most citedDIY hybrid SSVEP-P300 LED stimuli for BCI platform using EMOTIV EEG headset

16 citations · 59 across the 7 of their papers we have counts for

collaborators

8 papers

cs.HC2025★ 13 cited

In-Ear Electrode EEG for Practical SSVEP BCI

Surej Mouli, Ramaswamy Palaniappan, Emmanuel Molefi +1

Steady State Visual Evoked Potential (SSVEP) methods for brain computer interfaces (BCI) are popular due to higher information transfer rate and easier setup with minimal training,…

cs.IR2025★ 3 cited

Dual-Mode Visual System for Brain-Computer Interfaces: Integrating SSVEP and P300 Responses

Ekgari Kasawala, Surej Mouli

In brain-computer interface (BCI) systems, steady-state visual evoked potentials (SSVEP) and P300 responses have achieved widespread implementation owing to their superior informat…

cs.CV2025

NIRMAL Pooling: An Adaptive Max Pooling Approach with Non-linear Activation for Enhanced Image Classification

Nirmal Gaud, Krishna Kumar Jha, Jhimli Adhikari +12

This paper presents NIRMAL Pooling, a novel pooling layer for Convolutional Neural Networks (CNNs) that integrates adaptive max pooling with non-linear activation function for imag…

cs.IR2025

Comparative Analysis of Novel NIRMAL Optimizer Against Adam and SGD with Momentum

Nirmal Gaud, Surej Mouli, Preeti Katiyar +1

This study proposes NIRMAL (Novel Integrated Robust Multi-Adaptation Learning), a novel optimization algorithm that combines multiple strategies inspired by the movements of the ch…

eess.SP2025★ 6 cited

Investigating the Cognitive Response of Brake Lights in Initiating Braking Action Using EEG

Ramaswamy Palaniappan, Surej Mouli, Howard Bowman +1

Half of all road accidents result from either lack of driver attention or from maintaining insufficient separation between vehicles. Collision from the rear, in particular, has bee…

eess.SP2025★ 12 cited

Toward a reliable PWM-based light-emitting diode visual stimulus for improved SSVEP response with minimal visual fatigue

Surej Mouli, Ramaswamy Palaniappan

Steady state visual evoked response (SSVEP) is widely used in visual-based diagnosis and applications such as brain computer interfacing due to its high information transfer rate a…

eess.SP2025★ 16 cited

DIY hybrid SSVEP-P300 LED stimuli for BCI platform using EMOTIV EEG headset

Surej Mouli, Ramaswamy Palaniappan

A fully customisable chip-on board (COB) LED design to evoke two brain responses simultaneously (steady state visual evoked potential (SSVEP) and transient evoked potential, P300)…

cs.HC2020★ 9 cited

Incandescent Bulb and LED Brake Lights:Novel Analysis of Reaction Times

Ramaswamy Palaniappan, Surej Mouli, Evangelina Fringi +2

Rear-end collision accounts for around 8% of all vehicle crashes in the UK, with the failure to notice or react to a brake light signal being a major contributory cause. Meanwhile…