SlideShare a Scribd company logo
TRIAXIAL ACCELEROMETER-BASED FALL DETECTION
METHOD USING A SELF-CONSTRUCTING CASCADEADABOOST-SVM CLASSIFIER
ABSTRACT
In this paper, we propose a cascade-AdaBoost support vector machine (SVM)
classifier to complete the triaxial accelerometer-based fall detection method. The method uses
the acceleration signals of daily activities of volunteers from a database and calculates feature
values. By taking the feature values of a sliding window as an input vector, the cascadeAdaBoost-SVM algorithm can self-construct based on training vectors, and the AdaBoost
algorithm of each layer can automatically select several optimal weak classifiers to form a
strong classifier, which accelerates effectively the processing speed in the testing phase,
requiring only selected features rather than all features. In addition, the algorithm can
automatically determine whether to replace the AdaBoost classifier by support vector
machine. We used the UCI database for the experiment, in which the triaxial accelerometers
are, respectively, worn around the left and right ankles, and on the chest as well as the waist.
The results are compared to those of the neural network, support vector machine, and the
cascade-AdaBoost classifier. The experimental results show that the triaxial accelerometers
around the chest and waist produce optimal results, and our proposed method has the highest
accuracy rate and detection rate as well as the lowest false alarm rate.

EXISTING SYSTEM
Falls are one of the most common adverse events in hospitals and fall management
remains a major challenge in the medical care quality. Falls in patients are associated with
major health complications that can result in health decline and increased medical care cost.
To deliver medical care in time, reliable location-aware fall detection is needed.

PROPOSED SYSTEM
In this paper, we propose a patient alert alarm for fall management. It is SMS
location awareness fall detection system that provides immediate position information to the
care givers as soon as the fall happened. Obviously, the integration of location awareness and
fall detection technologies fulfills the requirements of delivering critical information to
relative professions and improve the medical care quality.
This project gives the location awareness such as in-time information about the
location of their patients, doctors, and medical staffs when medical emergencies arise .For
example, inpatients might fall somewhere in the hospital during the midnight, a patient alert
alarm system for fall management provides location information to the night shift nurses.In
this project, we use a location-aware fall detection system by using tri-axial accelerometers as
fall detecting sensors. The proposed system can provide emergency alert and position
information to caregivers through SMS as the patients fall happened.

BLOCK DIAGRAM
APPLICATIONS
1.

Fall detection of patients

2.

Accident awareness

HARDWARE REQUIREMENTS
1.

89C51 microcontroller

2.

Accelerometer sensor

3.

ADC

4.

Power supply

5.

GSM modem

6.

Mobile

SOFTWARE REQUIREMENTS
1.

Keil IDE

2.

Flash magic

More Related Content

Viewers also liked

Presentacion migracion
Presentacion migracionPresentacion migracion
Presentacion migracion
Richardo99
 
An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...Ecwaytech
 
Changes in the correlation between eye and steering movements indicate driver...
Changes in the correlation between eye and steering movements indicate driver...Changes in the correlation between eye and steering movements indicate driver...
Changes in the correlation between eye and steering movements indicate driver...Ecwaytech
 
наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.virtualtaganrog
 
Un tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boqueraUn tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boquera
montseroquet
 
A robot that approaches pedestrians
A robot that approaches pedestriansA robot that approaches pedestrians
A robot that approaches pedestriansEcwaytech
 
主日投影片
主日投影片主日投影片
主日投影片
Fong-yuen Liu
 
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksDesign and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksEcwaytech
 
Jeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin
 
Land use classification using taxi gps traces
Land use classification using taxi gps tracesLand use classification using taxi gps traces
Land use classification using taxi gps tracesEcwaytech
 
Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Ecwaytech
 
A virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionA virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionEcwaytech
 
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 PresentationBorsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
Borsa İstanbul
 
Low power wireless sensor network for building monitoring
Low power wireless sensor network for building monitoringLow power wireless sensor network for building monitoring
Low power wireless sensor network for building monitoringEcwaytech
 
Automatic road crack detection and characterization
Automatic road crack detection and characterizationAutomatic road crack detection and characterization
Automatic road crack detection and characterizationEcwaytech
 
Energy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEnergy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEcwaytech
 
Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Ecwaytech
 
Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Ecwaytech
 

Viewers also liked (20)

Presentacion migracion
Presentacion migracionPresentacion migracion
Presentacion migracion
 
An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...
 
Changes in the correlation between eye and steering movements indicate driver...
Changes in the correlation between eye and steering movements indicate driver...Changes in the correlation between eye and steering movements indicate driver...
Changes in the correlation between eye and steering movements indicate driver...
 
наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.
 
Un tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boqueraUn tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boquera
 
A robot that approaches pedestrians
A robot that approaches pedestriansA robot that approaches pedestrians
A robot that approaches pedestrians
 
主日投影片
主日投影片主日投影片
主日投影片
 
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksDesign and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
 
Jeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin CHART Resume
Jeremiah Colgin CHART Resume
 
Menyisipkan gambar
Menyisipkan gambarMenyisipkan gambar
Menyisipkan gambar
 
Land use classification using taxi gps traces
Land use classification using taxi gps tracesLand use classification using taxi gps traces
Land use classification using taxi gps traces
 
Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...
 
A virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionA virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital television
 
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 PresentationBorsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
Borsa Istanbul Derivatives Market (VIOP) Q1 2015 Presentation
 
St. augustine gvsa flyer 25 june 2015
St. augustine gvsa flyer 25 june 2015St. augustine gvsa flyer 25 june 2015
St. augustine gvsa flyer 25 june 2015
 
Low power wireless sensor network for building monitoring
Low power wireless sensor network for building monitoringLow power wireless sensor network for building monitoring
Low power wireless sensor network for building monitoring
 
Automatic road crack detection and characterization
Automatic road crack detection and characterizationAutomatic road crack detection and characterization
Automatic road crack detection and characterization
 
Energy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEnergy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applications
 
Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...
 
Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...
 

Similar to Triaxial accelerometer based fall detection method using a self-constructing cascade-adaboost-svm classifier

MovementTrackingPosterR2
MovementTrackingPosterR2MovementTrackingPosterR2
MovementTrackingPosterR2Erik Zaro
 
A high reliability wearable device for elderly fall detection
A high reliability wearable device for elderly fall detectionA high reliability wearable device for elderly fall detection
A high reliability wearable device for elderly fall detection
I3E Technologies
 
heart final last sem.pptx
heart final last sem.pptxheart final last sem.pptx
heart final last sem.pptx
rakshashadu
 
A Review Paper on Elderly Fall Detection
A Review Paper on Elderly Fall DetectionA Review Paper on Elderly Fall Detection
A Review Paper on Elderly Fall Detection
IRJET Journal
 
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
acijjournal
 
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
acijjournal
 
Embedding Intelligent System on Ambulance and Traffic Monitoring
Embedding Intelligent System on Ambulance and Traffic MonitoringEmbedding Intelligent System on Ambulance and Traffic Monitoring
Embedding Intelligent System on Ambulance and Traffic Monitoring
ijtsrd
 
Hospital Locator and Bed Availability Detector for Emergency Cases
Hospital Locator and Bed Availability Detector for Emergency CasesHospital Locator and Bed Availability Detector for Emergency Cases
Hospital Locator and Bed Availability Detector for Emergency Cases
IRJET Journal
 
Situational Awareness for Smart Health
Situational Awareness for Smart HealthSituational Awareness for Smart Health
Situational Awareness for Smart HealthSupreet Oberoi
 
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCVVEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
IRJET Journal
 
mangoes leaf diseases detection using SVM.pptx
mangoes leaf diseases detection using SVM.pptxmangoes leaf diseases detection using SVM.pptx
mangoes leaf diseases detection using SVM.pptx
MadniFareed1
 
A Survey on Hybrid Techniques Using SVM
A Survey on Hybrid Techniques Using SVMA Survey on Hybrid Techniques Using SVM
A Survey on Hybrid Techniques Using SVM
rahulmonikasharma
 
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning AlgorithmsIRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
IRJET Journal
 
Mechanization and error analysis of aiding systems in civilian and military v...
Mechanization and error analysis of aiding systems in civilian and military v...Mechanization and error analysis of aiding systems in civilian and military v...
Mechanization and error analysis of aiding systems in civilian and military v...
ijctcm
 
F010222529
F010222529F010222529
F010222529
IOSR Journals
 
Design and development of fall detector using fall
Design and development of fall detector using fallDesign and development of fall detector using fall
Design and development of fall detector using fall
eSAT Publishing House
 
Design and development of fall detector using fall
Design and development of fall detector using fallDesign and development of fall detector using fall
Design and development of fall detector using fall
eSAT Publishing House
 
Proposed Transport Protocols Suite for Wireless Medical Body Area Networks
Proposed Transport Protocols Suite for Wireless Medical Body Area NetworksProposed Transport Protocols Suite for Wireless Medical Body Area Networks
Proposed Transport Protocols Suite for Wireless Medical Body Area Networks
josephjonse
 
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKSPROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
ijngnjournal
 
WASA and the Roadmap to WAMPAC at SDG&E
WASA and the Roadmap to WAMPAC at SDG&EWASA and the Roadmap to WAMPAC at SDG&E
WASA and the Roadmap to WAMPAC at SDG&E
Power System Operation
 

Similar to Triaxial accelerometer based fall detection method using a self-constructing cascade-adaboost-svm classifier (20)

MovementTrackingPosterR2
MovementTrackingPosterR2MovementTrackingPosterR2
MovementTrackingPosterR2
 
A high reliability wearable device for elderly fall detection
A high reliability wearable device for elderly fall detectionA high reliability wearable device for elderly fall detection
A high reliability wearable device for elderly fall detection
 
heart final last sem.pptx
heart final last sem.pptxheart final last sem.pptx
heart final last sem.pptx
 
A Review Paper on Elderly Fall Detection
A Review Paper on Elderly Fall DetectionA Review Paper on Elderly Fall Detection
A Review Paper on Elderly Fall Detection
 
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
 
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
AUTOMATED SEGMENTATION OF FLUORESCENT AND FUNDS IMAGES BASED ON RETINAL BLOOD...
 
Embedding Intelligent System on Ambulance and Traffic Monitoring
Embedding Intelligent System on Ambulance and Traffic MonitoringEmbedding Intelligent System on Ambulance and Traffic Monitoring
Embedding Intelligent System on Ambulance and Traffic Monitoring
 
Hospital Locator and Bed Availability Detector for Emergency Cases
Hospital Locator and Bed Availability Detector for Emergency CasesHospital Locator and Bed Availability Detector for Emergency Cases
Hospital Locator and Bed Availability Detector for Emergency Cases
 
Situational Awareness for Smart Health
Situational Awareness for Smart HealthSituational Awareness for Smart Health
Situational Awareness for Smart Health
 
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCVVEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
VEHICLES AND TOURIST FREQUENCY TRACKING USING OPENCV
 
mangoes leaf diseases detection using SVM.pptx
mangoes leaf diseases detection using SVM.pptxmangoes leaf diseases detection using SVM.pptx
mangoes leaf diseases detection using SVM.pptx
 
A Survey on Hybrid Techniques Using SVM
A Survey on Hybrid Techniques Using SVMA Survey on Hybrid Techniques Using SVM
A Survey on Hybrid Techniques Using SVM
 
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning AlgorithmsIRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
IRJET- Diagnosis of Diabetic Retinopathy using Machine Learning Algorithms
 
Mechanization and error analysis of aiding systems in civilian and military v...
Mechanization and error analysis of aiding systems in civilian and military v...Mechanization and error analysis of aiding systems in civilian and military v...
Mechanization and error analysis of aiding systems in civilian and military v...
 
F010222529
F010222529F010222529
F010222529
 
Design and development of fall detector using fall
Design and development of fall detector using fallDesign and development of fall detector using fall
Design and development of fall detector using fall
 
Design and development of fall detector using fall
Design and development of fall detector using fallDesign and development of fall detector using fall
Design and development of fall detector using fall
 
Proposed Transport Protocols Suite for Wireless Medical Body Area Networks
Proposed Transport Protocols Suite for Wireless Medical Body Area NetworksProposed Transport Protocols Suite for Wireless Medical Body Area Networks
Proposed Transport Protocols Suite for Wireless Medical Body Area Networks
 
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKSPROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
PROPOSED TRANSPORT PROTOCOLS SUITE FOR WIRELESS MEDICAL BODY AREA NETWORKS
 
WASA and the Roadmap to WAMPAC at SDG&E
WASA and the Roadmap to WAMPAC at SDG&EWASA and the Roadmap to WAMPAC at SDG&E
WASA and the Roadmap to WAMPAC at SDG&E
 

Recently uploaded

RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
BBPMedia1
 
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
BBPMedia1
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
NathanBaughman3
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
Nicola Wreford-Howard
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
SynapseIndia
 
Project File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdfProject File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdf
RajPriye
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
seri bangash
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
Erika906060
 
Business Valuation Principles for Entrepreneurs
Business Valuation Principles for EntrepreneursBusiness Valuation Principles for Entrepreneurs
Business Valuation Principles for Entrepreneurs
Ben Wann
 
Role of Remote Sensing and Monitoring in Mining
Role of Remote Sensing and Monitoring in MiningRole of Remote Sensing and Monitoring in Mining
Role of Remote Sensing and Monitoring in Mining
Naaraayani Minerals Pvt.Ltd
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
dylandmeas
 
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-indiafalcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
Falcon Invoice Discounting
 
Filing Your Delaware Franchise Tax A Detailed Guide
Filing Your Delaware Franchise Tax A Detailed GuideFiling Your Delaware Franchise Tax A Detailed Guide
Filing Your Delaware Franchise Tax A Detailed Guide
YourLegal Accounting
 
chapter 10 - excise tax of transfer and business taxation
chapter 10 - excise tax of transfer and business taxationchapter 10 - excise tax of transfer and business taxation
chapter 10 - excise tax of transfer and business taxation
AUDIJEAngelo
 
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
PaulBryant58
 
Global Interconnection Group Joint Venture[960] (1).pdf
Global Interconnection Group Joint Venture[960] (1).pdfGlobal Interconnection Group Joint Venture[960] (1).pdf
Global Interconnection Group Joint Venture[960] (1).pdf
Henry Tapper
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
seoforlegalpillers
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
HumanResourceDimensi1
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
Sam H
 
Cree_Rey_BrandIdentityKit.PDF_PersonalBd
Cree_Rey_BrandIdentityKit.PDF_PersonalBdCree_Rey_BrandIdentityKit.PDF_PersonalBd
Cree_Rey_BrandIdentityKit.PDF_PersonalBd
creerey
 

Recently uploaded (20)

RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
 
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
 
Project File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdfProject File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdf
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
 
Business Valuation Principles for Entrepreneurs
Business Valuation Principles for EntrepreneursBusiness Valuation Principles for Entrepreneurs
Business Valuation Principles for Entrepreneurs
 
Role of Remote Sensing and Monitoring in Mining
Role of Remote Sensing and Monitoring in MiningRole of Remote Sensing and Monitoring in Mining
Role of Remote Sensing and Monitoring in Mining
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
 
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-indiafalcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
 
Filing Your Delaware Franchise Tax A Detailed Guide
Filing Your Delaware Franchise Tax A Detailed GuideFiling Your Delaware Franchise Tax A Detailed Guide
Filing Your Delaware Franchise Tax A Detailed Guide
 
chapter 10 - excise tax of transfer and business taxation
chapter 10 - excise tax of transfer and business taxationchapter 10 - excise tax of transfer and business taxation
chapter 10 - excise tax of transfer and business taxation
 
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
 
Global Interconnection Group Joint Venture[960] (1).pdf
Global Interconnection Group Joint Venture[960] (1).pdfGlobal Interconnection Group Joint Venture[960] (1).pdf
Global Interconnection Group Joint Venture[960] (1).pdf
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
 
Cree_Rey_BrandIdentityKit.PDF_PersonalBd
Cree_Rey_BrandIdentityKit.PDF_PersonalBdCree_Rey_BrandIdentityKit.PDF_PersonalBd
Cree_Rey_BrandIdentityKit.PDF_PersonalBd
 

Triaxial accelerometer based fall detection method using a self-constructing cascade-adaboost-svm classifier

  • 1. TRIAXIAL ACCELEROMETER-BASED FALL DETECTION METHOD USING A SELF-CONSTRUCTING CASCADEADABOOST-SVM CLASSIFIER ABSTRACT In this paper, we propose a cascade-AdaBoost support vector machine (SVM) classifier to complete the triaxial accelerometer-based fall detection method. The method uses the acceleration signals of daily activities of volunteers from a database and calculates feature values. By taking the feature values of a sliding window as an input vector, the cascadeAdaBoost-SVM algorithm can self-construct based on training vectors, and the AdaBoost algorithm of each layer can automatically select several optimal weak classifiers to form a strong classifier, which accelerates effectively the processing speed in the testing phase, requiring only selected features rather than all features. In addition, the algorithm can automatically determine whether to replace the AdaBoost classifier by support vector machine. We used the UCI database for the experiment, in which the triaxial accelerometers are, respectively, worn around the left and right ankles, and on the chest as well as the waist. The results are compared to those of the neural network, support vector machine, and the cascade-AdaBoost classifier. The experimental results show that the triaxial accelerometers around the chest and waist produce optimal results, and our proposed method has the highest accuracy rate and detection rate as well as the lowest false alarm rate. EXISTING SYSTEM Falls are one of the most common adverse events in hospitals and fall management remains a major challenge in the medical care quality. Falls in patients are associated with
  • 2. major health complications that can result in health decline and increased medical care cost. To deliver medical care in time, reliable location-aware fall detection is needed. PROPOSED SYSTEM In this paper, we propose a patient alert alarm for fall management. It is SMS location awareness fall detection system that provides immediate position information to the care givers as soon as the fall happened. Obviously, the integration of location awareness and fall detection technologies fulfills the requirements of delivering critical information to relative professions and improve the medical care quality. This project gives the location awareness such as in-time information about the location of their patients, doctors, and medical staffs when medical emergencies arise .For example, inpatients might fall somewhere in the hospital during the midnight, a patient alert alarm system for fall management provides location information to the night shift nurses.In this project, we use a location-aware fall detection system by using tri-axial accelerometers as fall detecting sensors. The proposed system can provide emergency alert and position information to caregivers through SMS as the patients fall happened. BLOCK DIAGRAM
  • 3. APPLICATIONS 1. Fall detection of patients 2. Accident awareness HARDWARE REQUIREMENTS 1. 89C51 microcontroller 2. Accelerometer sensor 3. ADC 4. Power supply 5. GSM modem 6. Mobile SOFTWARE REQUIREMENTS 1. Keil IDE 2. Flash magic