@article{bhattacharyya_singh_banerjee_ghosh_sinha_das_gayen_pal_ganguly_dasgupta_et al._2022, title={Integration of electroencephalogram (EEG) and motion tracking sensors for objective measure of attention-deficit hyperactivity disorder (MAHD) in pre-schoolers}, volume={93}, ISSN={["1089-7623"]}, DOI={10.1063/5.0088044}, abstractNote={We developed an integrated device composed of a single-probe Electroencephalogram (EEG) and Charge Coupled Device (CCD) based motion sensors for objective measurement of Attention-deficit Hyperactivity Disorder (ADHD). While the measurement of attention-deficit hyperactivity disorder (MAHD) relies on the EEG signal for the assessment of attention during a given structured task, the CCD sensor depicts the movement pattern of the subjects engaged in a continuous performance task. A statistical analysis of attention and movement patterns was performed, and the accuracy of completed tasks was analyzed using indigenously developed software. The device with the embedded software is intended to improve certainty with criterion E. We used the EEG signal from a single-channel dry sensor placed on the frontal lobe of the head of the subjects (3–5 year old pre-schoolers). During the performance of the task power for delta and beta, EEG waves from the subjects are found to be correlated with relaxation and attention/cognitive load conditions. While the relaxation condition of the subject hints at hyperactivity, a more direct CCD-based motion sensor is used to track the physical movement of the subject engaged in a continuous performance task. We used our indigenously developed software for statistical analysis to derive a scale for the objective assessment of ADHD. We also compared our scale with clinical ADHD evaluations and found a significant correlation between the objective assessment of the ADHD subjects and the clinician’s conventional evaluation. MAHD, the integrated device, is supposed to be an auxiliary tool to improve the accuracy of ADHD diagnosis by supporting greater criterion E certainty.}, number={5}, journal={REVIEW OF SCIENTIFIC INSTRUMENTS}, author={Bhattacharyya, Neha and Singh, Soumendra and Banerjee, Amrita and Ghosh, Ria and Sinha, Oindrila and Das, Nairit and Gayen, Rajkumar and Pal, Somya Shubhra and Ganguly, Sahely and Dasgupta, Tanmoy and et al.}, year={2022}, month={May} }