Affirmed Crowd Sensor Selection based Cooperative Spectrum Sensing D Raghunatha Rao, T Jayachandra Prasad, M N Giri Prasad International Journal on Recent and Innovation Trends in Computing and Communication, 2022 The Cooperative Spectrum sensing model is gaining importance among the cognitive radio network sharing groups. While the crowd-sensing model (technically the cooperative spectrum sensing) model has positive developments, one of the critical challenges plaguing the model is the false or manipulated crowd sensor data, which results in implications for the secondary user’s network. Considering the efficacy of the spectrum sensing by crowd-sensing model, it is vital to address the issues of falsifications and manipulations, by focusing on the conditions of more accurate determination models. Concerning this, a method of avoiding falsified crowd sensors from the process of crowd sensors centric cooperative spectrum sensing has portrayed in this article. The proposal is a protocol that selects affirmed crowd sensor under diversified factors of the decision credibility about spectrum availability. An experimental study is a simulation approach that evincing the competency of the proposal compared to the other contemporary models available in recent literature.
Deep Learning based Cooperative Spectrum Sensing with Crowd Sensors using Data Cleansing Algorithm D Raghunatha Rao, T Jayachandra Prasad, M N Giri Prasad International Conference on Edge Computing and Applications Icecaa 2022 Proceedings, 2022 Cooperative sensing is a solution to augment the performance of detection, in which Secondary Users (SU) cooperate with each other for sensing the spectrum to discover the spectrum availability. Spectrum sensing is one of the effective components of Cognitive Radio Networks (CRN). Spectrum sensing allows a CR, which contains information about its spectrum availability as well as the environment. In this paper, the spectrum availability sensing is carried out using the Deep Residual Network test statistic refining scheme (DRN test statistic refining scheme) in which the DRN contains several layers, such as convolutional layer(cony), pooling (pool), activation function, batch normalization, residual blocks and linear classifier. Here, the linear classifier provides the sensing output by considering the fused data and sensing data matrix as an input. In order to improve spectrum availability sensing, data cleansing algorithm along with data fusion have been implemented. In addition, all the sensing processes are carried out in Cooperative Spectrum sensing (CSS) with Crowd sensors. Moreover, the experimental result demonstrates that the devised DRN test statistic refining scheme attained the better detection probability of 0.9578 for the matrix size of 10 X 5 using Rician channel.
Evolving Predictive Models for Customer Churn in Telecommunications KKGTK M. Shahimoon, H. Rasheed, D. R. Rao, K. R. Krishnaiah 2025 2nd International Conference on New Frontiers in Communication … , 2025 2025 Citations: 1
CAViaR Archery Optimization Algorithm based Cooperative Spectrum Sensing in Cognitive Radio Network DR Rao, KES Desikan, J Krishnaiah 2024 International Conference on Advancement in Renewable Energy and … , 2024 2024
Cooperative Spectrum Sensing in Cognitive Radio Network Using Adaptive Walruses Optimization Algorithm DR Rao, TJ Prasad, D Satyanarayana, SB Gaddale, K Raghavendra, ... International Conference on Computing Science, Communication and Security … , 2024 2024
Gannet optimization algorithm enabled framework for spectrum sensing in OFDM based CR network TJPMNGP D. Raghunatha Rao WIRELESS NETWORKS , 2023 2023 Citations: 7
THE DESIGN OF INTELLIGENCE LOGISTICS SYSTEM BASED ON INTERNET OF THINGS MDR Rao Industrial Engineering Journal 52 (4), 2211-2217 , 2023 2023
Deep Learning based Cooperative Spectrum Sensing with Crowd Sensors using Data Cleansing Algorithm MNG D RAGHUNATHARAO,T JAYACHANDRA PRASAD 2022 International Conference on Edge Computing and Applications (ICECAA … , 2022 2022 Citations: 6
Affirmed Crowd Sensor Selection based Cooperative Spectrum Sensing MNGP D Raghunatha Rao, T Jayachandra Prasad IJRITCC 10 (10), 65-77 , 2022 2022
Adaptive rider grey wolf optimization enabled pilot-design for channel estimation in cognitive radio D Raghunatharao, TJ Prasad, MNG Prasad International Conference on Computing Science, Communication and Security … , 2022 2022 Citations: 2
Coordinating a Traffic Preemption System on an Crisis Vehicle and Airport Runway System DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 12 (3), 127-132 , 2021 2021
Optimal Pilot-Based Channel Estimation in Cognitive Radio DR RAO Wireless Personal Communications 114 (4), 2801-2819 , 2020 2020 Citations: 14
DESIGN OF AREA EFFICIENT CARRY PROPAGATE ADDER USING QUANTUM-DOT CELLULAR AUTOMATA (QCA) DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (9), 224-228 , 2019 2019
DESIGN AND ANALYSIS OF MAJORITY LOGIC BASED APPROXIMATE ADDERS AND MULTIPLIERS DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (11), 83-90 , 2019 2019
REAL TIME OBJECT TRACKING USING MSA DR RAO International Journal of Research 8 (Issue III), 3520-3525 , 2019 2019
APPROXIMATE HYBRID ADDER WITH REVERSE CARRY PROPAGATION DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (8), 51-59 , 2019 2019
Design and Analysis of ECC using Pass Transistor Logic in NoC DR RAO IJVDCS 4 (8), 0608-0611 , 2016 2016 Citations: 3
Reconstruction Algorithm for Two Step Parallel Phase Shifting Digital Holography DRRAO D. VAMSI KRISHNA International journal of scientific engineering and technology research 4 … , 2015 2015
Reconstruction Algorithm for Two Step Parallel Phase Shifting Digital Holography DR RAO IJSETR 4 (35), 7260-7265 , 2015 2015
Implementation of Modern Pedestrain safety System: By Integrating Off-board Cameras and Vehicle On-Board Localization ASSMTMD RAGHUNATHA RAO INTERNATIONAL JOURNAL OF ELECTRICAL ELECTRONICS AND COMMUNICATION 7 (10 … , 2014 2014
FPGA Implementation of floating point reciprocator DR RAO International journal of Advanced engg. Research and Studies 1 (4), 36-38 , 2012 2012
MOST CITED SCHOLAR PUBLICATIONS
Optimal Pilot-Based Channel Estimation in Cognitive Radio DR RAO Wireless Personal Communications 114 (4), 2801-2819 , 2020 2020 Citations: 14
Gannet optimization algorithm enabled framework for spectrum sensing in OFDM based CR network TJPMNGP D. Raghunatha Rao WIRELESS NETWORKS , 2023 2023 Citations: 7
Deep Learning based Cooperative Spectrum Sensing with Crowd Sensors using Data Cleansing Algorithm MNG D RAGHUNATHARAO,T JAYACHANDRA PRASAD 2022 International Conference on Edge Computing and Applications (ICECAA … , 2022 2022 Citations: 6
Design and Analysis of ECC using Pass Transistor Logic in NoC DR RAO IJVDCS 4 (8), 0608-0611 , 2016 2016 Citations: 3
Adaptive rider grey wolf optimization enabled pilot-design for channel estimation in cognitive radio D Raghunatharao, TJ Prasad, MNG Prasad International Conference on Computing Science, Communication and Security … , 2022 2022 Citations: 2
Evolving Predictive Models for Customer Churn in Telecommunications KKGTK M. Shahimoon, H. Rasheed, D. R. Rao, K. R. Krishnaiah 2025 2nd International Conference on New Frontiers in Communication … , 2025 2025 Citations: 1
CAViaR Archery Optimization Algorithm based Cooperative Spectrum Sensing in Cognitive Radio Network DR Rao, KES Desikan, J Krishnaiah 2024 International Conference on Advancement in Renewable Energy and … , 2024 2024
Cooperative Spectrum Sensing in Cognitive Radio Network Using Adaptive Walruses Optimization Algorithm DR Rao, TJ Prasad, D Satyanarayana, SB Gaddale, K Raghavendra, ... International Conference on Computing Science, Communication and Security … , 2024 2024
THE DESIGN OF INTELLIGENCE LOGISTICS SYSTEM BASED ON INTERNET OF THINGS MDR Rao Industrial Engineering Journal 52 (4), 2211-2217 , 2023 2023
Affirmed Crowd Sensor Selection based Cooperative Spectrum Sensing MNGP D Raghunatha Rao, T Jayachandra Prasad IJRITCC 10 (10), 65-77 , 2022 2022
Coordinating a Traffic Preemption System on an Crisis Vehicle and Airport Runway System DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 12 (3), 127-132 , 2021 2021
DESIGN OF AREA EFFICIENT CARRY PROPAGATE ADDER USING QUANTUM-DOT CELLULAR AUTOMATA (QCA) DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (9), 224-228 , 2019 2019
DESIGN AND ANALYSIS OF MAJORITY LOGIC BASED APPROXIMATE ADDERS AND MULTIPLIERS DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (11), 83-90 , 2019 2019
REAL TIME OBJECT TRACKING USING MSA DR RAO International Journal of Research 8 (Issue III), 3520-3525 , 2019 2019
APPROXIMATE HYBRID ADDER WITH REVERSE CARRY PROPAGATION DR RAO JOURNAL OF RESOURCE MANAGEMENT AND TECHNOLOGY 10 (8), 51-59 , 2019 2019
Reconstruction Algorithm for Two Step Parallel Phase Shifting Digital Holography DRRAO D. VAMSI KRISHNA International journal of scientific engineering and technology research 4 … , 2015 2015
Reconstruction Algorithm for Two Step Parallel Phase Shifting Digital Holography DR RAO IJSETR 4 (35), 7260-7265 , 2015 2015
Implementation of Modern Pedestrain safety System: By Integrating Off-board Cameras and Vehicle On-Board Localization ASSMTMD RAGHUNATHA RAO INTERNATIONAL JOURNAL OF ELECTRICAL ELECTRONICS AND COMMUNICATION 7 (10 … , 2014 2014
FPGA Implementation of floating point reciprocator DR RAO International journal of Advanced engg. Research and Studies 1 (4), 36-38 , 2012 2012