Wi-Fi Watchdog: Application to Observe the Indoor Mobility of Senior Citizens
CSEF · 2013 Mathematics & Software Honorable_mention Award
Overview
Objectives/Goals Our goal was to design a system that will remotely monitor the movements of a senior citizen between the rooms of their house without invading their privacy. Our Wi-Fi Watchdog application would run on a smart phone carried by the senior citizen and would use Wi-Fi signatures. Methods/Materials Wi-Fi Watchdog will demonstrate the ability to identify the current room in the house by matching its Wi-Fi signature against the Wi-Fi signature database of all the rooms in the house. The matching algorithm uses the Least Squares method for the prediction. For setup, we measured the Wi-Fi signatures in all the rooms of the house and stored the data in a signature database. For testing, we measured the Wi-Fi signature at a test location and identified the closest match from the signature database using the method of Least Squares. The closest match was the predicted room. We conducted our testing experiments in both a single-story and a double-story house. We used 10 tests per room in each house to show repeatable results. The test data is presented in a Confusion Matrix which shows the Predicted Room vs. the Actual Room We used Google Nexus 7 tablets as development and test devices; Eclipse IDE for Android Platform Development, BlueJ as an interactive Java Environment; and multiple standard wireless Access Points (AP's). Results Demonstrated 90% prediction accuracy using 3 Wi-Fi AP's in a double-story house with 6 rooms. Demonstrated 78% prediction accuracy using 5 AP's in a single-story house with 9 rooms. Showed that prediction accuracy can be increased by increasing the number of AP's. In the single-story house, with 3 AP's, we had a 53% accuracy rate. With 4 AP's, we had 66% to 71% accuracy in two separate experiments. With 5 AP's, we had an accuracy of 78%. Our project successfully solved challenges related to measurement noise in Wi-Fi data; variability in data due to direction of mobile device; and due to interference from undesired neighborhood AP's. Our system provides enhanced privacy, convenience and lower cost as compared to alternate designs such as video cameras or IR sensors. Conclusions/Discussion Our project successfully demonstrated a working prototype that can monitor the movements of a senior citizen between the rooms of their house without invading their privacy. With enhanced algorithms, this system can be used in retirement homes, hospitals and other scenarios where the indoor location of a person needs to be monitored.
Summary statement
Wi-Fi Watchdog, an Android application, will remotely monitor the movements of a senior citizen between the rooms of their house without invading their privacy.
Help received
Mrs. Thea Dalvand, science teacher at Kennedy Middle School, for being our sponsor teacher. Mr. Pankaj Tandon and Mr. Ajay Singh as project mentors. Mr. Prateek Tandon and Mr. Sameep Tandon for advice on Android and Java programming.
Awards (1)
- Honorable Mention
Competition history
- CSEF 2013
Resources
Related projects
CSEF · 2013
ZigBee-based Indoor Positioning System with Intelligent Assistive Technology for Alzheimer's Patients
CSEF · 2012
Fusing a ZigBee Wireless Network with Sonar and Infrared Sensors in an Indoor Navigation System for Alzheimer's Patients
ISEF · 2014
Indoor Navigation with Maximum Likelihood Classification of Wi-Fi Fingerprints
ISEF · 2021
FallWatch: A Novel Approach for Through-Wall Fall Detection in Real-Time for the Elderly Using Artificial Intelligence
CSEF · 2011
Never Lost Again: Designing a Novel Precision Indoor Navigation System
ISEF · 2018
P.I.P.S. - An Inexpensive Patient Indoor Positioning System
ISEF · 2021
Enabling High-Accuracy Human Activity Recognition with Fine-Grained Indoor Localization
CSEF · 2017
Microcontroller Based, Elderly Activity Monitoring System with Intelligent Data Analytics for Early Emergency Detection
Closest projects by meaning, across every fair and year in the corpus.
Browse more like this
Source: California Science & Engineering Fair public projects