Spectrum inference in cognitive radio networks: Algorithms and applications
Spectrum inference, also known as spectrum prediction in the literature, is a promising
technique of inferring the occupied/free state of radio spectrum from already …
technique of inferring the occupied/free state of radio spectrum from already …
Spectrum occupancy measurements: A survey and use of interference maps
In order to provide meaningful data about spectrum use, occupancy measurements
describing the utilization rate of a specific frequency band should be conducted over a …
describing the utilization rate of a specific frequency band should be conducted over a …
A survey of measurement-based spectrum occupancy modeling for cognitive radios
Spectrum occupancy models are very useful in cognitive radio designs. They can be used to
increase spectrum sensing accuracy for more reliable operation, to remove spectrum …
increase spectrum sensing accuracy for more reliable operation, to remove spectrum …
Long-term spectral occupancy findings in Chicago
TM Taher, RB Bacchus, KJ Zdunek… - … on dynamic spectrum …, 2011 - ieeexplore.ieee.org
This paper summarizes some of the results of measurements and related analysis efforts at
the Illinois Institute of Technology (IIT) Spectrum Observatory in Chicago over the past three …
the Illinois Institute of Technology (IIT) Spectrum Observatory in Chicago over the past three …
Federated multi-agent deep reinforcement learning (fed-madrl) for dynamic spectrum access
Dynamic spectrum access (DSA) has been introduced as a promising technology that allows
a secondary system to access the licensed spectrum of the primary system to improve …
a secondary system to access the licensed spectrum of the primary system to improve …
On the measurement of duty cycle and channel occupancy rate
JJ Lehtomaki, R Vuohtoniemi… - IEEE Journal on …, 2013 - ieeexplore.ieee.org
Duty cycle (DC) and channel occupancy rate (COR) measurements are important to
characterize the availability of white space for cognitive radio systems (CRSs). The COR is …
characterize the availability of white space for cognitive radio systems (CRSs). The COR is …
Improved channel occupancy rate estimation
JJ Lehtomäki, M López-Benítez… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Channel occupancy rate (COR) is the fraction of the time that a channel is occupied, ie,
contains signal (s) in addition to noise. Estimation of COR is important, eg, in cognitive radio …
contains signal (s) in addition to noise. Estimation of COR is important, eg, in cognitive radio …
Global spectrum observatory network setup and initial findings
T Taher, R Attard, A Riaz, D Roberson… - … on Cognitive Radio …, 2014 - ieeexplore.ieee.org
This paper describes the current efforts underway to set up matched long-term continuously
running spectrum observatories in the US (in Chicago and Blacksburg) and in Turku …
running spectrum observatories in the US (in Chicago and Blacksburg) and in Turku …
Experimental results on the impact of memory in neural networks for spectrum prediction in land mobile radio bands
O Ozyegen, S Mohammadjafari… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Aim: We set out to investigate the benefit of the “memory” of long short term memory (LSTM)
networks in predicting spectrum occupancy in multiple time horizons in Land Mobile Radio …
networks in predicting spectrum occupancy in multiple time horizons in Land Mobile Radio …
Reliability‐based decision fusion scheme for cooperative spectrum sensing
L Khalid, A Anpalagan - IET Communications, 2014 - Wiley Online Library
In this study, the authors propose a reliability‐based cooperative decision fusion scheme
which considers the reliability of the secondary users (SUs') local decisions when making a …
which considers the reliability of the secondary users (SUs') local decisions when making a …