Detection of Dangerous Magnetic Field Ranges from Tablets by Clustering Analysis
📝 Abstract
The paper considers the problem of the extremely low frequency magnetic field radiation generated by the tablet computers. Accordingly, the measurement of the magnetic field radiation from a set of tablets is carried out. Furthermore, the measurement results are analyzed and clustered according to the K-Medians algorithm to obtain different magnetic field ranges. The obtained cluster ranges are evaluated according to the reference level proposed by the TCO standard in order to define dangerous areas in the neighborhood of tablet, which are established during the typical work with tablet computers. Analysis shows that dangerous areas correspond to specific inner components of tablet, and gives suggestions to users for a safe usage of tablet and to companies producing tablet components for limiting the risk of magnetic field exposure.
💡 Analysis
The paper considers the problem of the extremely low frequency magnetic field radiation generated by the tablet computers. Accordingly, the measurement of the magnetic field radiation from a set of tablets is carried out. Furthermore, the measurement results are analyzed and clustered according to the K-Medians algorithm to obtain different magnetic field ranges. The obtained cluster ranges are evaluated according to the reference level proposed by the TCO standard in order to define dangerous areas in the neighborhood of tablet, which are established during the typical work with tablet computers. Analysis shows that dangerous areas correspond to specific inner components of tablet, and gives suggestions to users for a safe usage of tablet and to companies producing tablet components for limiting the risk of magnetic field exposure.
📄 Content
DETECTION OF DANGEROUS MAGNETIC FIELD RANGES FROM TABLETS BY CLUSTERING ANALYSIS
Darko Brodić
Alessia Amelio
Technical Faculty in Bor
DIMES
University of Belgrade, Serbia
University of Calabria, Italy
dbrodic@tfbor.bg.ac.rs
aamelio@dimes.unical.it
Abstract The paper considers the problem of the extremely low frequency magnetic field radiation generated by the tablet computers. Accordingly, the measurement of the magnetic field radiation from a set of tablets is carried out. Furthermore, the measurement results are analyzed and clustered according to the K-Medians algorithm to obtain different magnetic field ranges. The obtained cluster ranges are evaluated according to the reference level proposed by the TCO standard in order to define dangerous areas in the neighborhood of tablet, which are established during the typical work with tablet computers. Analysis shows that dangerous areas correspond to specific inner components of tablet, and gives suggestions to users for a safe usage of tablet and to companies producing tablet components for limiting the risk of magnetic field exposure.
Keywords: TCO standard, tablet, clustering, K-Medians, magnetic field, measurement.
INTRODUCTION
The humans are constantly exposed to
various kinds of magnetic field radiation.
Essentially, the source of the magnetic field
dictates the characteristics of the magnetic
field. The magnetic fields’ sources can be
natural or artificial. A natural sourced
magnetic field is created by the Earth. It has
constant amplitude and frequency. On the
contrary, the artificial magnetic field varies all
the time. Artificial magnetic field is a
consequence of technology development. In its
lower frequency part, it spreads over the
Extremely Low Frequency (ELF), i.e. between
30 and 300 Hz.
Tablet
is
a
highly
portable
mobile
computer. It includes a touchscreen, battery,
and motherboard with the included circuitry.
Also,
it
is
equipped
with
additional
components like: microphone, loudspeaker,
cameras, and a variety of sensors. Its screen is
at least 7” wide. If it has no keyboard supplied
with, then it is typically called booklet.
Otherwise, it is called convertible tablet. It
radiates a magnetic field like any other
computer.
Many standards have proposed to use
electronic devices in the safe way. One of the
most spread is the TCO standard. It prescribed
the measurement geometry and test procedure.
It proposed that the safe limit of the ELF
magnetic field radiation is bounded to 200 nT.
The measurement geometry includes the
measurement points at 0.30 m in front of and
around the tablet computer [1]. Many
researchers in their studies have pointed out
the dangers of the emitted magnetic field to the
human’s health [2], [3]. Accordingly, they
have proposed different safe limits of the ELF
magnetic field radiation as 0.2 µT [3], 0.4 µT
[2], and 1 µT [4]. In this paper, we use the
reference proposed by TCO standard equal to
0.2 µT above which there is a danger to the
human’s health.
We explore the elements of the ELF
magnetic field radiation initiated by tablet
devices. Although some researchers explored
the dangerous effect of laptop on human’s
health [5], [6], [7], to the best of our
knowledge, nobody has explored the problem
linked with the tablet computers yet. They
come into the focus because of their common
using characteristics:
(1) Wide-spreading,
(2) High portability, and
(3) Tendency to be used in close contact
with the users’ body.
Taking into account all aforementioned, the
researching in this direction is of great
importance to the human’s health preservation.
In this paper, we take into account 6
different tablets in order to measure their ELF
magnetic field radiation. Then, we cluster the
magnetic field measuring values by K-
Medians algorithm to designate magnetic field
ranges associated to the dangerous areas of the
tablet.
The paper is organized as follows. Section
2 explains the measurement procedure. Section
3 presents the result of the measurement and
clustering. Section 4 discusses the obtained
results. Section 5 draws conclusions.
MEASUREMENT PROCEDURE Magnetic field. The magnetic field is established around its emitter. If it is uniform [5], then it is calculated as:
B(r) = Bx·x + By·y + Bz·z, (1)
where x, y and z are the positional vectors, which are orthogonal to each other and Bx, By and Bz represent the magnitudes of the magnetic flux density in the direction of these vectors, respectively. The measuring devices measure the above scalar components of the magnetic flux density B. Hence, the root mean square (RMS) of the magnetic flux density B can be calculated as:
2 2 2 ( ) x y z B B B B
(2)
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