Publications
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Book
- P. Markopoulos, S. Kundu, S. Chamadia, N. Tsagkarakis, D. A. Pados (2018) “Outlier-resistant data processing with L1-norm principal component analysis,” in: Naik G. (eds) Advances in Principal Component Analysis. Springer, Singapore.
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Peer-reviewed Journal Publications (2017-present)
- H. Kamrani, A. Zolghadrasli, P. P. Markopoulos, M. Langberg, D. A. Pados, and G. N. Karystinos, “Reduced-rank L1-norm principal-component analysis with performance guarantees,”
IEEE Transactions on Signal Processing, submitted Jan. 2020, revised Jun. 2020.
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X. Zhong, and H. He, "GrHDP Solution for Optimal Consensus Control of Multi-Agent Discrete-Time Systems," IEEE Transactions on Systems, Man and Cybernetics: Systems, vol. 50, no. 7, pp. 2362-2374, Jul. 2020.
- J. M. Jornet, Priyangshu Sen, D. A. Pados, S. N. Batalama, E. Einarsson, and J. P. Bird, “Ultra-broadband wireless communication at true Terahertz frequencies: Testbed, first experimental results and next steps,”
Computer Networks (Elsevier), vol. 179, pp. 1-31, Jun. 2020.
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Z. Wan, C. Jiang, M. Fahad, Z. Ni, Y. Guo and H. He, "Robot-Assisted Pedestrian Regulation Based on Deep Reinforcement Learning," IEEE Transactions on Cybernetics (TCYB), vol. 50, issue 4, pp. 1669-1682, Apr. 2020.
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P. Paudyal, P. Munankarmi, Z. Ni and T. Hansen, "A Hierarchical Control Framework with a Novel Bidding Scheme for Residential Community Energy Optimization," IEEE Transactions on Smart Grid (TSG), vol. 11, issue 1, pp 710-719, Jan. 2020.
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A. Das, and Z. Ni, "A Novel Fitted Rolling Horizon Control Approach for Real-Time Policy Making in Microgrid," IEEE Transactions on Smart Grid (TSG), in press, DOI: 10.1109/TSG.2020.2966931.
- Ying Liu, K. Tountas, D. A Pados, S. N. Batalama, and M. J. Medley, ‘‘L1-subspace tracking for streaming data,”
Pattern Recognition (Elsevier), vol. 97, pp. 1-13, Jan. 2020.
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R. Haq and Z. Ni, "A New Hybrid Model for Short-Term Electricity Load Forecasting," IEEE Access, vol. 7, issue 1, pp. 125413 - 125423, Dec. 2019.
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S. Paul, Z. Ni and C. Mu, "A Learning Based Solution for an Adversarial Repeated Game in Cyber-Physical Power Systems," IEEE Transactions on Neural Networks and Learning Systems (TNNLS), in press, DOI: 10.1109/TNNLS.2019.2955857.
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Z. Ni and S. Paul, "A Multi-Stage Game in Smart Grid Security: A Reinforcement Learning Solution," IEEE Trans. on Neural Networks and Learning Systems (TNNLS), vol. 30 , issue 9, pp. 2684-2695, Sep. 2019. (featured on Research Frontier of IEEE CIS Newsletter, Issue 82, November 2019).
- Z. Ni, N. Malla and X. Zhong, "Prioritizing Useful Experience Replay for Heuristic Dynamic Programming-Based Learning Systems,"
IEEE Transactions on Cybernetics (TCYB), vol. 49, issue 11, pp. 3911 - 3922, Nov. 2019.
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C. Mu, K. Wang, Z. Ni and C. Sun, "Cooperative Differential Game-Based Optimal Control and Its Application to Power Systems," IEEE Transactions on Industrial Informatics (TII), in press, DOI: 10.1109/TII.2019.2955966.
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C. Jiang, Z. Ni, Y. Guo and H. He, "Pedestrian Flow Optimization to Reduce the Risk of Crowd Disasters through Human-Robot Interaction," IEEE Trans. on Emerging Topics in Computational Intelligence (TETCI), in press. DOI: 10.1109/TETCI.2019.2930249.
- P. P. Markopoulos, N. Tsagkarakis, D. A. Pados, and G. N Karystinos, ‘‘Realified L1-PCA for direction-of-arrival estimation: Theory and algorithms,”
EURASIP Journal on Advances in Signal Processing, vol. 30, pp. 1-16, Jun. 2019.
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D. Wang and X. Zhong, "Advanced Policy Learning Near-Optimal Regulation," IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 3, pp. 743-749, 2019.
- S. K. Saha, Y. Ghasempour, M. K. Haider, T. Siddiqui, P. DeMelo, N. Somanchi, L. Zakrajsek, A. Singh, O. Torres, D. Uvaydov, J. Jornet, E. Knightly, D. Koutsonikolas, D. A. Pados, Z. Sun, and N. Thawdar, “X60: A programmable testbed for wideband 60 GHz WLANs with phased arrays,”
Computer Commun. (Elsevier), vol. 133, pp. 77-88, Jan. 2019.
- M. S. Pour, E. Bou-Harb, K. Varma, N. Neshenko, D. A. Pados, and Kim-Kwang R. Choo, ‘‘Comprehending the IoT cyber threat landscape: A data dimensionality reduction technique to infer and characterize internet-scale IoT probing campaigns,” Digital Investigation (Elsevier), vol. 28, pp. S40-S49, Jan. 2019.
- Y. Liu, D. A. Pados, Joohee Kim, and Chen Zhang, ‘‘Reconstruction of compressed-sensed multiview video with disparity and motion compensated total-variation minimization,’’ IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, pp. 1288-1302, Jun. 2018.
- N. Tsagkarakis, P. P. Markopoulos, G. Sklivanitis and D. A. Pados, “L1-norm principal-component analysis of complex data,” IEEE Transactions on Signal Processing, vol. 66, no. 12, pp. 3256-3267, Jun. 2018.
- G. Sklivanitis, A. Gannon, K. Tountas, D. A. Pados, S. N. Batalama, S. Reichhart, M. Medley, N. Thawdar, U. Lee, J. Matyjas, S. Pudlewski, A. Drozd, A. Amanna, F. Latus, Z. Goldsmith, D. Diaz “Airborne cognitive networking: Design, development, and deployment,”
IEEE Access, special issue on Networks of Unmanned Aerial Vehicles: Wireless Communications, Applications, Control and Modeling, vol. 6, pp. 47217-47239, Jun. 2018.
- E. Demirors, G. Sklivanitis, G. E. Santagati, T. Melodia, and S. N. Batalama, “A high-rate software-defined underwater acoustic modem with real-time adaptation capabilities,”
IEEE Access, special issue on Underwater Wireless Communications and Networking, pp. 18602-18615, Mar. 2018.
- P. P. Markopoulos, S. Kundu, S. Chamadia and D. A. Pados, “Efficient L1-Norm principal-component analysis via bit flipping,” IEEE Transactions on Signal Processing, vol. 65, no. 16, pp. 4252-4264, Aug. 2017.
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Peer-reviewed Conference Publications (2017-present)
- G. Sklivanitis, P. P. Markopoulos, D. A. Pados, and R. Diamant, "Robust graph localization for underwater acoustic networks," in Proc. UCOMMS’21, NATO STO Center for Maritime Research and Experim., La Spezia, Italy, Aug. 31-Sep. 2, 2021.
- G. Sklivanitis, K. Tountas, N. Thawdar, M. J. Medley, and D. A. Pados, "Unsupervised Training Dataset Curation for Deep-Neural-Net RF Signal Classification," submitted to IEEE Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Nov. 1-4, 2020.
- K. Varma, L. Nyman, K. Tountas, G. Sklivanitis, A. Nayak, and D. A. Pados, "Autonomous plankton classification from r
econstructed holographic imagery by
L
1
-PCA-assisted convolutional neural networks," submitted to IEEE OCEANS, Biloxi, MS, Oct. 19-22, 2020.
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X. Zhong, and H. He, "Event-triggered Multi-agent Optimal Regulation Using Adaptive Dynamic Programming". in Proc. International Joint Conference on Neural Networks, Glasgow, UK, Jul. 19-24, 2020.
- C. Bailey, S. Chamadia, and D. A. Pados, "An alternative signature design using L1 principal components for spread-spectrum steganography," in
Proc. IEEE ICASSP 2020 (International Conf. on Acoust., Speech, and Signal Proc.), Barcelona, Spain, May 4-8, 2020, pp. 2693-2696.
- G. Sklivanitis, K. Tountas, N. Tsagkarakis, D. A. Pados, and S. N. Batalama, "Optimal joint channel estimation and data detection by L1-norm PCA for streetscape IoT," in
Proc. IEEE ICASSP 2020 (International Conf. on Acoust., Speech, and Signal Proc.), Barcelona, Spain, May 4-8, 2020, pp. 9051-9054.
- G. Gallone, K. Varma, D. A. Pados, and S. Colonnese, "Detection of change by L1-norm principal-component analysis," in
Proc. SPIE, Defense + Commercial Sensing, Big Data II: Learning, Analytics, and Applications Conf., Anaheim, CA, Apr. 26-30, 2020, pp. 1-7.
- K. Tountas, G. Sklivanitis, D. Pados, M. Medley, "Tensor data conformity evaluation for interference-resistant localization," in
Proc. IEEE Asilomar Conference on Signals, Systems, and Computers, (ASILOMAR), Pacific Grove, CA, USA, Nov. 2019.
- K. Tountas, D. Chachlakis, P. P. Markopoulos, and D. A. Pados, "Iterative re-weighted L1-PCA of tensor data," in Proc. Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Nov. 2019, pp. 1658-1661.
- K. Tountas, G. Sklivanitis, D. Pados, "Beacon-assisted underwater localization by L1-norm space-time tensor subspaces," in Proc. IEEE OCEANS, Seattle, Oct. 2019.
- G. Sklivanitis, Y. Li, B. Ouyang, J. Thomas, T. Su, D. Pados, "Design and experimental evaluation of an active underwater inflatable co-prime sonar array (UICSA)," in Proc. IEEE OCEANS, Seattle, Oct. 2019.
- G. Orru, T. Cattai, S. Colonnese, G. Scarano, F. De Vico Fallani, P. P. Markopoulos, and D. A. Pados, "Deep L1-PCA of time-variant data with application to brain connectivity measurements," in
Proc. 27th European Signal Processing Conference (EUSIPCO), A Coruña, Spain, Sep. 2-6, 2019, pp. 1-5.
- G. Sklivanitis, G. Real, D. Pados, "Robust direction finding in the fluctuating oceans by complex L1-norm principal component analysis," in Proc. International Conference and Exhibition on Underwater Acoustics, Jun. 2019.
- K. Tountas, G. Sklivanitis, and D. A. Pados, "Dynamic joint PHY-MAC waveform design for IoT connectivity," in Proc. IEEE ICASSP 2019 (International Conf. on Acoust., Speech, and Signal Proc.), Brighton, UK, May 12-17, 2019, pp. 8399-8403.
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D. Xie, X. Zhong, "Deep Deterministic Policy Gradients with Transfer Learning Framework in StarCraft Micromanagement", in Proc. IEEE International Conference on Electro/Information Technology, Brookings, SD, May 20-22, 2019.
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D. Xie, X. Zhong, Q. Yang, and Y. Huang, "Comprehensive Cooperative Deep Deterministic Policy Gradients for Multi-Agent Systems in Unstable Environment", in Proc. SPIE, Baltimore, Maryland, Apr. 14-18, 2019.
- K. Tountas, D. A. Pados, and M. J. Medley, "Conformity evaluation and L1-norm principal-component analysis of tensor data," in Proc. SPIE, Defense + Commercial Sensing, Big Data: Learning, Analytics, and Applications Conf., Baltimore, MD, Apr. 14-18, 2019, vol. 10989, pp. 1-11.
- M. K. Kulhandjian, H. K. Kulhandjian, Claude D’Amours, and D. A. Pados, "Digital recording system identification based on blind deconvolution," in
Proc. 2019 Wireless Telecommunications Symposium (WTS), New York, NY, Apr. 9-12, 2019, pp. 1-8.
- E. G. M. Verzegnassi, K. Tountas, D. A. Pados, and F. Cuomo, "Data conformity evaluation: A novel approach for IoT security," in
Proc. 2019 IEEE 5th World Forum on Internet of Things (WF-IoT), Limerick, Ireland, Apr. 15-18, 2019, pp. 842-846.
- K. Tountas, G. Sklivanitis and D. A. Pados, "Directional space-time waveform design for interference-avoiding MIMO configurations," in Proc. IEEE International Workshop on Antenna Technology (iWAT), Miami, FL, USA, Mar. 2019.
- K. Tountas, G. Sklivanitis, D. A. Pados, and S. N. Batalama, "All-spectrum digital waveform design via bit flipping," in Proc. IEEE Global Communications Conference (GLOBECOM), Abu Dhabi, UAE, Dec. 2018.
- Gannon, G. Sklivanitis, P. P. Markopoulos, D. A. Pados, S. N. Batalama, "Semi-blind signal recovery in impulsive noise with L1-norm PCA," in Proc. IEEE Asilomar Conference on Signals, Systems, and Computers, (ASILOMAR), Pacific Grove, CA, Nov. 2018.
- G. Sklivanitis, J. Ashdown, K. Tountas, D. A. Pados, "Sparse waveform design for secure LPD/LPI underwater acoustic communications," in Proc. IEEE OCEANS, Charleston, SC, USA, Oct. 2018.
- A. Gannon, S. Balakrishnan, G. Sklivanitis, D. A. Pados, and S. N. Batalama, "Short data record filtering for adaptive underwater acoustic communications," in Proc. 10th IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), Sheffield, UK, Jul. 2018.
- Ying Liu and D. A. Pados, "Conformity evaluation of data samples by L1-norm principal-component analysis," in Proc. SPIE, Commercial + Scientific Sensing and Imaging Symp., Compressive Sensing Conf., Orlando, FL, Apr. 15-19, 2018, vol. 10658, pp. 1-9.
- G. Sklivanitis, K. Tountas, D. A. Pados, and S. N. Batalama, "Small-sample-support channel estimation for massive MIMO systems," in
Proc. IEEE ICASSP 2018 (International Conf. on Acoust., Speech, and Signal Proc.), Calgary, AB, Canada, Apr. 15-20, 2018, pp. 3904-3908.
- C. Bailey and D. A. Pados, "Blind modulation detection via staged GLRT," in Proc. SPIE, Defense + Security, Orlando, FL, Apr. 15-19, 2018, vol. 10646, pp. 1-8.
- S. Chamadia and D. A. Pados, "Computational advances in sparse L1-norm principal-component analysis of multi-dimensional data," in Proc. 7th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Curacao, 2017, pp. 1-4.
- S. Huang, G. Sklivanitis, D. A. Pados, and S. N. Batalama, "Underwater acoustic communications using quasi-orthogonal chirps," in Proc. IEEE Asilomar Conference on Signals, Systems, and Computers, (ASILOMAR), Pacific Grove, CA, pp. 1749-1753, Nov. 2017.
- Y. Liu, D. A. Pados, S. N. Batalama and M. J. Medley, "Iterative re-weighted L1-norm principal-component analysis," in Proc. Asilomar Conference on Signals, Systems, and Computers (ASILOMAR), Pacific Grove, CA, pp. 425-429, Nov. 2017.
- S. K. Saha, Y. Ghasempour, M. K. Haider, T. Siddiqui, P. DeMelo, N. Somanchi, L. Zakrajsek, Arjun Singh, O. Torres, D. Uvaydov, J. M. Jornet, E. Knightly, D. Koutsonikolas, D. A. Pados, and Zhi Sun, "X60: A programmable testbed for wideband 60 GHz WLANs with phased arrays," in
Proc. ACM WiNTECH, Snowbird, UT, Oct. 20, 2017, pp. 1-8.
- N. Thawdar, Ulysses Lee, Weifeng Su, and D. A. Pados, "Differential amplify-and-forward cooperative relaying in a software-defined radio testbed with an aerial relay node," in
Proc. IEEE MILCOM, Baltimore, MD, Oct. 23-25, 2017, pp. 348-353.
- Ying Liu, D. A. Pados, S. N. Batalama, and M. J. Medley, "Iterative re-weighted L1-norm principal-component analysis," in
Proc. Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 29-Nov. 1, 2017, pp. 425-429.
- S. Chamadia and D. A. Pados, "Outlier processing via L1-principal subspaces," in
Proc. 30th Intern. FLAIRS Conf., Marco Island, FL, May 22-24, 2017, pp. 508-513.
- L. Zakrajsek, D. A. Pados, and J. Jornet, "Design and performance analysis of ultra-massive multi-carrier multiple input multiple output communication in the Terahertz band," in
Proc. SPIE, Commercial + Scientific Sensing and Imaging Symp., Image Sensing Technologies: Materials, Devices, Systems, and Applic. Conf., Anaheim, CA, Apr. 9-13, 2017, vol. 10209, pp. 102090A-1-102090A-11.
- P. P. Markopoulos, D. A. Pados, G. N. Karystinos, and M. Langberg, "L1-norm principal-component analysis in L2-norm-reduced-rank data subspaces," in
Proc. SPIE, Commercial + Scientific Sensing and Imaging Symp., Compressive Sensing Conf., Anaheim, CA, Apr. 9-13, 2017, vol. 10211, pp. 1021104_1-1021104_10.
- G. Sklivanitis, P. P. Markopoulos, S. N. Batalama, and D. A. Pados, "Adaptive sparse-binary waveform design for all-spectrum channelization," in
Proc. SPIE, Commercial + Scientific Sensing and Imaging Symp., Compressive Sensing Conf., Anaheim, CA, Apr. 9-13, 2017, vol. 10211, pp. 102110B_1-102110B_12.
- S. Chamadia and D. A. Pados, "Optimal sparse L1-norm principal-component analysis," in
Proc. IEEE ICASSP 2017 (International Conf. on Acoust., Speech, and Signal Proc.), New Orleans, LA, Mar. 5-9, 2017, pp. 2686-2690.
- G. Sklivanitis, P. P. Markopoulos, S. N. Batalama, and D. A. Pados, "Sparse waveform design for all-spectrum channelization," in
Proc. IEEE ICASSP 2017 (International Conf. on Acoust., Speech, and Signal Proc.), New Orleans, LA, Mar. 5-9, 2017, pp. 3764-3768.
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Other Conference Presentations / Papers
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D. A. Pados, "Autonomous localization, channelization, and networking," Keynote Address in 1st IEEE WoWMoM Workshop on Wireless Networking, Planning, and Computing for UAV Swarms, Washington DC, USA, Jun. 2019.
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K. Tountas, G. Sklivanitis, D. A. Pados, "Infrastructure-less 3D localization of autonomous underwater vehicles," in AUVSI Xponential, All things Unmanned, Chicago, IL, Apr. 2019.
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