Advanced Spectrum Sensing in Cognitive Radio Using Machine Learning & Deep Learning 🤖

research on spectrum sensing method of cognitive radio based on machine learning/deep learning algorithms TO DOWNLOAD THE PROJECT CODE...CONTACT www.matlabprojectscode.com https://www.facebook.com/matlab.assignments https://www.facebook.com/PHDprojectswork e-mail : matlabprojectscode@gmail.com ; Call / Watzapp: +91 83000 15425 The content of the project: 1. IEEE standard reference paper 2. PowerPoint presentation 3. Screenshots 4. Software 5. Source code 6. Videos 7. ReadMe document to guide. ABSTRACT: Spectrum sensing plays a critical role in dynamic spectrum sharing, a promising technology to address the radio spectrum shortage. In particular, sensing of orthogonal frequency division multiplexing (OFDM) signals, a widely accepted multi-carrier transmission paradigm, has received paramount interest. Despite various efforts, most conventional OFDM sensing methods suffer from noise uncertainty, timing delay and carrier frequency offset (CFO) that significantly degrade the sensing accuracy. To address these challenges, this work develops two novel OFDM sensing frameworks drawing support from deep learning networks. Specifically, we first propose a stacked autoencoder based spectrum sensing method (SAE-SS), in which a stacked autoencoder network is designed to extract the hidden features of OFDM signals. Using these features to classify the OFDM user’s activities, SAE-SS is much more robust to noise uncertainty, timing delay, and CFO than the conventional OFDM sensing methods. TAG: Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments,Matlab assignments,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,matlab research,matlab research,matlab research,matlab research,matlab research, matlab research,matlab research,matlab research,Matlab projects code,matlab assignments,matlab source code,matlab thesis,matlab projects in chennai,matlab projects in pondicherry,matlab projects in Bangalore,Matlab projects in kerala,matlab projects in hyderabad,matlab projects in mumbai,Matlab projects in delhi,matlab projects in australia,matlab projects in canada,matlab projects in USA,matlab projects in UK, matlab projects in europe,Image Processing Projects,Power Electronics Projects,Communication system Projects,Matlab Simulation Projects,Simulink Projects,Artificial Networks Projects,Bio Medical Projects,Fuzzy Logic Projects,Renewable Energy Projects,Signal Processing Projects,Wireless Communication Projects,Remote Sensing Matlab,Network Security Projects,Cryptography Projects,Steganography Projects,Watermarking Projects,Digital Image Processing Projects,Genetic Algorithm Projects,DIP Projects,Matlab Projects,Matlab Thesis,Matlab Projects,Matlab assignments,Matlab projects assignments,matlab projects, Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects, IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments, matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects