The Effect of Weather on User-Generated Big Geo Data in Mobile Phone Networks

نویسندگان

  • Carolina Arias Muñoz
  • Maria A. Brovelli
چکیده

User-generated data in mobile networks are normally used as proxies for human activity and mobility, and it can be used in an extensive variety of research problems including mobility, city planning, tourism, event detection, urban well-being and many others. In not so many studies, the relationship between environmental variables and mobile usage data has been explored. This work tests this possible relationship in the city of Milan, as one first approach towards a predictive model for weather conditions/environmental stress from mobile usage data. Used data corresponded to two months (November and December 2013) of Call Detail Records (CDRs) of sent and received SMS, incoming and outgoing calls, and internet traffic; as well as the precipitation data from the meteorological network. According to the KruskalWallis test results, we can conclude that for a confidence interval (95%) the null hypothesis of equality of medians can be rejected: there is a significant relationship between telecommunications data and precipitation intensity levels.

برای دانلود رایگان 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

Mobile Phones as Ubiquitous Social and Environmental Geo-Sensors

Mobile and sensor-rich devices such as today’s smartphones are increasingly leveraged as ubiquitous mobile sensors that are able to sense their immediate surroundings on site in high spatial and temporal detail. Using those devices, the activity or mobility behavior of mobile phone users is being “sensed” since they leave behind digital traces of their whereabouts when using the mobile network ...

متن کامل

Developing a Recommendation Framework for Tourist by Mining Geo-tag Photos (Case Study Tehran District 6)

With the increasing popularity of sharing media on social networks and facilitating access to location technologies, such as Global Positioning System (GPS), people are more interested to share their own photos and videos. The world wide web users are no longer the sole consumer but they are producers of information also, hence a wealth of information are available on web 2.0 applications. The ...

متن کامل

Crowdsourcing User-Generated Mobile Sensor Weather Data for Densifying Static Geosensor Networks

Static geosensor networks are comprised of stations with sensor devices providing data relevant for monitoring environmental phenomena in their geographic perimeter. Although early warning systems for disaster management rely on data retrieved from these networks, some limitations exist, largely in terms of insufficient coverage and low density. Crowdsourcing user-generated data is emerging as ...

متن کامل

Integrated Geo-Sensing: a Case Study on the Relationships between Weather Conditions and Mobile Phone Usage in Northern Italy

Meteorological phenomena, in particular rapid events with local dynamics such as the onset of heavy rainfall, may have several instantaneous impacts on human behaviour. These impacts include, for example, the utilization of private or public transportation or the scheduling of personal and business activities. Given the increasing accuracy of weather forecasting at any scale, understanding the ...

متن کامل

Ubiquitous Geo-Sensing for Context-Aware Analysis: Exploring Relationships between Environmental and Human Dynamics

Ubiquitous geo-sensing enables context-aware analyses of physical and social phenomena, i.e., analyzing one phenomenon in the context of another. Although such context-aware analysis can potentially enable a more holistic understanding of spatio-temporal processes, it is rarely documented in the scientific literature yet. In this paper we analyzed the collective human behavior in the context of...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017