TY - JOUR
T1 - From Blindness to Foraging to Sensing to Sociality
T2 - an Evolutionary Perspective on Cognitive Radio Networks
AU - Wisniewska, Anna
AU - Shattal, Mohammad Abu
AU - Khan, Bilal
AU - Al-Fuqaha, Ala
AU - Dombrowski, Kirk
N1 - Funding Information:
This project was supported by a grant from the National Science Foundation program for Enhancing Access to Radio Spectrum (#1443985), supported by the Directorates for Mathematical and Physical Sciences (MPS), Engineering (ENG), and Computer and Information Science and Engineering (CISE). The opinions, findings, and conclusions or recommendations expressed in this publication are those of the authors and do not necessarily reflect those of the National Science Foundation.
Publisher Copyright:
© 2017, Springer Science+Business Media, LLC.
PY - 2020/10/1
Y1 - 2020/10/1
N2 - Wireless communication is an increasingly important aspect of the digital ecosystem. The Internet of Things reached 4+ billion devices in 2014, and is expected to exceed 25 billion by 2020. In this paper, we formalize the notion of evolutionary pressures in Cognitive Radio (CR) societies, and show how it can be expected to drive the emergence of more advanced sensing capabilities, and correspondingly more sophisticated models of resource sharing. We put forth four evolutionary stages for CR societies, based on well-established biological analogs, and demonstrate that at each stage of CR evolution, a subpopulation that is able to engage more advanced sensing capabilities and co-use strategies is able to better extract greater utility from spectrum resources. In this manner, we see that each stage of CR evolution prepares the way for the next: the present societies of non-foragers facilitate the emergence of foragers; foragers give way to contention-sensing rational CR societies; these, in turn, will likely facilitate the emergence of sociality. We find this progression to depend crucially in population size, and to be robust to consideration of primary user activity. We use a sensitivity analysis to isolate salient factors most likely to accelerate or inhibit the anticipated natural evolutionary trajectory.
AB - Wireless communication is an increasingly important aspect of the digital ecosystem. The Internet of Things reached 4+ billion devices in 2014, and is expected to exceed 25 billion by 2020. In this paper, we formalize the notion of evolutionary pressures in Cognitive Radio (CR) societies, and show how it can be expected to drive the emergence of more advanced sensing capabilities, and correspondingly more sophisticated models of resource sharing. We put forth four evolutionary stages for CR societies, based on well-established biological analogs, and demonstrate that at each stage of CR evolution, a subpopulation that is able to engage more advanced sensing capabilities and co-use strategies is able to better extract greater utility from spectrum resources. In this manner, we see that each stage of CR evolution prepares the way for the next: the present societies of non-foragers facilitate the emergence of foragers; foragers give way to contention-sensing rational CR societies; these, in turn, will likely facilitate the emergence of sociality. We find this progression to depend crucially in population size, and to be robust to consideration of primary user activity. We use a sensitivity analysis to isolate salient factors most likely to accelerate or inhibit the anticipated natural evolutionary trajectory.
KW - Behavioral-ecological networks
KW - Cognitive radio networks
KW - Dynamic spectrum access
KW - Internet of things
KW - Self-coexsitence
UR - http://www.scopus.com/inward/record.url?scp=85032006510&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85032006510&partnerID=8YFLogxK
U2 - 10.1007/s11036-017-0950-6
DO - 10.1007/s11036-017-0950-6
M3 - Article
AN - SCOPUS:85032006510
SN - 1383-469X
VL - 25
SP - 1902
EP - 1914
JO - Mobile Networks and Applications
JF - Mobile Networks and Applications
IS - 5
ER -