An Automated Prompting System for Smart Environments
نویسندگان
چکیده
The growth in popularity of smart environments has been quite steep in the last decade and so has the demand for smart health assistance systems. A smart home-based prompting system can enhance these technologies to deliver in-home interventions to a user for timely reminders or a brief instruction describing the way a task should be done for successful completion. This technology is in high demand with the desire for people who have physical or cognitive limitations to live independently in their homes. In this paper, we take the approach to fully automating a prompting system without any predefined rule set or user feedback. Unlike other approaches, we use simple off-the-shelf sensors and learn the timing for prompts based on real data that is collected with volunteer participants in our smart home testbed.
منابع مشابه
Automated activity-aware prompting for activity initiation.
Performing daily activities without assistance is important to maintaining an independent functional lifestyle. As a result, automated activity prompting systems can potentially extend the period of time that adults can age in place. In this paper we introduce AP, an algorithm to automate activity prompting based on smart home technology. AP learns prompt rules based on the time when activities...
متن کاملDetection of children's activities in smart home based on deep learning approach
Monitoring behavior of children in the home is the extremely important to avoid the possible injuries. Therefore, an automated monitoring system for monitoring behavior of children by researchers has been considered. The first step for designing and executing an automated monitoring system on children's behavior in closed spaces is possible with recognize their activity by the sensors in the e...
متن کاملDetection of children's activities in smart home based on deep learning approach
Monitoring behavior of children in the home is the extremely important to avoid the possible injuries. Therefore, an automated monitoring system for monitoring behavior of children by researchers has been considered. The first step for designing and executing an automated monitoring system on children's behavior in closed spaces is possible with recognize their activity by the sensors in the e...
متن کاملAutomated Activity Interventions to Assist with Activities of Daily Living
Over the last decade there has been a significant growth of research endeavors in the area of ambient intelligence or smart environments. An anticipated increase in the older adult population around the globe and an increase in health care expenditures as a result, has increased the demand of smart health assistance systems. Along with the classical problems of remote health monitoring and acti...
متن کاملData Mining Challenges in Automated Prompting Systems
With the rising cost of medical treatment and majority of the aging population preferring an independent lifestyle, the need for assistive technologies and smarted devices are increasing like never before. A prompting system is a technique that provides interventions to a smart home inhabitant in order to ensure successful completion of an activity. Machine learning techniques could be used to ...
متن کامل