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  <front>
    <journal-meta />
    <article-meta>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Victor Tsvetov</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Samara National Research University Samara</institution>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <fpage>234</fpage>
      <lpage>237</lpage>
      <abstract>
        <p>-The paper proposes an application of a quadrature amplitude modulation (QAM) scheme using orthogonal frequency division multiplexing (OFDM) transmission for data protection. Our approach bases on the symmetric encryption and uses a natural or induced noise in a wireless channel as a random part of a secret key. The main idea for this is the sensitivity of the signal decoding model to variations of measured values. This kind of protection does not require additional computational costs and does not affect the bit rate of the channel.</p>
      </abstract>
      <kwd-group>
        <kwd>QAM OFDM wireless channel</kwd>
        <kwd>physical layer security</kwd>
        <kwd>data protection</kwd>
        <kwd>Ill-conditioned problem</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Copyright © 2020 for this paper by its authors.</p>
      <p>Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0)


</p>
    </sec>
    <sec id="sec-2">
      <title>I. INTRODUCTION</title>
      <p>
        Contemporary wireless communications are vulnerable to
various attacks because of the open nature of radio
propagation [
        <xref ref-type="bibr" rid="ref1">1, 2</xref>
        ]. One of the main ones is an eavesdropping
the content of the transmission [3, 4]. And in consequence,
the conventional wireless security mechanisms are
cryptographic techniques [5, 6]. Currently, there are a lot of
various cryptographic methods to secure the wireless
transmissions [7]. Nevertheless, we are trying to design an
easy-to-use additional cryptographic tool in this paper. The
proposed tool operates at the physical (PHY) layer security
of wireless networks [
        <xref ref-type="bibr" rid="ref7 ref8">8-11</xref>
        ]. PHY layer is the bottom layer of
the network and deals with carrier frequency generation,
modulation, signal detection etc.
      </p>
      <p>
        Everyone knows how important it is to generate a truly
random encryption key [
        <xref ref-type="bibr" rid="ref10 ref11 ref9">12-14</xref>
        ]. At the same time, everyone
knows that natural noises in the wireless channel are random
and unpredictable. If we add noises to the encryption
protocol, we will improve communication security. To do
this, we are taking into account some mathematical features
of the digital channel formed using OFDM technology.
      </p>
      <p>
        OFDM is a promising technique for wideband digital
communication. The method it is based on is encoding
digital data on multiple carrier frequencies. The basic
principle of multicarrier transmission is to translate high rate
serial data stream into several slower parallel streams and
then modulate it on subcarriers. By reducing the symbol
transmission rate in the subcarrier the effect of the delay
spread of the multipath channel is also greatly reduced. In
addition to that, inter-symbol interference can be also
decreased [
        <xref ref-type="bibr" rid="ref12 ref13 ref14">15-17</xref>
        ].
      </p>
      <p>A simple and reliable scheme of modulating subcarriers
is provided by QAM. In this case, the amplitudes of two
waves of the same frequency, 90° out-of-phase with each
other are modulated to represent the multi-leveled digital
signal. The number of modulation levels depends on the
signal-to-noise ratio (SNR). In practice, it is chosen based on
worst-case forecast for each subcarrier.</p>
      <p>
        If we use QAM scheme to modulate subcarriers, the
modulation scheme is called QAM OFDM [
        <xref ref-type="bibr" rid="ref14 ref15">17, 18</xref>
        ].
 
= {{  |  = 〈 0,  1, … ,   −1〉} ⊂  ,
(1)
where z k  x k  I  y k
      </p>
      <p>,  x k , y k   q hm , I 2   1 ,  ℎ =
{(ℎ ∙  1, ℎ ∙  2)| 1,  2 ∈ 0, … ,2 ∙ 
− 1, 
∈  } and the Z T
symbol denotes the transpose operation on Z .</p>
      <p>Then, we
map the N-tuple Z N  Q mN
to the signal</p>
      <p>N 1 I 2 kt
s ( t )   z k  e T on the interval  0 , T  , where T is the
k  0
useful symbol duration. We send s ( t ) to the channel and we
need to extract Z N from s ( t ) in the receiver side.</p>
      <p>The values T, N, m determine the bit rate of the channel
2 N  lo g  m   1 </p>
      <p>T</p>
      <p>bps. We note that the subcarriers
as C B </p>
      <p>I 2 kt
e T</p>
      <p> L2  0 , T  are orthogonal to each other on the interval
 0 , T  . This property allows using the discrete Fourier
transform (DFT) to demodulate the signal on the receiver
N 1
side. Indeed, let us define the set  tn 
</p>
      <p>T
N</p>
      <p>
 n 
 n  0</p>
      <p>and the
 I 2 kn 
square matrix F N N   Nkn    e N  , where k , n  0 .. N  1 .</p>
      <p> 
If we denote S NT  s 0 , s1 , .., s N 1  s  t0  , s  t1  , .., s  t N 1 
and Z NT  z 0 , z1 , .., z N 1
then
F N N Z N  S N </p>
      <p>1
Z N </p>
      <p>F N*N S N </p>
      <p>N
  I 2 kn 
where F N*N   N nk    e N  is a Hermitian transpose of
 
F N N .</p>
      <p>It is easy to show that</p>
      <p>F M N Z N  S MM , Z N </p>
      <p>F N*M S MM 
1
M
where</p>
      <p> I 2 kn 
F M N   Mkn    e M  ,
 </p>
      <p>  I 2 kn 
F N*M   M nk    e M  ,
 
S MM T  s 0 , s1 , .., s M 1  s  t0  , s  t1  , .., s  t M 1  , t n 
 n ,
n  0 .. M  1 , k  0 .. N  1 , M  N .</p>
      <p>T
M</p>
      <p>Now we note that we actually send s ( t ) to the noisy
channel
and
we
need
to
extract   ∈  
from
s ( t )  s ( t )   ( t ) in the receiver side. We assume that
 ( t ) L2 0 ,T  
 T  2 ( t ) d t   .
0
Similar to the previous one, we can define the set</p>
      <p>N 1

 tn 
</p>
      <p>T
M</p>
      <p>Problems with a low condition numbers are called
wellconditioned, while problems with a high condition numbers
are called ill-conditioned. An ill-conditioned problem is one
where, for a small change in the RHS of an equation there is
a large change in the solution.</p>
      <p>It is easy to show that   F N N   1 . If we choose h (see
(1)) to correspond with SNR, we can use nearest neighbor
search (NNS) to define Z N from (5) as
Z N  aZr gNmQ mNin Z N  Z N N</p>
      <p>.</p>
      <p>C M 
bps.</p>
      <p>In the following sections, the QAM OFDM scheme in the
wireless noisy channel will be used to protect transmitted
data from unauthorized access.</p>
      <p>T M N </p>
      <p>Technically, we have constructed a new channel with the
useful symbol duration T M N and the bit rate
2 N  log  m   1 
2 M  log  m   1 </p>
      <p>2 N  log  m   1 
</p>
      <p>
T</p>
      <p>T
 C B
and try to find Z N by solution of the matrix equation
 F NMN Z N  S NM  </p>
      <p>This problem is complicated by the fact that, if  ∈  it
becomes ill-conditioned. Calculations have shown that the
condition number   F NMN  depends exponentially on M .
For example, if N  1 6 then   F NNN s   e 5.4s  7.8 , and if
N  3 2 then   F NNN s   e 11.1s 16.6 , were s  1 ..2  N . Because
of this, small values of  ( t ) L2 0 ,TM N    leads to large
differences between the solutions of (7) and (8), and so we
cannot use NNS to define Z N by Z N .
not orthogonal to each other on the interval  0 , T M N  , so the
QAM OFDM scheme becomes the QAM FDM scheme.
III. WELL-CONDITIONED PROBLEM FOR A QAM FDM SCHEME</p>
      <p>AND A SECRET KEY
bit
C M </p>
      <p>Let us set N  2  N 0 and M  2  N . Note that now the
rate of the QAM FDM channel is
2 N  log  m   1 </p>
      <p>4 N  log  m   1 
</p>
      <p> 2  C B bps.</p>
      <p>TMN T</p>
      <p>In this section we are going to reduce the ill-conditioned
problem (7), (8) with matrix F NMN to the well-conditioned one
in the subspace   0 ⊂   .</p>
      <p>First of all we define a submatrix F
of the matrix
1
N 0 N 0
F NMN , which is obtained by deleting all odd rows and all odd

columns. In this case F N 0 N 0   4 2Nk0 2 n     Nkn0    e N 0  ,
1</p>
      <p>M
where  S N 0 N 0</p>
      <p>M
  S N N</p>
      <p>.</p>
      <p>Z</p>
      <p>N0 0 , and
where
therefore, Z N , as Z
channel is equal to the bit rate of QAM OFDM channel, i.e.
C M0 
2 N 0  lo g  m   1 </p>
      <p>4 N 0  lo g  m   1 
</p>
      <p>
TM N</p>
      <p>T
which is obtained by deleting all odd rows and all even
,
where
because e
 F N20 N 0 
 1
0 be a unique solution of the matrix equation</p>
      <p>F</p>
      <p>N 0 N 0 Z N0 0  S
1</p>
      <p>N0 0 
therefore,</p>
      <p>Now
we
are
ready
to
define
Z</p>
      <p>N  Z</p>
      <p>N0  
0N  z 0 , 0 , z1 ,  1 , .., z N 0 1 ,  N 0 1
a</p>
      <p>combination
and rewrite (8)
in the form</p>
      <p>F NMN Z N   S NM  F NMN Z N0  F NMN  0N   S NM  S NM  
where  S NM   0M ,  1M , ..,  NM1 .</p>
      <p>And
at last
we
can
set
a
secret
key
Г

0 =
〉 ∈  
=  2 0 for the sender and
regularization.</p>
      <p>N0  z 0 , 0 , z1 , 0 , .., z N 0 1 , 0 .</p>
      <p>F NMN Z N0   S NM  S N0 
F NMN 0 Z N0 0   S NM  S N0 </p>
      <p>FKMN 0 Z N0 0   S KM  S K0 





</p>
      <p>This results can be generalized to the cases where
N  m  N
0 and M  m  N . If N
0  2
k then we can use
radix-2 fast Fourier transform (FFT) to demodulate the signal
on the receiver side.</p>
    </sec>
    <sec id="sec-3">
      <title>IV. CONCLUSION</title>
      <p>In this paper we have configured a QAM
OFDM
modulation scheme for data protection in wireless noisy
channel. Our approach is based on symmetric cryptography
and uses composite secret key. The regular part of the key is
used to modulate odd subcarriers. Natural or induced noise in
the wireless channel is used as a random part of the key. This
scheme is very sensitive to signal variations without knowing
the regular part of the secret key. We called this scheme
QAM FDM NSK.</p>
      <p>Note that after syncing the QAM FDM NSK session,
similar secret keys can be generated along with encoding and
decoding in the sender and receiver sides.</p>
      <p>The QAM FDM NSK scheme does not affect the bit rate
of the channel and does not require extra computations to
decode the transmitted data. It can be customized for using
radix-2 FFT algorithm in its calculations.</p>
      <p>
        Following by [
        <xref ref-type="bibr" rid="ref17">20</xref>
        ], we could adapt the QAM FDM NSK
scheme to discrete orthogonal transforms associated with
some recursive self-similar processes, regardless of the
transmission medium. For example, we could customize this
tool for visible light communications (VLC) [
        <xref ref-type="bibr" rid="ref18 ref19 ref20 ref21 ref22">21-25</xref>
        ] or
underwater wireless communications (UWC) [
        <xref ref-type="bibr" rid="ref23 ref24 ref25">26-28</xref>
        ].
pp. 1-10, 2009.
[2] H.K. Kalita and A. Kar, “Wireless sensor network security analysis,”
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      <p>International Journal of Next-Generation Networks (IJNGN), vol. 1,
[3] V. Aggarwal, L. Sankar, A. Calderbank and H. Poor, “Secrecy
capacity of a class of orthogonal relay eavesdropper channels,”
Information Theory and Applications Workshop, pp. 295-300, 2009.
[4] J. Vilela, J.B.M. Bloch and S. McLaughlin, “Wireless secrecy regions
with friendly jamming,” IEEE Transactions on Information Forensics
and Security, vol. 1.6, no. 2, pp. 256-266, 2011.</p>
    </sec>
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