Cognitive Biomarkers and BCI Applications

Prof. Laxmidhar Behera is the director of IIT Mandi and a senior professor in the Department of Electrical Engineering at IIT Kanpur. He earned his B.Sc. (Engg) and M.Sc. (Engg) from NIT Rourkela and completed his Ph.D. from IIT Delhi in 1996. With postdoctoral research at the German National Research Centre for Information Technology, he has over 28 years of experience in teaching and research. His expertise spans intelligent systems, control, vision-based robotics, warehouse automation, brain–computer interfaces, drone technology, and consciousness studies. He has led projects worth over ₹25 crores and collaborated with TCS, Renault Nissan, and BEL. Prof. Behera has supervised 31 Ph.D. students, 70+ master's theses, authored three textbooks, and published over 380 papers. His book Intelligent Control of Robotic Systems won the Best Engineering Book Award (2020–21).Anirban Bandyopadhyay is a Principal Research Scientist at the National Institute for Materials Science (NIMS), Tsukuba, Japan. He did Ph.D. in IACS, Kolkata, 2005. 2005-2008 ICYS research fellow at ICYS, NIMS, Japan. In 2008, joined NIMS, built organic jelly based artificial brain, quantum computer, molecular motor based drugs, invented Dodecanogram for deep consciousness measurement, built Polyatomic time crystal based Quantum cryptographic language, written a book “Nanobrain: The making of an artificial brain from a time crystal”, 2020. 2013-2014 visiting professor at the Massachusetts Institute of Technology (MIT), USA. Hitachi Science and Technology award 2010, Inamori Foundation award 2011–2012, Kurata Foundation Award, and Sewa Society International member, Japan. Published 197 papers, 42 patents, 43 products invented, 14 inventions commercialized, edited 27 books.Prof. Ganpati Ramanath is the John Tod Horton professor at Rensselaer Polytechnic Institute. He received his Ph.D. in Materials Science and Engineering from the University of Illinois Urbana in 1997, following degrees from IIT Madras and the University of Cincinnati. His research focuses on structure-processing-property relationships in nanomaterials and interfaces for energy and electronics. He has published over 185 journal articles (h-index 53, ~12,000 citations), holds 9 US patents, and has delivered more than 235 invited talks globally. A co-founder of ThermoAura Inc., he served as the director of the NY State Center for Future Energy Systems and was an editor for IEEE Transactions on Nanotechnology. Honors include Fellowships of MRS, APS, and AVS, the NSF CAREER Award, and the Humboldt Bessel Award. He has held visiting positions at institutions in Germany, Japan, Sweden, Australia, and India, including IISc Bangalore and RWTH Aachen.

• Cognitive Enhancement through Anodal tDCS to the Left dlPFC: An EEG-Based Performance Assessment Study.- Behaviour Issues Among Children with Neurodevelopmental Dis-order Followed COVID-19.- Neural Correlates of Meditation: An MEG Study with Phenomenological Insights.- Nasal Cycle: A Spiritual and Scientific review.-  Effect of Mirror Therapy on Cognitive and Motor deficits in Stroke.- Attention-based Metric Learning Framework for Seizure Detection in EEG Recordings.- Synergetic effect of intermittent fasting and phytocompounds in Alzheimer's disease management– An in-silico analysis.- Yoga for Digital Detox: Reducing Nomophobia Among Adolescents and Young Adults Through Yoga-Based Intervention.- Non-linear EEG Marker of Mind Wandering During Mantra Meditation among Novice Meditators.- Yogic Consciousness and Mental Health: A conceptual Framework from Patanjali Yoga Sutras.- Mind wandering is qualitatively different in meditators: an experience sampling method-based study.- AI enabled EEG Analysis for detection of Neurodegenerative Disorders.- Remote Photoplethysmography: Techniques, Limitations, and Future Directions.- Design of an EMG and EEG-based Bionic Hand using Haptic Sensation and Thermal Feedback.