Dr. Vidya Manian
Professor Department of Electrical and Computer Engineering Bioengineering CISE University of Puerto Rico PO Box 9000 Mayaguez, PR 00681-9000 Office: CID Bldg. 221, S-408 Phone: (787) 832 4040 x 5845, 5840, 3650 Fax: (787) 832-2825 Email: vidya.manian@upr.eduGRADUATE RESEARCH
TEACHING Introduction to Brain Machine(Computer) Interfaces BING 8995
JOURNAL PUBLICATIONS Hyperspectral multilevel GCN and CNN feature fusion for change detection, IEEE transactions. Journal of special topics in Earth observations and applied remote sensing, Vol. 17, pp. 19146-19159, 14 October 2024 A multicategory jet image classification framework using deep neural network, arXiv.2407.03524, 3 July 2024 An elliptic kernel unsupervised autoencoder graph convolutional network ensemble model for hyperspectral unmixing, arXiv.2406.06742, 10 June 2024. Artifiical intelligence approach for classifying images of upper-atmospheric transient luminous events, Sensors, 24(10), 3208, 18 May 2024 Electroencephalogram functional connectivity analysis and classification of metnal arithmetic working memory task, Signals, 5(2), 292-325, 8May 2024 Photovoltaic power generation forecasting with hidden Markov model and long short-term memory in MISO and SISO configurations, Energies, 17(3), 668, 30 January 2024 A blid convolutional deep autoencoder for spectral unmixing of hyperspectral images over waterbodies, Frontiers in Earth Science, Vol 11, 12 OCtober 2023 Land use land cover labeling of GLOBE images using a deep learning fusion model, Sensors, 22(18),6895, August 2022 Detection of target genes for drug repurposing to treat skeletal muscle atrophy in mice flown in spaceflight, Genes, 13(3), 473, March 2022 Hyperspectral image labeling and classification using an ensemble semi-supervised machine learning approach, Sensors Journal, 22(4), 1623, Feb. 2022 Optimizing seizure prediction from reduced scalp EEG channels based on spectral features and MAML, IEEE Access, Volume 9, pages 164348-164357, December 2021 An integrative network science and artificial intelligence drug repurposing approach for muscle atrophy in spaceflight microgravity, Frontiers, Cell and Developmental Biology, 2021 Spatial low-rank tensor factorization and unmixing of hyperspectral images, mdpi Computers Journal, 10(6), 78, 2021 Detection of genes in Arabidopsis thaliana L. responding to DNA damage from radiation and other stressors in spaceflight, mdpi Genes Journal, 12(6), 938, 2021 Network analysis of gene transcriptions of Arabidopsis thaliana in spaceflight mcirogravity, mdpi Genes Journal, 12(3), 337, 2021 Network analysis of local gene regulators in Arabidopsis thaliana under spaceflight stress, mdpi Computers Journal, 10(2), 18, 2021 EEG and deep learning based brain cognitive function classification, Mdpi Journal, Special Issue Feature Paper in Computers, 9(4), 104, December 2020 Comparison of frontal-temporal channels in epilepsy seizure prediction based on EEMD-ReliefF and DNN, Mdpi Journal 9(4), 78, Sept. 2020 Auditory source localization by time frequency analysis and classification of electroencephalogram signals, Biomedical Journal of Scientific & Technical Research, Vol. 19(5), July 2019 Assessment of cognitive aging using an SSVEP-Based Brain-Computer Interface System, mdpi Journal of Big Data and Cognitive Computing, Vol. 3(2), May 2019 J. Tantiongloc, D. A. Mesa, R. Ma, S. Kim, C. H. Alzate, J. Camacho, V. Manian and T. P. Coleman, "An information and control framework for optimizing user-complaint human computer interfaces," JOURNAL of PROC. OF THE IEEE 105.2, 273-285, 2017 A. Alarcon, M.R.Rwebangira, M.F. Chouika and V. Manian, "A new methodology based on level sets for target detection in hyperspectral images," IEEE Trans. Geoscience and Remote Sensing, Vol. 54, No. 9, 5385-5396, 2016 A. Sotomayor, J. Vidal, O. Medina and V. Manian, "Biodiversity assessment in coral reef benthic habitats using hyperspectral images," IEEE SMC World Automation Congress, DOI: 10.1109/WAC.2016.7582946, IEEE, Oct. 2016. O. Medina and V. Manian, "A hierarchical semantic memory model for classification of motion capture data," IEEE SMC World Automation Congress, DOI: 10.1109/WAC.2016.7582947, IEEE, Oct. 2016. O. Nieves and V. Manian, "Automatic person authentication using fewer channel EEG motor imagery," IEEE SMC World Automation Congress, DOI: 10.1109/WAC.2016.7582945, IEEE, Oct. 2016. J. Camacho and V.Manian, "Real-time single channel EEG motor imagery based Brain Computer Interface, "IEEE SMC World Automation COngress, DOI:10.1109/WAC.2016.7582973, IEEE, Oct. 2016. O. Medina, V. Manian and J. D. Chinea, "Biodiversity assessment using hierarchical agglomerative clustering and spectral unmixing over hyperspectral images," Sensors Journal, 13(10), 13949-13959, 2013. S. Huaman and V. Manian, "Object segmentation in hyperspectral images using active contours and graph cuts," Intl. Journal of Remote Sensing, Vol. 33, NO. 4, pp. 1246-1263, Feb. 2012. S. Velasco-Forero and V. Manian, "Improving hyperspectral image classification using spatial preprocessing," IEEE Trans. Geoscience and Remote Sensing Letters, Vol. 6, No. 2, pp. 297-301, April 2009. V. Manian and M. Velez-Reyes, "Support vector classification of land cov er and benthic habitat from hyperspectral iamges," Intl. Journal of high speed electornics and systems, Vol. 18, NO. 2, pp. 337-348, June 2008. V. Manian and L. O. Jimenez, "Land cover and benthic habitat classification using texture features from multispectral and hyperspectral images," Journal of Electronic Imaging, SPIE, VOl. 16, No. 2, 2007. V. Manian and A. Ross, “Face detection using statistical and multi-resolution texture features.” Multimedia Cyberspace Journal, Special Issue on Pattern Recognition and Bioinformatics, Vol. 3, No. 3, pp. 1-9, 2005. V. Manian and R. Vasquez, “Texture discrimination based on neural dynamics of visual perception.” In IEEE Joint Intl. conf. Neural Networks, Proceedings IEEE, Portland, Oregon, July 2003. V. Manian and R. Vasquez, “Approaches to color and texture based image classification.” Journal of Optical Engineering, SPIE, Vol. 41, No. 7, pp. 1480-1490, July 2002. V. Manian, R. Vásquez, and P. Katiyar, “Texture classification using logical operators.” IEEE Trans. on image processing, Vol. 9, No: 10, pp. 1693-1703, Oct. 2000. V. Manian and R. Vásquez, “Scaled and rotated texture classification using a class of basis functions.” Journal of Pattern Recognition, Vol. 31, No. 12, pp. 1937-1948, 1998