التفاصيل البيبلوغرافية
| العنوان: |
Managing sensor data streams in a smart home application |
| المؤلفون: |
Jansson, Johan, Hakala, Ismo |
| بيانات النشر: |
Inderscience Publishers |
| سنة النشر: |
2020 |
| المجموعة: |
JYX - Jyväskylä University Digital Archive / Jyväskylän yliopiston julkaisuarkisto |
| مصطلحات موضوعية: |
activity recognition, healthcare, home care, PIR, passive infrared sensor, sensor data, sensor data management, sensor data processing, sensor data streams, smart home, WSN, wireless sensor network, älytekniikka, sensoriverkot, geroteknologia, kotihoito, älytalot, anturit |
| الوصف: |
A challenge in developing an ambient activity recognition system for use in elder care is finding a balance between the sophistication of the system and a cost structure that fits within the budgets of public and private sector healthcare organisations. Much activity recognition research in the context of elder care is based on dense networks of sensors and advanced methods, such as supervised machine learning algorithms. This paper presents the data processing aspects of an activity recognition system based on a simpler, knowledge-based unsupervised approach, designed for a sparse network of sensors. By structuring sensor data management as a streaming system, we provide a simple programming model for the application logic, which facilitates building a fault-tolerant system with the potential for distributed data management within the sensor network. The system, evaluated by a public sector healthcare organisation, constitutes an example of a system that is useful and has a sustainable cost structure. ; peerReviewed |
| نوع الوثيقة: |
article in journal/newspaper |
| وصف الملف: |
application/pdf; 247-258; fulltext |
| اللغة: |
English |
| تدمد: |
1748-1279 |
| Relation: |
International Journal of Sensor Networks; 32; CONVID_35315775 |
| الاتاحة: |
http://urn.fi/URN:NBN:fi:jyu-202005253442 |
| Rights: |
In Copyright ; © 2020 Inderscience Publishers ; openAccess ; http://rightsstatements.org/page/InC/1.0/?language=en |
| رقم الانضمام: |
edsbas.1223983A |
| قاعدة البيانات: |
BASE |