensor do?
Accelerometer sensor into smartphone devices
9 / 20
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Search and Selected samples
Cuadro: Results for keywords used in search
Terms Keyword Results
1 Accelerometer sensor + Mlearning 7
2 Accelerometer sensor + Mobile learning 20
3 Accelerometer sensor + visualization forMlearning 0
4 Accelerometer sensor + serious games 9
5 Accelerometer sensor + designing mobilesystem for learning 0
6 Accelerometer sensor + multimodal userinterfaces 8
10 / 20
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Inclusion / Exclusion criteria
Cuadro: Inclusion/Exclusion criteria
Inclusion Exclusion
Should indicate the use of the accelerometer sensor.
Alone or in combination with another sensor/s The accelerometer is not used specifically
Must be oriented smartphone type devices (smartphones) It is not used with an educational or pedagogical purpose
It must have been published in any scientific support,
proven and recoverable It is a commercial project
Must display results and / or assessment of use Do not use on smartphone device type
11 / 20
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Classification of samples
Cuadro: Classification of samples
Reference App typology Accelerometer role
Dingli and Hili 2013 Exergaming data collection
Tian et al., 2013 Augmented reality data collection
Li et al., 2012 mLearning as interface
Karavirta and Hakulinen 2012 Serious Game as interface
Fitz-Walter et al., 2012 Gamification data collection
Laine et al., 2011 Serious Game as interface
Woll et al., 2011 Augmented reality as interface
Kiili et al., 2011 Exergaming as interface & d. collection
12 / 20
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Accelerometer sensor role
As data: The accelerometer sensor captures data that
serves the application to know the context in which the
user and the device are
As interface: There is the intention to make the most of
accelerometer sensor data in order to provide an
alternative interaction tool to the user
13 / 20
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Sample: M-VARLM
14 / 20
Tian et al., 2013
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Sample: Binary tree
15 / 20
Karavirta & Hakulinen, 2012
Introduction
Methodology
Discussion
Future Work
Search and selected samples
Findings
Association between sensors
Main association are:
Accelerometer & GPS
Accelerometer & Gyroscope
16 / 20
Introduction
Methodology
Discussion
Future Work
Technological challenges
Pedagogical challenges
Technological challenges
Require programming processes to be implemented
Development of Apps made easier
Expensive devices
Making m-Learning environments more universal
17 / 20
Introduction
Methodology
Discussion
Future Work
Technological challenges
Pedagogical challenges
Pedagogical challenges
Smartphones have had a bad press
Size of the screen being too small
Privacy issues
18 / 20
Introduction
Methodology
Discussion
Future Work
Future Work
Keeping up to date
Security aspects
Recognizing people
19 / 20
Introduction
Methodology
Discussion
Future Work
Thank you
any questions?
20 / 20

More Related Content

What's hot (17)

PPTX
IEEE EDUCON 2015 reputation mooc
Miguel R. Artacho
 
PDF
Masters Thesis - Smart Cafeteria
Richard Philip
 
PDF
Meta-learning through the lenses of Statistical Learning Theory (Carlo Cilibe...
MeetupDataScienceRoma
 
PPTX
Advancing Online Assessment in Medical Education
Stephen Marquard
 
PDF
Introduction to Data Science - Week 2 - Predictive Analytics
Ferdin Joe John Joseph PhD
 
PPT
Generating educational assessment items from Linked Open Data
chessmu
 
PDF
Week 8: Programming for Data Analysis
Ferdin Joe John Joseph PhD
 
PDF
TapaCarp vs eTapaCarp
minashirvani
 
PPTX
The WATCHME project
Beste Ulus
 
PDF
Sept 6 2021 BTech Artificial Intelligence and Data Science curriculum
Ferdin Joe John Joseph PhD
 
PPTX
AI in Higher Education - Learning Analytics, #edlw2019
EDEN Digital Learning Europe
 
PPT
P1121521384
Ashraf Aboshosha
 
PDF
Prospect for learning analytics to achieve adaptive learning model
Open Cyber University of Korea
 
PPTX
Launching into machine learning
Dr.R. Gunavathi Ramasamy
 
PDF
Intriduction to Data Science - Week 1
Ferdin Joe John Joseph PhD
 
PPT
Minimax Poster FINAL
Christopher Witt
 
PDF
EDUCON 2021_Studying the Students' Learning in Lot@UNED
eMadrid network
 
IEEE EDUCON 2015 reputation mooc
Miguel R. Artacho
 
Masters Thesis - Smart Cafeteria
Richard Philip
 
Meta-learning through the lenses of Statistical Learning Theory (Carlo Cilibe...
MeetupDataScienceRoma
 
Advancing Online Assessment in Medical Education
Stephen Marquard
 
Introduction to Data Science - Week 2 - Predictive Analytics
Ferdin Joe John Joseph PhD
 
Generating educational assessment items from Linked Open Data
chessmu
 
Week 8: Programming for Data Analysis
Ferdin Joe John Joseph PhD
 
TapaCarp vs eTapaCarp
minashirvani
 
The WATCHME project
Beste Ulus
 
Sept 6 2021 BTech Artificial Intelligence and Data Science curriculum
Ferdin Joe John Joseph PhD
 
AI in Higher Education - Learning Analytics, #edlw2019
EDEN Digital Learning Europe
 
P1121521384
Ashraf Aboshosha
 
Prospect for learning analytics to achieve adaptive learning model
Open Cyber University of Korea
 
Launching into machine learning
Dr.R. Gunavathi Ramasamy
 
Intriduction to Data Science - Week 1
Ferdin Joe John Joseph PhD
 
Minimax Poster FINAL
Christopher Witt
 
EDUCON 2021_Studying the Students' Learning in Lot@UNED
eMadrid network
 

Viewers also liked (20)

PDF
Better motion control using accelerometer/gyroscope sensor fusion
Gabor Paller
 
PPT
WIRELESS SENSOR NETWORK
Tejas Wasule
 
PPTX
wireless sensor network my seminar ppt
Eisha Madhwal
 
PPT
Wireless Sensor Networks
rajatmal4
 
PDF
Surface Acoustic Wave (SAW) Wireless Passive RF Sensor Systems
Fuentek, LLC
 
PPTX
Skinput technology
neha pevekar
 
PDF
Metulini1503
University of Salerno
 
PPTX
Designing with Sensors: Creating Adaptive Experiences
Avi Itzkovitch
 
PPTX
ontologie de capteurs
catherine roussey
 
PDF
Apple's Smart Sensor Technologies -- market research report (sample)
MEMS Journal, Inc.
 
PPT
Contoh laporan praktek
Anang Andaka
 
PDF
Smart Sensor capteurs électriques pour systèmes d’attelage par autoprestige-u...
autoprestige
 
PPT
I cursa sant jordi
lluís nater
 
PDF
PLM Open Hours - Systemtechnische Integration von Aktor-Sensor-Listen: BMK im 3D
Intelliact AG
 
PPT
SensLab Anr Stic2010
Eric Fleury
 
PDF
Smoke detector Fibaro certified CE EN 14604
Domotica daVinci
 
PPTX
IMMO-SENSOR® Produktepräsentation
Baumgartner Immobilien-Management
 
PPTX
Story Lab - Sensor Journalism [23-04-2015, Liège]
Gregory Berger
 
PPTX
Semantic Sensor Network Ontology: Description et usage
catherine roussey
 
PDF
Gas Leakage Detector using Arduino with SMS Alert - Engineering Project
CircuitsToday
 
Better motion control using accelerometer/gyroscope sensor fusion
Gabor Paller
 
WIRELESS SENSOR NETWORK
Tejas Wasule
 
wireless sensor network my seminar ppt
Eisha Madhwal
 
Wireless Sensor Networks
rajatmal4
 
Surface Acoustic Wave (SAW) Wireless Passive RF Sensor Systems
Fuentek, LLC
 
Skinput technology
neha pevekar
 
Metulini1503
University of Salerno
 
Designing with Sensors: Creating Adaptive Experiences
Avi Itzkovitch
 
ontologie de capteurs
catherine roussey
 
Apple's Smart Sensor Technologies -- market research report (sample)
MEMS Journal, Inc.
 
Contoh laporan praktek
Anang Andaka
 
Smart Sensor capteurs électriques pour systèmes d’attelage par autoprestige-u...
autoprestige
 
I cursa sant jordi
lluís nater
 
PLM Open Hours - Systemtechnische Integration von Aktor-Sensor-Listen: BMK im 3D
Intelliact AG
 
SensLab Anr Stic2010
Eric Fleury
 
Smoke detector Fibaro certified CE EN 14604
Domotica daVinci
 
IMMO-SENSOR® Produktepräsentation
Baumgartner Immobilien-Management
 
Story Lab - Sensor Journalism [23-04-2015, Liège]
Gregory Berger
 
Semantic Sensor Network Ontology: Description et usage
catherine roussey
 
Gas Leakage Detector using Arduino with SMS Alert - Engineering Project
CircuitsToday
 
Ad

Similar to Uses of accelerometer sensor and its application in m-Learning environments: a review of literatura (20)

PDF
K-12 Computing Education for the AI Era: From Data Literacy to Data Agency
Henriikka Vartiainen
 
PPT
Areas of Tension in Technology Enhanced Learning
Denis Gillet
 
PDF
Modeling Communities in Information Systems: Informal Learning Communities in...
Zina Petrushyna
 
PPT
Gabriel Rissola: "Measuring the impact of eInclusion actors"
TELECENTRE EUROPE
 
PPTX
20_05_08 «La Red Española de Analítica del Aprendizaje (SNOLA): logros y retos».
eMadrid network
 
PPTX
Interaction system based on internet of things as support for education
JORGE GOMEZ
 
PPT
Loveland 090731 Naep Tech Lit Outreach
Intro Engineering
 
PDF
BJET2019-GranicMarangunic-personal.pdf
ssuser4a7017
 
PPTX
Learning Analytics – Challenges arising from a current review of LA use
Riina Vuorikari
 
PPTX
Learning Analytics – Research challenges arising from a current review of LA use
Riina Vuorikari
 
PPTX
1.0 Course Handout_ Introduction_IOT.pptx
byfexowwfeciurbwnw
 
PPTX
Overview of Data Science and AI
johnstamford
 
PDF
Tien3
dfmac2001
 
PDF
City i-Tick: The android based mobile application for students’ attendance at...
journalBEEI
 
PPTX
Mecar2010
EDUCAUSE
 
PPT
2010-04-14 educon eMadrid cdk UC3M
eMadrid network
 
PDF
Statistical Analysis of Results in Music Information Retrieval: Why and How
Julián Urbano
 
PPTX
A Survey of Requirements Engineering Education
Sofia Ouhbi
 
PPT
Tenc Winterschool09 Davinia Slideshare
guest94c824
 
PDF
Elearning
oswc2012
 
K-12 Computing Education for the AI Era: From Data Literacy to Data Agency
Henriikka Vartiainen
 
Areas of Tension in Technology Enhanced Learning
Denis Gillet
 
Modeling Communities in Information Systems: Informal Learning Communities in...
Zina Petrushyna
 
Gabriel Rissola: "Measuring the impact of eInclusion actors"
TELECENTRE EUROPE
 
20_05_08 «La Red Española de Analítica del Aprendizaje (SNOLA): logros y retos».
eMadrid network
 
Interaction system based on internet of things as support for education
JORGE GOMEZ
 
Loveland 090731 Naep Tech Lit Outreach
Intro Engineering
 
BJET2019-GranicMarangunic-personal.pdf
ssuser4a7017
 
Learning Analytics – Challenges arising from a current review of LA use
Riina Vuorikari
 
Learning Analytics – Research challenges arising from a current review of LA use
Riina Vuorikari
 
1.0 Course Handout_ Introduction_IOT.pptx
byfexowwfeciurbwnw
 
Overview of Data Science and AI
johnstamford
 
Tien3
dfmac2001
 
City i-Tick: The android based mobile application for students’ attendance at...
journalBEEI
 
Mecar2010
EDUCAUSE
 
2010-04-14 educon eMadrid cdk UC3M
eMadrid network
 
Statistical Analysis of Results in Music Information Retrieval: Why and How
Julián Urbano
 
A Survey of Requirements Engineering Education
Sofia Ouhbi
 
Tenc Winterschool09 Davinia Slideshare
guest94c824
 
Elearning
oswc2012
 
Ad

More from Technological Ecosystems for Enhancing Multiculturality (20)

PDF
A Preliminary Study of Proof of Concept Practices and their connection with I...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Social networks as a promotional space for Spanish radio content. The case st...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Towards the study of sentiment in the public opinion of science in Spanish
Technological Ecosystems for Enhancing Multiculturality
 
PDF
A Three-Step Data-Mining Analysis of Top-Ranked Higher Education Institutions...
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
Specifics of multimedia texts in the context of social networks media aesthetics
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Combined Effects of Similarity and Imagined Contact on First-Person Testimoni...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Direct online political communication effects on civil participation in spain...
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
University Media in Ecuador: Types, Functions and Self-determination
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Like it or die: using social networks to improve collaborative learning in hi...
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
Framing theory in studies of environmental information in press
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Domain engineering for generating dashboards to analyze employment and employ...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Mapping the systematic literature studies about software ecosystems
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
Tag-Based Browsing of Digital Collections with Inverted Indexes and Browsing ...
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
A Multivocal Literature Review on the use of DevOps for e-learning systems
Technological Ecosystems for Enhancing Multiculturality
 
PPTX
Document Annotation Tools: Annotation Classification Mechanisms
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Toward supporting decision-making under uncertainty in digital humanities wit...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Managing Uncertainty in the Humanities: Digital and Analogue Approaches
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Representing Imprecise and Uncertain Knowledge in Digital Humanities: A Theor...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Dotmocracy and Planning Poker for Uncertainty Management in Collaborative Res...
Technological Ecosystems for Enhancing Multiculturality
 
PDF
Applying Commercial Computer Vision Tools to Cope with Uncertainties in a Cit...
Technological Ecosystems for Enhancing Multiculturality
 
A Preliminary Study of Proof of Concept Practices and their connection with I...
Technological Ecosystems for Enhancing Multiculturality
 
Social networks as a promotional space for Spanish radio content. The case st...
Technological Ecosystems for Enhancing Multiculturality
 
Towards the study of sentiment in the public opinion of science in Spanish
Technological Ecosystems for Enhancing Multiculturality
 
A Three-Step Data-Mining Analysis of Top-Ranked Higher Education Institutions...
Technological Ecosystems for Enhancing Multiculturality
 
Specifics of multimedia texts in the context of social networks media aesthetics
Technological Ecosystems for Enhancing Multiculturality
 
Combined Effects of Similarity and Imagined Contact on First-Person Testimoni...
Technological Ecosystems for Enhancing Multiculturality
 
Direct online political communication effects on civil participation in spain...
Technological Ecosystems for Enhancing Multiculturality
 
University Media in Ecuador: Types, Functions and Self-determination
Technological Ecosystems for Enhancing Multiculturality
 
Like it or die: using social networks to improve collaborative learning in hi...
Technological Ecosystems for Enhancing Multiculturality
 
Framing theory in studies of environmental information in press
Technological Ecosystems for Enhancing Multiculturality
 
Domain engineering for generating dashboards to analyze employment and employ...
Technological Ecosystems for Enhancing Multiculturality
 
Mapping the systematic literature studies about software ecosystems
Technological Ecosystems for Enhancing Multiculturality
 
Tag-Based Browsing of Digital Collections with Inverted Indexes and Browsing ...
Technological Ecosystems for Enhancing Multiculturality
 
A Multivocal Literature Review on the use of DevOps for e-learning systems
Technological Ecosystems for Enhancing Multiculturality
 
Document Annotation Tools: Annotation Classification Mechanisms
Technological Ecosystems for Enhancing Multiculturality
 
Toward supporting decision-making under uncertainty in digital humanities wit...
Technological Ecosystems for Enhancing Multiculturality
 
Managing Uncertainty in the Humanities: Digital and Analogue Approaches
Technological Ecosystems for Enhancing Multiculturality
 
Representing Imprecise and Uncertain Knowledge in Digital Humanities: A Theor...
Technological Ecosystems for Enhancing Multiculturality
 
Dotmocracy and Planning Poker for Uncertainty Management in Collaborative Res...
Technological Ecosystems for Enhancing Multiculturality
 
Applying Commercial Computer Vision Tools to Cope with Uncertainties in a Cit...
Technological Ecosystems for Enhancing Multiculturality
 

Recently uploaded (20)

PDF
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - GLOBAL SUCCESS - CẢ NĂM - NĂM 2024 (VOCABULARY, ...
Nguyen Thanh Tu Collection
 
PPTX
How to Convert an Opportunity into a Quotation in Odoo 18 CRM
Celine George
 
PPTX
A PPT on Alfred Lord Tennyson's Ulysses.
Beena E S
 
PDF
ARAL-Orientation_Morning-Session_Day-11.pdf
JoelVilloso1
 
PPTX
Cultivation practice of Litchi in Nepal.pptx
UmeshTimilsina1
 
PDF
Dimensions of Societal Planning in Commonism
StefanMz
 
PDF
The Different Types of Non-Experimental Research
Thelma Villaflores
 
PPTX
MENINGITIS: NURSING MANAGEMENT, BACTERIAL MENINGITIS, VIRAL MENINGITIS.pptx
PRADEEP ABOTHU
 
PPTX
Growth and development and milestones, factors
BHUVANESHWARI BADIGER
 
PPTX
Mathematics 5 - Time Measurement: Time Zone
menchreo
 
PPTX
Views on Education of Indian Thinkers J.Krishnamurthy..pptx
ShrutiMahanta1
 
PDF
IMP NAAC REFORMS 2024 - 10 Attributes.pdf
BHARTIWADEKAR
 
PPSX
HEALTH ASSESSMENT (Community Health Nursing) - GNM 1st Year
Priyanshu Anand
 
PPTX
2025 Winter SWAYAM NPTEL & A Student.pptx
Utsav Yagnik
 
PPTX
BANDHA (BANDAGES) PPT.pptx ayurveda shalya tantra
rakhan78619
 
PDF
LAW OF CONTRACT ( 5 YEAR LLB & UNITARY LLB)- MODULE-3 - LEARN THROUGH PICTURE
APARNA T SHAIL KUMAR
 
PDF
Generative AI: it's STILL not a robot (CIJ Summer 2025)
Paul Bradshaw
 
PPT
Talk on Critical Theory, Part One, Philosophy of Social Sciences
Soraj Hongladarom
 
PDF
The Constitution Review Committee (CRC) has released an updated schedule for ...
nservice241
 
PPTX
Quarter1-English3-W4-Identifying Elements of the Story
FLORRACHELSANTOS
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - GLOBAL SUCCESS - CẢ NĂM - NĂM 2024 (VOCABULARY, ...
Nguyen Thanh Tu Collection
 
How to Convert an Opportunity into a Quotation in Odoo 18 CRM
Celine George
 
A PPT on Alfred Lord Tennyson's Ulysses.
Beena E S
 
ARAL-Orientation_Morning-Session_Day-11.pdf
JoelVilloso1
 
Cultivation practice of Litchi in Nepal.pptx
UmeshTimilsina1
 
Dimensions of Societal Planning in Commonism
StefanMz
 
The Different Types of Non-Experimental Research
Thelma Villaflores
 
MENINGITIS: NURSING MANAGEMENT, BACTERIAL MENINGITIS, VIRAL MENINGITIS.pptx
PRADEEP ABOTHU
 
Growth and development and milestones, factors
BHUVANESHWARI BADIGER
 
Mathematics 5 - Time Measurement: Time Zone
menchreo
 
Views on Education of Indian Thinkers J.Krishnamurthy..pptx
ShrutiMahanta1
 
IMP NAAC REFORMS 2024 - 10 Attributes.pdf
BHARTIWADEKAR
 
HEALTH ASSESSMENT (Community Health Nursing) - GNM 1st Year
Priyanshu Anand
 
2025 Winter SWAYAM NPTEL & A Student.pptx
Utsav Yagnik
 
BANDHA (BANDAGES) PPT.pptx ayurveda shalya tantra
rakhan78619
 
LAW OF CONTRACT ( 5 YEAR LLB & UNITARY LLB)- MODULE-3 - LEARN THROUGH PICTURE
APARNA T SHAIL KUMAR
 
Generative AI: it's STILL not a robot (CIJ Summer 2025)
Paul Bradshaw
 
Talk on Critical Theory, Part One, Philosophy of Social Sciences
Soraj Hongladarom
 
The Constitution Review Committee (CRC) has released an updated schedule for ...
nservice241
 
Quarter1-English3-W4-Identifying Elements of the Story
FLORRACHELSANTOS
 

Uses of accelerometer sensor and its application in m-Learning environments: a review of literatura