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2019

Karim, Md Nazmul; Zaeemzadeh, Alireza; Rahnavard, Nazanin

RL-NCS: Learning Based Data-driven Approach for Online Non-uniform Compressive Sensing Conference

IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP), PA, 2019.

Links | BibTeX | Tags: CCSS, Compressive Sensing, Compressive Sensing Application, Deep Learning, LSTM, Reinforcement Learning, REM

Salehi, Soheil; Zaeemzadeh, Alireza; Tatulian, Adrian; Rahnavard, Nazanin; DeMara, Ronald F

MRAM-based Stochastic Oscillators for Adaptive Non-Uniform Sampling of Sparse Signals in IoT Applications Conference

IEEE Computer Society Annual Symposium on VLSI (ISVLSI’19), 2019.

Links | BibTeX | Tags: CCSS, Compressive Sensing, Compressive Sensing Application, Nonuniform sampling, post-CMOS

Joneidi, Mohsen; Yazdani, Hassan; Vosoughi, Azadeh; Rahnavard, Nazanin

Source Localization and Tracking for Dynamic Radio Cartography using Directional Antennas Conference

Source Localization and Tracking for Dynamic Radio Cartography using Directional Antennas, 2019, ISBN: 978-1-7281-1207-7.

Links | BibTeX | Tags: Cognitive Radio Networks, Compressive Sensing, Compressive Sensing Application, Directional Antennas, Localization, Radio Cartography, REM, Sensor Networks, Spectrum Sensing

Salehi, Soheil; Zand, Ramtin; Zaeemzadeh, Alireza; Rahnavard, Nazanin; DeMara, Ronald F

AQuRate: MRAM-based Stochastic Oscillator for Adaptive Quantization Rate Sampling of Spectrally Sparse Signals Conference

ACM Great Lakes Symposium on VLSI, 2019, (Best Poster Award).

Links | BibTeX | Tags: CCSS, Compressive Sensing, Compressive Sensing Application, post-CMOS, Spectrally Sparse Signals, Spectrum Sensing

2018

Zaeemzadeh, Alireza; Haddock, Jamie; Rahnavard, Nazanin; Needell, Deanna

A Bayesian Approach for Asynchronous Parallel Sparse Recovery Conference

Asilomar Conference on Signals, Systems, and Computers, 2018.

Links | BibTeX | Tags: Bayesian Data Analysis, CCSS, Compressive Sensing, Compressive Sensing Reconstruction, REM

Wang, Sheng; Rahnavard, Nazanin

A Framework for Clustered and Skewed Sparse Signal Recovery Journal Article

In: IEEE Transactions on Signal Processing, vol. 66, no. 15, 2018.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Reconstruction

Joneidi, Mohsen; Zaeemzadeh, Alireza; Shahrasbi, Behzad; Qi, Guojun; Rahnavard, Nazanin

E-optimal Sensor Selection for Compressive Sensing-based Purposes Journal Article

In: IEEE Transactions on Big Data , 2018.

Links | BibTeX | Tags: Cognitive Radio Networks, Compressive Sensing, Compressive Sensing Application, REM, Sensor Selection, Spectrum Sensing

Salehi, Soheil; Mashhadi, Mahdi Boloursaz; Zaeemzadeh, Alireza; Rahnavard, Nazanin; DeMara, Ronald F

Energy-Aware Adaptive Rate and Resolution Sampling of Spectrally Sparse Signals Leveraging VCMA-MTJ Devices, Journal Article

In: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2018.

Links | BibTeX | Tags: CCSS, Compressive Sensing, Compressive Sensing Application, post-CMOS, Spectrally Sparse Signals

Mashhadi, Mahdi Boloursaz; Gazor, Saeed; Rahnavard, Nazanin; Marvasti, Farokh

Feedback Acquisition and Reconstruction of Spectrum-Sparse Signals by Predictive Level Comparisons Journal Article

In: IEEE Signal Processing Letters , vol. 25, no. 4, 2018.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Compressive Sensing Reconstruction, Spectrally Sparse Signals

2017

Joneidi, Mohsen; Zaeemzadeh, Alireza; Rahnavard, Nazanin

Dynamic Sensor Selection for Reliable Spectrum Sensing via E-Optimal Criterion Conference

2017 IEEE 14th International Conference on Mobile Ad Hoc and Sensor Systems (MASS), IEEE 2017.

Links | BibTeX | Tags: Cognitive Radio Networks, Compressive Sensing, Compressive Sensing Application, Sensor Selection, Spectrum Sensing

Yazdani, Hassan; Vosoughi, Azadeh; Rahnavard, Nazanin

Compressive Sensing Based Direction-of-Arrival Estimation Using Reweighted Greedy Block Coordinate Descent Algorithm for ESPAR Antennas Conference

MILCOM 2017 - 2017 IEEE Military Communications Conference (MILCOM), 2017, ISBN: 978-1-5386-0595-0/17.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Directional Antennas, DoA Estimation, Localization

Zaeemzadeh, Alireza; Joneidi, Mohsen; Rahnavard, Nazanin

Adaptive non-uniform compressive sampling for time-varying signals Conference

Information Sciences and Systems (CISS), 2017 51st Annual Conference on, IEEE 2017.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Compressive Sensing Reconstruction, Nonuniform sampling

Ganesan, Vaahini; Das, Tuhin; Rahnavard, Nazanin; Kauffman, Jeffrey L

Vibration-based monitoring and diagnostics using compressive sensing Journal Article

In: Journal of Sound and Vibration, vol. 394, pp. 612–630, 2017.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Compressive Sensing Reconstruction, Structural Health Monitoring

Shahrasbi, Behzad; Rahnavard, Nazanin

Model-Based Nonuniform Compressive Sampling and Recovery of Natural Images Utilizing a Wavelet-Domain Universal Hidden Markov Model. Journal Article

In: IEEE Trans. Signal Processing, vol. 65, no. 1, pp. 95–104, 2017.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Compressive Sensing Reconstruction, Nonuniform sampling

2016

Nguyen, Minh Tuan; Teague, Keith A; Rahnavard, Nazanin

CCS: Energy-efficient data collection in clustered wireless sensor networks utilizing block-wise compressive sensing Journal Article

In: Elsevier Computer Networks, vol. 106, pp. 171-185, 2016.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Data Collection, Wireless Sensor Networks

Talari, Ali; Rahnavard, Nazanin

CStorage: Decentralized compressive data storage in wireless sensor networks Journal Article

In: Ad Hoc Networks, vol. 37, pp. 475–485, 2016.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Distributed Storage, Wireless Sensor Networks

2015

Joneidi, Mohsen; Zaeemzadeh, Alireza; Rahnavard, Nazanin; Khalilsarai, Mahdi Barzegar

Matrix coherency graph: A tool for improving sparse coding performance Conference

Sampling Theory and Applications (SampTA), 2015 International Conference on, IEEE 2015.

BibTeX | Tags: Compressive Sensing

Wang, Sheng; Rahnavard, Nazanin

A Framework for Compressive Sensing of Asymmetric Signals Using Normal and Skew-Normal Mixture Prior Journal Article

In: IEEE Transactions on Communications, vol. 63, no. 12, pp. 5062–5072, 2015.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Reconstruction

2014

Nguyen, Minh Tuan; Teague, Keith A; Rahnavard, Nazanin

Inter-cluster multi-hop routing in wireless sensor networks employing compressive sensing Conference

Military Communications Conference (MILCOM), 2014 IEEE, IEEE 2014.

BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Wireless Sensor Networks

2013

Wang, Sheng; Shahrasbi, Behzad; Rahnavard, Nazanin

SRL1: Structured reweighted l1 minimization for compressive sampling of videos Conference

Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on, IEEE 2013.

BibTeX | Tags: Coding for Multimedia, Compressive Sensing, Compressive Sensing Application

Wang, Sheng; Rahnavard, Nazanin

Binary compressive sensing via sum of l1-norm and l (infinity)-norm regularization Conference

Military Communications Conference, MILCOM 2013-2013 IEEE, IEEE 2013.

BibTeX | Tags: Compressive Sensing

2012

Shahrasbi, Behzad; Rahnavard, Nazanin

DS+ CS: Joint direct and compressive sampling for signals with nonuniform sparsity Conference

Information Sciences and Systems (CISS), 2012 46th Annual Conference on, IEEE 2012.

BibTeX | Tags: Compressive Sensing, Nonuniform sampling

Nakarmi, Ukash; Rahnavard, Nazanin

BCS: Compressive sensing for binary sparse signals Conference

Military Communications Conference, 2012-milcom 2012, IEEE 2012.

BibTeX | Tags: Compressive Sensing, Compressive Sensing Reconstruction

2011

Talari, Ali; Rahnavard, Nazanin

GBCS: A two-step compressive sensing reconstruction based on group testing and basis pursuit Conference

MILITARY COMMUNICATIONS CONFERENCE, 2011-MILCOM 2011, IEEE 2011.

BibTeX | Tags: Compressive Sensing, Compressive Sensing Reconstruction

Rahnavard, Nazanin; Talari, Ali; Shahrasbi, Behzad

Non-uniform compressive sensing Conference

Communication, Control, and Computing (Allerton), 2011 49th Annual Allerton Conference on, IEEE 2011.

Links | BibTeX | Tags: Compressive Sensing, Nonuniform sampling

Wani, Ashish; Rahnavard, Nazanin

Compressive sampling for energy efficient and loss resilient camera sensor networks Conference

MILITARY COMMUNICATIONS CONFERENCE, 2011-MILCOM 2011, IEEE 2011.

Links | BibTeX | Tags: Coding for Multimedia, Compressive Sensing, Compressive Sensing Application, Wireless Sensor Networks

Shahrasbi, Behzad; Talari, Ali; Rahnavard, Nazanin

TC-CSBP: Compressive sensing for time-correlated data based on belief propagation Conference

Information Sciences and Systems (CISS), 2011 45th Annual Conference on, IEEE 2011.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Compressive Sensing Reconstruction

Mekisso, Betelhem; Talari, Ali; Rahnavard, Nazanin

Unequal compressive imaging Conference

MILITARY COMMUNICATIONS CONFERENCE, 2011-MILCOM 2011, IEEE 2011.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application

Talari, Ali; Rahnavard, Nazanin

Cstorage: Distributed data storage in wireless sensor networks employing compressive sensing Conference

Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE, IEEE 2011.

Links | BibTeX | Tags: Compressive Sensing, Compressive Sensing Application, Distributed Storage, Wireless Sensor Networks