Ann. Telecommun. (2012) 67:171–180
DOI 10.1007/s12243-012-0292-0
Cross-layer sensors for green cognitive radio
Jacques Palicot
Received: 28 June 2011 / Accepted: 27 January 2012 / Published online: 13 March 2012
© Institut Télécom and Springer-Verlag 2012
Abstract Green cognitive radio is a cognitive radio
(CR) that is aware of sustainable development issues
and deals with an additional constraint as regards the
decision-making function of the cognitive cycle. In
this paper, it is explained how the sensors distributed
throughout the different layers of our CR model could
help on taking the best decision in order to best con-
tribute to sustainable development.
Keywords Green radio · Green communications ·
Cognitive · Software radio ·
Electromagnetic pollution · Consumption ·
Sustainable development
1 Introduction
Not so many years ago, sustainable development was
only the preoccupation of ecological groups. How-
ever, sustainable development has become an issue
and an aspiration of our civilization since the Resolu-
tion 42/187 of the United Nations General Assembly
in December 1987. The Brundtland Commission [1]
defined sustainable development as the development
that “meets the needs of the present without com-
promising the ability of future generations to meet
their own needs”. Then, several United Nations con-
ferences (from Rio de Janeiro-1992, to Durban-2011)
have confirmed this important issue. One of the most
obvious aspects of sustainable development is climate
change associated partly with CO
2
emission. The first
J. Palicot (B )
SUPELEC/IETR, 35576 Cesson-Sévigné, France
e-mail: jacques.palicot@supelec.fr
related paper, which described green radio as a way
of decreasing electromagnetic pollution (mainly from
the human exposure point of view) with credits to the
cognitive radio concept, has been presented several
years ago in a Union of Radio Science (URSI) general
assembly [2]. But, at that time, this type of preoccupa-
tion was not in the trend.
Currently, 3% of the worldwide energy is consumed
by the information and communication technology
(ICT) infrastructure which causes about 2% of the
worldwide CO
2
emissions (comparable to the world-
wide CO
2
emissions due to airplanes). These values of
carbon footprint are very impressive. They have been
confirmed by a lot of studies and reported in many
conferences and workshops such as the “Next Gener-
ation Wireless Green Networks Workshop”, held in
SUPELEC in November 2009 [3].
One should deal with twofold aims in order to at-
tempt solving these problems:
• decrease the ICT footprint itself and
• use ICT so as to decrease the “human being” activ-
ities’ footprint.
In this paper we deal with the first point from the
mobile networks point of view. As it is said in the
CFP of this Special Issue that “It is time to drastically
reduce the power consumption of mobile networks by
either decreasing the share of energy consumption of
the radio access networks locally or globally from an
end to end network perspective”, we strongly believe
and we explain in this paper that cognitive radio has
an important role to play in the green radio field. Since
CR performs a local adaptation of needs and resources,
it is used to decrease locally energy consumption. In
fact, whatever the equipment of the mobile network is,