P. P. Markopoulos, S. Kundu, S. Chamadia, N. Tsagkarakis, and 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.
Select Journal Articles (2017-present)
E. Shtaiwi, G. Sklivanitis, D. A. Pados and E. S. Bentley, "Tunneling Under Interference
With Reconfigurable Intelligent Surfaces," in IEEE Wireless Communications Letters, doi:
10.1109/LWC.2025.3568636
S. Yildirim, K. Pelekanakis, G. Sklivanitis, D. A. Pados, P. Paglierani, R. Petroccia,
"Secret Underwater Acoustic Key Generation Challenged by Eve's Simulator," in IEEE Journal of
Oceanic Engineering, vol. 50, no. 2, pp. 489-506, April 2025.
S. Colonnese, G. Scarano, M. Marra, P. P. Markopoulos, and D. A. Pados, “Joint
analysis and segmentation of time-varying data with outliers,” Signal Processing (Elsevier), vol. 145, pp. 1-15, Feb. 2024.
S. Naderi, D. A. Pados, G. Sklivanitis, E. S. Bentley, J. Suprenant, and M. J. Medley,
“Self-optimizing near and far-field MIMO transmit waveforms, ”IEEE Journal Select. Areas Comm., Special Issue on EM Signal and Info. Theory for
Comm., pp. 1-10, Apr. 2024.
S. Yildirim, K. Pelekanakis, G. Sklivanitis, D. A. Pados, P. Paglierani, R. Petroccia, J.
Alves, F. Molfese, and F. Cuomo, “Secret underwater acoustic key generation challenged by Eve's
simulator, ”IEEE Journal of Oceanic Engineering, pp.
1-18, Aug. 2023.
M. Kulhandjian, H. Kulhandjian, C. D’Amours, H. Yanikomeroglu, D. A. Pados, and G.
Khachatrian, “Low-complexity decoder for overloaded uniquely decodable synchronous CDMA,
”IEEE Access, vol. 10, pp. 46255-46275, May 2022.
S. Colonnese, P. P. Markopoulos, G. Scarano, and D. A. Pados, F“FT calculation of
the L1-norm principal component of a data matrix, ”Signal
Processing (Elsevier), vol. 189, pp. 1-9, Dec. 2021.
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, vol.
69, pp. 240-255, Jan. 2021.
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, July 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.
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, vol. 50, no. 4, pp. 1669-1682, Apr. 2020.
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 , vol. 11, no. 1, pp.
710-719, Jan. 2020.
A. Das and Z. Ni, "A novel fitted rolling horizon control approach for
real-time policy making in microgrid," IEEE Transactions on Smart Grid,
vol. 11, no. 4, pp. 3535 - 3544, July 2020.
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.
R. Haq and Z. Ni, "A new hybrid model for short-term electricity load
forecasting," IEEE Access, vol. 7, no. 1, pp. 125413 - 125423, Dec.
2019.
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 , vol. 31, no. 11, pp. 4512 - 4523, Nov. 2020.
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, vol. 30 , no. 9, pp. 2684-2695, Sept. 2019. (Featured on Research Frontier of
IEEE CIS Newsletter, Issue 82, Nov. 2019).
Z. Ni, N. Malla, and X. Zhong, "Prioritizing useful experience replay for heuristic
dynamic programming-based learning systems,"IEEE Transactions on
Cybernetics, vol. 49, no. 11, pp. 3911 - 3922, Nov. 2019.
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, vol.16, no. 8, pp. 5169 - 5179, Aug. 2020.
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, vol. 4, no. 3, pp. 298 - 311, June
2020.
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.
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, vol. 6, 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.
Select Conference Articles (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.
K. Varma, L. Nyman, K. Tountas, G. Sklivanitis, A. Nayak, and D. A. Pados, "Autonomous plankton classification from reconstructed holographic imagery by L1-PCA-assisted convolutional neural networks," in Proc.
MTS/IEEE OCEANS, Biloxi, MS and Singapore, Oct. 2020.
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, July 2020.
C. Bailey, S. Chamadia, and D. A. Pados, "An alternative signature design using L1
principal components for spread-spectrum steganography," inProc.
IEEE ICASSP 2020 (International Conf. on Acoust., Speech, and Signal
Proc.), Barcelona, Spain, May 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,"
inProc. IEEE ICASSP 2020 (International Conf. on Acoust.,
Speech, and Signal Proc.), Barcelona, Spain, May 2020, pp. 9051-9054.
G. Gallone, K. Varma, D. A. Pados, and S. Colonnese, "Detection of change by L1-norm
principal-component analysis," inProc. SPIE, Defense +
Commercial Sensing, Big Data II: Learning, Analytics, and Applications Conf., Anaheim, CA,
Apr. 2020, pp. 1-7.
K. Tountas, G. Sklivanitis, D. A. Pados, and M. J. Medley, "Tensor data conformity
evaluation for interference-resistant localization," inProc.
IEEE Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2019
pp. 1582-1586.
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, and D. Pados, "Beacon-assisted underwater localization by
L1-norm space-time tensor subspaces," in Proc. MTS/IEEE OCEANS, Seattle,
WA, 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 MTS/OCEANS, Seattle, WA, 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," inProc. 27th European Signal Processing
Conference (EUSIPCO), A Coruña, Spain, Sept. 2019, pp. 1-5.
G. Sklivanitis, G. Real, and D. A. Pados, "Robust direction finding in the fluctuating
oceans by complex L1-norm principal component analysis," in Proc. Intern.
Conference and Exhibition on Underwater Acoustics, Hersonissos, Greece, July 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 2019, pp. 8399-8403.
D. Xie and 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
2019.
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, MD, Apr. 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. 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," inProc. 2019 Wireless Telecomm. Symposium (WTS), New York, NY, Apr. 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," inProc. 2019
IEEE 5th World Forum on Internet of Things (WF-IoT), Limerick, Ireland, Apr. 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
Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Nov. 2018.
G. Sklivanitis, J. Ashdown, K. Tountas, and D. A. Pados, "Sparse waveform design for
secure LPD/LPI underwater acoustic communications," in Proc. MTS/IEEE
OCEANS, Charleston, SC, 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,
Sheffield, UK, July 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. 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," inProc. IEEE
ICASSP 2018 (International Conf. on Acoust., Speech, and Signal Proc.), Calgary, AB,
Canada, Apr. 2018, pp. 3904-3908.
C. Bailey and D. A. Pados, "Blind modulation detection via staged GLRT," in Proc.
SPIE, Defense + Security, Orlando, FL, Apr. 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 Intern. Workshop on Computational Advances in Multi-Sensor Adaptive
Processing (CAMSAP), Curacao, Dec. 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 Conf.
on Signals, Systems, and Computers, 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 Conf. on Signals, Systems,
and Computers, 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,"
inProc. 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," inProc. IEEE MILCOM, Baltimore, MD, Oct. 2017, pp.
348-353.
Ying Liu, D. A. Pados, S. N. Batalama, and M. J. Medley, "Iterative re-weighted
L1-norm principal-component analysis," inProc. Asilomar Conf.
on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 2017, pp. 425-429.
S. Chamadia and D. A. Pados, "Outlier processing via L1-principal subspaces,"
inProc. 30th Intern. FLAIRS Conf., Marco Island, FL, May
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,"
inProc. SPIE, Commercial + Scientific Sensing and Imaging
Symp., Image Sensing Technologies: Materials, Devices, Systems, and Applic. Conf., Anaheim,
CA, Apr. 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," inProc. SPIE, Commercial + Scientific Sensing and Imaging
Symp., Compressive Sensing Conf., Anaheim, CA, Apr. 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," inProc. SPIE, Commercial + Scientific Sensing and Imaging Symp., Compressive
Sensing Conf., Anaheim, CA, Apr. 2017, vol. 10211, pp. 102110B_1-102110B_12.
S. Chamadia and D. A. Pados, "Optimal sparse L1-norm principal-component analysis,"
inProc. IEEE ICASSP 2017 (International Conf. on Acoust.,
Speech, and Signal Proc.), New Orleans, LA, Mar. 2017, pp. 2686-2690.
G. Sklivanitis, P. P. Markopoulos, S. N. Batalama, and D. A. Pados, "Sparse waveform
design for all-spectrum channelization," inProc. IEEE ICASSP
2017 (International Conf. on Acoust., Speech, and Signal Proc.), New Orleans, LA, Mar.
2017, pp. 3764-3768.
Other Conference Presentations (2017-present)
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.
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.