Poster Abstract: Using Unlabeled Wi-Fi Scan Data to Discover Occupancy Patterns of Private Households

نویسندگان

  • Wilhelm Kleiminger
  • Christian Beckel
  • Anind Dey
  • Silvia Santini
چکیده

This paper introduces the homeset algorithm, a novel approach to estimate occupancy schedules of private households from sensor data. The algorithm relies on unlabeled Wi-Fi scans and anonymized GPS traces collected by the mobile phones of household occupants and is able to autonomously determine the reliability of the computed schedules. We validate our approach using a data set from the Nokia Lausanne Data Collection Campaign that contains mobile phone traces of 38 participants over more than a year.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

On-Demand, Deploy-Anywhere Wi-Fi Diagnostics

A Wi-Fi diagnostics system is demonstrated that uses both mobile and stationary monitors to collect and analyze lowlevel Wi-Fi performance characteristics, such as channel occupancy, collisions, hidden terminals, signal quality. Designed for rapid-response deployments in areas outside the administrative control of the user, the system is able to operate without network connectivity; optional ba...

متن کامل

An Indoor Positioning System Based on Wi-Fi for Energy Management in Smart Buildings

To offer indoor services to occupants in the context of smart buildings, it is necessary to consider information concerning to the identity and location of the occupants. This paper proposes an indoor positioning system (IPS) based on Wi-Fi fingerprint and K-nearest neighbors (KNN) method. The positioning of a mobile device (MD) using Wi-Fi technology involves online and offline phases. In this...

متن کامل

Wi-Fi (2.4 GHz) affects anti-oxidant capacity, DNA repair genes expression and apoptosis in pregnant mouse placenta

Objective(s): The placenta provides nutrients and oxygen to embryo and removes waste products from embryo’s blood. As far as we know, the effects of exposure to Wi-Fi (2.4 GHz) signals on placenta have not been evaluated. Hence, we examined the effect of prenatal exposure to Wi-Fi signals on anti-oxidant capacity, expressions of CDKNA1, and GADD45a as well as apoptosis...

متن کامل

Pnm-27: The Effect of Wi-Fi Waves on Adolescent Fertility

Background Due to the advancement of technology and communication, mobile and Wi-Fi have become as an integral part of human life, particularly young population. Thus, a review of EM wave’s effects on the reproductive health has become one of the critical matters of researches in medical field. The accession of using Wi-Fi around the world now has made it possible that about 450 million family ...

متن کامل

Synergic Effect of TC99-m Gamma Radiation and Non-ionizing Radiation of Wi-Fi on Count, Morphology and Motility of Sperms in Rats: An Experimental Study

Background: Given the effects of ionizing radiation on biological tissues and their irreversible tissue damage, this project aimed to determine the synergic effect of TC99-m gamma radiation and non-ionizing radiation of Wi-Fi on sperm characteristics in rats. Materials and Methods: Sixty adult male rats, weighing 250-200 g randomly divided into four groups (three experimental groups and one co...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013