SlideShare a Scribd company logo
1 of 6
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 944
SPECTRUM SENSING IN COGNITIVE RADIO
Vinod H. Patil 1 , Palash Doshi2, Sudarshan Dhomeja3, Sonali Thakur4
Dept. of Electronics and Telecommunication, Bharati Vidyapeeth Deemed University College of Engineering, Pune
--------------------------------------------------------***-------------------------------------------------------
Abstract - Cognitive radio is the “intelligent radio” that provides increased bandwidth to mobile users by using dynamic
spectrum access technique without compromising the licensed band allotted to every organization. It is software defined
radio. Cognitive radio faces many challenges because of fluctuating nature of available spectrum as well as distinct Quality of
Service required by different applications. Cognitive radio helps to identify the spectrum which is unused. The idea behind this
article is to develop an understanding and discuss about the idea of Cognitive Radio.[1] Various spectrum sensing techniques
are discussed in this paper.
1. INTRODUCTION
Keeping the need of consumers in mind and reduction in data cost, increasing the efficiency and interest in wireless
communication system, the demand of cognitive radio has increased drastically. Every operator is provided with a distinct
licensed band within which they operate in a certain band of frequency. However, many spectrum bands have already been
assigned to many operators, so it becomes a bit difficult to identify the vacant band or even switch the already existing one.
Cognitive radio solves the problem of congestion which arises due to over usage of spectrum and provides higher data rate
transmission and reception.[2] There are number of ways in which available spectrum band can be exploited.
Analog TV Digital TV Wireless
mics
Sensitivity -94dBm -116dBm -107dBm
SNR 1Db -21dB -12dB
Table 1. Receiver’s sensitivity Requirement
Cognitive radio focuses on its ability to measure and sense the physical attributes of radio channel characteristics. This
characteristics comprises of available n/w, nodes, policies, and various restrictions during operation. There are basically two
types of users that exist in a cognitive network –
1. Primary users
2. Secondary users
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 945
Figure 1. Interference range of a cognitive radio.
Primary users are the ones those who have higher priority or legal rights in the utilization of desired part of frequency band in
spectrum. While, secondary users are those who have low priority. These secondary users penetrate and change the spectrum
bands without interfering the primary users [3].
There may be some unfavourable effects on primary users caused by secondary user’s interference. Also time, space and
white spaces must be properly identified. Secondary user is given information of all the usage. It is done by uploading all the
information on the main centralized database or transmitting this information on the regional beacons.
2. Methods of Spectrum Sensing
Primary signal can be detected by energy detection method. The energy that is received in primary bands can be analyzed by
energy detection technique [4]. The white spaces are also declared if the analyzed energy is less then the threshold energy.
There is another technique for spectrum sensing, matched filter method. The matched filter method is comparatively faster
than energy detection technique in term of sensing signals. But the drawback of energy detection method is that it is not
possible to detect different types of received energy sources i.e. primary signals and noise.
When in practical use, different sensing techniques are combined for different situations. For example energy detection
technique may be used for scanning a signal, even though its quite rough but to discover the white spaces in the band, other
accurate feature detection techniques are used. To increase the efficiency of spectrum sensing, the gain of signal processing
must be increased.
3. Sensitivity of detected signal
Cognitive radio network may undergo interference, which harm the network if it causes SIR (Signal-to-interference ratio) at
receiver of primary system[5].
Characteristics of signals i.e. waveform of a signal, continous interference etc. may tamper with transmitted signal’s
waveform in some licensed bands.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 946
4. Corporative spectrum sensing
When a network of cognitive radio share the information of sensing they gain, this term is coined as corporative sensing of
spectrum. Due to various problems such as fading of signal, shadowing of signal, noise uncertainty, corporation of spectrum
sensing was brought in light.
Problems such as mis-detection, false alarm consideration are decreased because of corporative spectrum sensing.
Nevertheless corporative spectrum sensing cure many problems of hidden primary user and also minimizes the sensing
time[6].
Corporative sensing face various challenges which comprises of developing efficient information sharing algorithm and
also complexity is increased.
5. CHALLENGES
For sensing of spectrum in cognitive radio various challenges are associated that effect the working and functioning of
cognitive radio. Some of those challenges are given below along with the measures taken to overcome them.
5.1 USE OF HARWARE
Cognitive radio designed will be efficient and feasible if it is able to analyze and detect signals for a larger band and thus this
requires various extra components such as antennas as well as power amplifier etc.
5.2 UNDETECTED PRIMARY SYSTEM PROBLEM
When primary user is being scanned, various problems like multiple fading and overshadowing might be included. Unwanted
interference is caused by primary system to cognitive radio which is due to different location of devices. This problem can be
solved by corporate spectrum sensing method.
5.3 SENSING OF FREQUENCY
In cognitive radio, when a secondary user is operating on a particular band, the primary user has the authenticity to claim
their frequency band anytime. Thus, secondary user have to vacate that band of frequency they are operating in. So proper
parameters must be selected and determined during execution of cognitive radio.
5.4 SECURITY
In cognitive radio, various fraud users can alter the air interface or even mimic primary user. This fraudulent may harm the
spectrum sensing which is performed by primary licensed users. Thus to overcome this, primary users are provided with a
cipherd value or signature during transmission which is generated using a private key.
5.5 RELIABILITY
The data is transmitted to centralized command station continuously and with consistency, so the data transmitted must be
reliable and also command center must be equally reliable.
5.6 SCALABILITY
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 947
When transmitting data at the centralized station, large number of parameters should be supported keeping in consideration
that it does not hamper with the performance of system. Parameters such as nodes, traffic load etc. should be checked. Storage
problem and limited processing of radio devices are also of great concern.
5.7 SIMULATION AND RESULT
For sensing of spectrum, an algorithm is created on LabView software which will give us the visual, graphical representation of
the spectrum that is being sensed and also the noise present in that particular band of frequency. Hardware to be used is
Universal Software Radio Peripheral (USRP). The device used for simulating the result is USRP-2901, which is a tunable RF
transreceiver. It is full duplex which provides bus-powered connectivity with USB 3.0 or USB 2.0. Other specification of USRP-
2901 are that it is used for white space, to broadcast FM, sensor networks or GPS
Figure 1. Block diagram for transmitting signal using LabView Software.
Figure 2. Graphical representation of transmitted signal.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 948
Figure 1 shows the block diagram for transmitting the signal on USRP-2901 using LabView software for its sensing. The signal
is transmitted at 91MHz of frequency with a gain of 10. The transmitted signal is to be sensed at the receiving end of USRP. Out
of two antennas on USRP, the active antenna is set to TX1 for transmitting the signal.
Figure 2 shows the graphical representation of the signal that is being transmitted. It also contains noise in it. The device name
is NI2901 which is the USRP that is being used for transmission through transmitting antenna.
Figure 3. Block diagram for sensing the transmitted signal.
Figure 4. Graphical representation of sensed signal
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 949
Figure 3 represents the block diagram designed in LabView software for sensing of signal. The signal that is transmitted by the
transmitter in figure 2, will be sensed here.
Figure 4 shows the graphical representation of the transmitted signal that is sensed. For instance, the signal was sent at the
frequency of 91MHz from the transmitter, the same signal is sensed or detected in the figure 4. At a frequency of 91MHz, a
peak occurs, which is the sensed signal as desired. This may contain some noise, which can be removed by the use of various
filters.
6. CONCLUSION
In today’s era of increasing wireless communication techniques, there is a great demand for radio spectrum. As the demand is
increasing there is shortage of available licensed spectrum, thus congestion. So to overcome this problem Cognitive Radio is
used. It is the intelligent radio, that uses the empty, available spectrum, thus creating a dynamic spectrum for all the users,
without interfering with the licensed users or primary users. The spectrum sensing, senses the under utilized or vacant
spectrum available and helps to ease the data transfer rate, maintaining the QoS i.e. Quality of Service. In this paper spectrum
sensing concepts are seen, various sensing techniques and challenges were discussed.
REFERENCES
[1] Amir Gasemi, ”Spectrum sensing in cognitive radio: Requirement, Challenges and design trade-offs” in Communication
Research Centre Canada and University of Toronto, April 2008.
[2] Yinxu Wang and Barnard Widrew, ”Cognitive Dynamic Systems” in Canadian Engineering education, 2012.
[3] Tevfk Yicek and Hoseyin Arsln, “Spectrum Sensing Algorithm” from IEEE communications survey, 2009.
[4] Simon Hykin, Life Fellow, IEEE, “Brain Empowered Wireless Communication”, in Mat YU seminar, March 2012.
[5] Stiphen Shelhamer, “Spectrum sensing in IEEE 802.22”, Morhouse Drive, 2009.
[6] Simon Hykin, “Cognitive Radio: Research Challenges”, Mac Master University, Canada.

More Related Content

What's hot

A novel fast time jamming analysis transmission selection technique for radar...
A novel fast time jamming analysis transmission selection technique for radar...A novel fast time jamming analysis transmission selection technique for radar...
A novel fast time jamming analysis transmission selection technique for radar...IJECEIAES
 
Channel Management in IEEE 802.22 WRAN Systems
Channel Management in IEEE 802.22 WRAN SystemsChannel Management in IEEE 802.22 WRAN Systems
Channel Management in IEEE 802.22 WRAN Systemspraseetha_kr
 
Introduction to beamforming antennas
Introduction to beamforming antennasIntroduction to beamforming antennas
Introduction to beamforming antennasJOSE T Y
 
IRJET - Range Enhancement of IoT Devices using LoRa
IRJET - Range Enhancement of IoT Devices using LoRaIRJET - Range Enhancement of IoT Devices using LoRa
IRJET - Range Enhancement of IoT Devices using LoRaIRJET Journal
 
Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Jeffrey Funk
 
IEEE 802.22 WRAN Standard
IEEE 802.22 WRAN StandardIEEE 802.22 WRAN Standard
IEEE 802.22 WRAN Standardsonix022
 
Security threats in cognitive radio
Security threats in cognitive radioSecurity threats in cognitive radio
Security threats in cognitive radioNavya Shree
 
RF Training Fundamentals
RF Training FundamentalsRF Training Fundamentals
RF Training FundamentalsEtta2020
 
Dyspan Sdr Cr Tutorial 10 25 Rev02
Dyspan Sdr Cr Tutorial 10 25 Rev02Dyspan Sdr Cr Tutorial 10 25 Rev02
Dyspan Sdr Cr Tutorial 10 25 Rev02melvincabatuan
 
FCC CE IC regulatory testing of IOT products
FCC  CE IC regulatory testing of IOT productsFCC  CE IC regulatory testing of IOT products
FCC CE IC regulatory testing of IOT productsJOSE T Y
 
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT Onyebuchi nosiri
 
Reconfigurable Filtennas and MIMO in Cognitive Radio Applications
Reconfigurable Filtennas and MIMO in Cognitive Radio ApplicationsReconfigurable Filtennas and MIMO in Cognitive Radio Applications
Reconfigurable Filtennas and MIMO in Cognitive Radio ApplicationsShreedhar subhas Doddannavar
 
Rf Planning And Optimization
Rf Planning And OptimizationRf Planning And Optimization
Rf Planning And OptimizationUmmaarraa Raa
 

What's hot (18)

Cognitiveradio
CognitiveradioCognitiveradio
Cognitiveradio
 
A novel fast time jamming analysis transmission selection technique for radar...
A novel fast time jamming analysis transmission selection technique for radar...A novel fast time jamming analysis transmission selection technique for radar...
A novel fast time jamming analysis transmission selection technique for radar...
 
Channel Management in IEEE 802.22 WRAN Systems
Channel Management in IEEE 802.22 WRAN SystemsChannel Management in IEEE 802.22 WRAN Systems
Channel Management in IEEE 802.22 WRAN Systems
 
Introduction to beamforming antennas
Introduction to beamforming antennasIntroduction to beamforming antennas
Introduction to beamforming antennas
 
IRJET - Range Enhancement of IoT Devices using LoRa
IRJET - Range Enhancement of IoT Devices using LoRaIRJET - Range Enhancement of IoT Devices using LoRa
IRJET - Range Enhancement of IoT Devices using LoRa
 
I04655458
I04655458I04655458
I04655458
 
Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible?
 
Cognitive radio
Cognitive radioCognitive radio
Cognitive radio
 
IEEE 802.22 WRAN Standard
IEEE 802.22 WRAN StandardIEEE 802.22 WRAN Standard
IEEE 802.22 WRAN Standard
 
Security threats in cognitive radio
Security threats in cognitive radioSecurity threats in cognitive radio
Security threats in cognitive radio
 
RF Training Fundamentals
RF Training FundamentalsRF Training Fundamentals
RF Training Fundamentals
 
Dyspan Sdr Cr Tutorial 10 25 Rev02
Dyspan Sdr Cr Tutorial 10 25 Rev02Dyspan Sdr Cr Tutorial 10 25 Rev02
Dyspan Sdr Cr Tutorial 10 25 Rev02
 
CR (1)
CR (1)CR (1)
CR (1)
 
FCC CE IC regulatory testing of IOT products
FCC  CE IC regulatory testing of IOT productsFCC  CE IC regulatory testing of IOT products
FCC CE IC regulatory testing of IOT products
 
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT
Efficient Sideband Noise Cancellation for Co-located Networks Using ANCT
 
LTE Advance Pro
LTE Advance ProLTE Advance Pro
LTE Advance Pro
 
Reconfigurable Filtennas and MIMO in Cognitive Radio Applications
Reconfigurable Filtennas and MIMO in Cognitive Radio ApplicationsReconfigurable Filtennas and MIMO in Cognitive Radio Applications
Reconfigurable Filtennas and MIMO in Cognitive Radio Applications
 
Rf Planning And Optimization
Rf Planning And OptimizationRf Planning And Optimization
Rf Planning And Optimization
 

Similar to Spectrum Sensing in Cognitive Radio

IRJET- Research on Dynamic Spectrum Allocation
IRJET- Research on Dynamic Spectrum AllocationIRJET- Research on Dynamic Spectrum Allocation
IRJET- Research on Dynamic Spectrum AllocationIRJET Journal
 
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...IRJET Journal
 
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...IRJET Journal
 
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...IRJET Journal
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Onyebuchi nosiri
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Onyebuchi nosiri
 
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...IRJET Journal
 
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIO
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIOMETHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIO
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIOIRJET Journal
 
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...IRJET Journal
 
Signal Classification and Identification for Cognitive Radio
Signal Classification and Identification for Cognitive RadioSignal Classification and Identification for Cognitive Radio
Signal Classification and Identification for Cognitive RadioIRJET Journal
 
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewMethods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewIRJET Journal
 
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...IRJET Journal
 
A Survey on Ultrasound Beamforming Strategies
A Survey on Ultrasound Beamforming StrategiesA Survey on Ultrasound Beamforming Strategies
A Survey on Ultrasound Beamforming StrategiesIRJET Journal
 
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET Journal
 
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET Journal
 
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound Waves
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound WavesIRJET- Data Transmission for Proximity Devices using Ultrasonic Sound Waves
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound WavesIRJET Journal
 
Performance Evolution of LTE Cellular Technology
Performance Evolution of LTE Cellular TechnologyPerformance Evolution of LTE Cellular Technology
Performance Evolution of LTE Cellular TechnologyIRJET Journal
 
IRJET- Design and Analysis of Passive Multi-Static Radar System
IRJET-  	  Design and Analysis of Passive Multi-Static Radar SystemIRJET-  	  Design and Analysis of Passive Multi-Static Radar System
IRJET- Design and Analysis of Passive Multi-Static Radar SystemIRJET Journal
 

Similar to Spectrum Sensing in Cognitive Radio (20)

IRJET- Research on Dynamic Spectrum Allocation
IRJET- Research on Dynamic Spectrum AllocationIRJET- Research on Dynamic Spectrum Allocation
IRJET- Research on Dynamic Spectrum Allocation
 
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...
IRJET- MIMO-Energy Efficient and Spectrum Analysis using Congnitive Radio Tec...
 
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...
IRJET- Simulating Spectrum Sensing in Cognitive Radio Network using Cyclostat...
 
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...
IRJET- Performance Comparison of Cognitive Radio Network by Spectrum Sensing ...
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
 
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...
IRJET- Achieving Cognitive Radio for Improved Spectrum Utilization: An Implem...
 
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIO
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIOMETHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIO
METHODS FOR DETECTING ENERGY AND SIGNALS IN COGNITIVE RADIO
 
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...
A survey of Adaptive Beamforming Strategy in Smart Antenna for Mobile Communi...
 
Signal Classification and Identification for Cognitive Radio
Signal Classification and Identification for Cognitive RadioSignal Classification and Identification for Cognitive Radio
Signal Classification and Identification for Cognitive Radio
 
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewMethods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
 
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...
IRJET- Coverage Hole Avoidance using Fault Node Recovery in Mobile Sensor Net...
 
A Survey on Ultrasound Beamforming Strategies
A Survey on Ultrasound Beamforming StrategiesA Survey on Ultrasound Beamforming Strategies
A Survey on Ultrasound Beamforming Strategies
 
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
 
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
 
Remote Monitoring 2020 Vison
Remote Monitoring 2020 VisonRemote Monitoring 2020 Vison
Remote Monitoring 2020 Vison
 
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound Waves
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound WavesIRJET- Data Transmission for Proximity Devices using Ultrasonic Sound Waves
IRJET- Data Transmission for Proximity Devices using Ultrasonic Sound Waves
 
energy_detection
energy_detectionenergy_detection
energy_detection
 
Performance Evolution of LTE Cellular Technology
Performance Evolution of LTE Cellular TechnologyPerformance Evolution of LTE Cellular Technology
Performance Evolution of LTE Cellular Technology
 
IRJET- Design and Analysis of Passive Multi-Static Radar System
IRJET-  	  Design and Analysis of Passive Multi-Static Radar SystemIRJET-  	  Design and Analysis of Passive Multi-Static Radar System
IRJET- Design and Analysis of Passive Multi-Static Radar System
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGSIVASHANKAR N
 

Recently uploaded (20)

Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
 

Spectrum Sensing in Cognitive Radio

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 944 SPECTRUM SENSING IN COGNITIVE RADIO Vinod H. Patil 1 , Palash Doshi2, Sudarshan Dhomeja3, Sonali Thakur4 Dept. of Electronics and Telecommunication, Bharati Vidyapeeth Deemed University College of Engineering, Pune --------------------------------------------------------***------------------------------------------------------- Abstract - Cognitive radio is the “intelligent radio” that provides increased bandwidth to mobile users by using dynamic spectrum access technique without compromising the licensed band allotted to every organization. It is software defined radio. Cognitive radio faces many challenges because of fluctuating nature of available spectrum as well as distinct Quality of Service required by different applications. Cognitive radio helps to identify the spectrum which is unused. The idea behind this article is to develop an understanding and discuss about the idea of Cognitive Radio.[1] Various spectrum sensing techniques are discussed in this paper. 1. INTRODUCTION Keeping the need of consumers in mind and reduction in data cost, increasing the efficiency and interest in wireless communication system, the demand of cognitive radio has increased drastically. Every operator is provided with a distinct licensed band within which they operate in a certain band of frequency. However, many spectrum bands have already been assigned to many operators, so it becomes a bit difficult to identify the vacant band or even switch the already existing one. Cognitive radio solves the problem of congestion which arises due to over usage of spectrum and provides higher data rate transmission and reception.[2] There are number of ways in which available spectrum band can be exploited. Analog TV Digital TV Wireless mics Sensitivity -94dBm -116dBm -107dBm SNR 1Db -21dB -12dB Table 1. Receiver’s sensitivity Requirement Cognitive radio focuses on its ability to measure and sense the physical attributes of radio channel characteristics. This characteristics comprises of available n/w, nodes, policies, and various restrictions during operation. There are basically two types of users that exist in a cognitive network – 1. Primary users 2. Secondary users
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 945 Figure 1. Interference range of a cognitive radio. Primary users are the ones those who have higher priority or legal rights in the utilization of desired part of frequency band in spectrum. While, secondary users are those who have low priority. These secondary users penetrate and change the spectrum bands without interfering the primary users [3]. There may be some unfavourable effects on primary users caused by secondary user’s interference. Also time, space and white spaces must be properly identified. Secondary user is given information of all the usage. It is done by uploading all the information on the main centralized database or transmitting this information on the regional beacons. 2. Methods of Spectrum Sensing Primary signal can be detected by energy detection method. The energy that is received in primary bands can be analyzed by energy detection technique [4]. The white spaces are also declared if the analyzed energy is less then the threshold energy. There is another technique for spectrum sensing, matched filter method. The matched filter method is comparatively faster than energy detection technique in term of sensing signals. But the drawback of energy detection method is that it is not possible to detect different types of received energy sources i.e. primary signals and noise. When in practical use, different sensing techniques are combined for different situations. For example energy detection technique may be used for scanning a signal, even though its quite rough but to discover the white spaces in the band, other accurate feature detection techniques are used. To increase the efficiency of spectrum sensing, the gain of signal processing must be increased. 3. Sensitivity of detected signal Cognitive radio network may undergo interference, which harm the network if it causes SIR (Signal-to-interference ratio) at receiver of primary system[5]. Characteristics of signals i.e. waveform of a signal, continous interference etc. may tamper with transmitted signal’s waveform in some licensed bands.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 946 4. Corporative spectrum sensing When a network of cognitive radio share the information of sensing they gain, this term is coined as corporative sensing of spectrum. Due to various problems such as fading of signal, shadowing of signal, noise uncertainty, corporation of spectrum sensing was brought in light. Problems such as mis-detection, false alarm consideration are decreased because of corporative spectrum sensing. Nevertheless corporative spectrum sensing cure many problems of hidden primary user and also minimizes the sensing time[6]. Corporative sensing face various challenges which comprises of developing efficient information sharing algorithm and also complexity is increased. 5. CHALLENGES For sensing of spectrum in cognitive radio various challenges are associated that effect the working and functioning of cognitive radio. Some of those challenges are given below along with the measures taken to overcome them. 5.1 USE OF HARWARE Cognitive radio designed will be efficient and feasible if it is able to analyze and detect signals for a larger band and thus this requires various extra components such as antennas as well as power amplifier etc. 5.2 UNDETECTED PRIMARY SYSTEM PROBLEM When primary user is being scanned, various problems like multiple fading and overshadowing might be included. Unwanted interference is caused by primary system to cognitive radio which is due to different location of devices. This problem can be solved by corporate spectrum sensing method. 5.3 SENSING OF FREQUENCY In cognitive radio, when a secondary user is operating on a particular band, the primary user has the authenticity to claim their frequency band anytime. Thus, secondary user have to vacate that band of frequency they are operating in. So proper parameters must be selected and determined during execution of cognitive radio. 5.4 SECURITY In cognitive radio, various fraud users can alter the air interface or even mimic primary user. This fraudulent may harm the spectrum sensing which is performed by primary licensed users. Thus to overcome this, primary users are provided with a cipherd value or signature during transmission which is generated using a private key. 5.5 RELIABILITY The data is transmitted to centralized command station continuously and with consistency, so the data transmitted must be reliable and also command center must be equally reliable. 5.6 SCALABILITY
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 947 When transmitting data at the centralized station, large number of parameters should be supported keeping in consideration that it does not hamper with the performance of system. Parameters such as nodes, traffic load etc. should be checked. Storage problem and limited processing of radio devices are also of great concern. 5.7 SIMULATION AND RESULT For sensing of spectrum, an algorithm is created on LabView software which will give us the visual, graphical representation of the spectrum that is being sensed and also the noise present in that particular band of frequency. Hardware to be used is Universal Software Radio Peripheral (USRP). The device used for simulating the result is USRP-2901, which is a tunable RF transreceiver. It is full duplex which provides bus-powered connectivity with USB 3.0 or USB 2.0. Other specification of USRP- 2901 are that it is used for white space, to broadcast FM, sensor networks or GPS Figure 1. Block diagram for transmitting signal using LabView Software. Figure 2. Graphical representation of transmitted signal.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 948 Figure 1 shows the block diagram for transmitting the signal on USRP-2901 using LabView software for its sensing. The signal is transmitted at 91MHz of frequency with a gain of 10. The transmitted signal is to be sensed at the receiving end of USRP. Out of two antennas on USRP, the active antenna is set to TX1 for transmitting the signal. Figure 2 shows the graphical representation of the signal that is being transmitted. It also contains noise in it. The device name is NI2901 which is the USRP that is being used for transmission through transmitting antenna. Figure 3. Block diagram for sensing the transmitted signal. Figure 4. Graphical representation of sensed signal
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 949 Figure 3 represents the block diagram designed in LabView software for sensing of signal. The signal that is transmitted by the transmitter in figure 2, will be sensed here. Figure 4 shows the graphical representation of the transmitted signal that is sensed. For instance, the signal was sent at the frequency of 91MHz from the transmitter, the same signal is sensed or detected in the figure 4. At a frequency of 91MHz, a peak occurs, which is the sensed signal as desired. This may contain some noise, which can be removed by the use of various filters. 6. CONCLUSION In today’s era of increasing wireless communication techniques, there is a great demand for radio spectrum. As the demand is increasing there is shortage of available licensed spectrum, thus congestion. So to overcome this problem Cognitive Radio is used. It is the intelligent radio, that uses the empty, available spectrum, thus creating a dynamic spectrum for all the users, without interfering with the licensed users or primary users. The spectrum sensing, senses the under utilized or vacant spectrum available and helps to ease the data transfer rate, maintaining the QoS i.e. Quality of Service. In this paper spectrum sensing concepts are seen, various sensing techniques and challenges were discussed. REFERENCES [1] Amir Gasemi, ”Spectrum sensing in cognitive radio: Requirement, Challenges and design trade-offs” in Communication Research Centre Canada and University of Toronto, April 2008. [2] Yinxu Wang and Barnard Widrew, ”Cognitive Dynamic Systems” in Canadian Engineering education, 2012. [3] Tevfk Yicek and Hoseyin Arsln, “Spectrum Sensing Algorithm” from IEEE communications survey, 2009. [4] Simon Hykin, Life Fellow, IEEE, “Brain Empowered Wireless Communication”, in Mat YU seminar, March 2012. [5] Stiphen Shelhamer, “Spectrum sensing in IEEE 802.22”, Morhouse Drive, 2009. [6] Simon Hykin, “Cognitive Radio: Research Challenges”, Mac Master University, Canada.