TY - GEN
T1 - Improvement for facial gestures classification to control a drone
AU - Acevedo, Elena
AU - Acevedo, Antonio
AU - Chavez, Alexa
N1 - Publisher Copyright:
© 2021 15th International Multi-Conference on Society, Cybernetics and Informatics, IMSCI 2021. All rights reserved.
PY - 2021
Y1 - 2021
N2 - Over the years, unmanned aerial vehicles have had significant development and impact on different activities of the human being, such as mining, agriculture, health, military, entertainment, among others. Therefore, researchers have sought to merge this technology with others that allow it to improve its performance, make it accessible, and solve specific problems that currently cannot. One of these technologies is brain-computer interfaces, which can manipulate devices through brain signals. In this work, an Artificial Neural Network is proposed together with data preprocessing to improve the recognition of the gestures used to control an unmanned aerial vehicle. Two test algorithms, 10-fold Cross Validation and Hold Out, were applied and the efficiency results obtained were 94.14% and 98.95%, respectively.
AB - Over the years, unmanned aerial vehicles have had significant development and impact on different activities of the human being, such as mining, agriculture, health, military, entertainment, among others. Therefore, researchers have sought to merge this technology with others that allow it to improve its performance, make it accessible, and solve specific problems that currently cannot. One of these technologies is brain-computer interfaces, which can manipulate devices through brain signals. In this work, an Artificial Neural Network is proposed together with data preprocessing to improve the recognition of the gestures used to control an unmanned aerial vehicle. Two test algorithms, 10-fold Cross Validation and Hold Out, were applied and the efficiency results obtained were 94.14% and 98.95%, respectively.
KW - Artificial intelligence
KW - Classification
KW - Machine learning
KW - Neural networks
KW - Pre-Processing
UR - http://www.scopus.com/inward/record.url?scp=85118882569&partnerID=8YFLogxK
M3 - Contribución a la conferencia
AN - SCOPUS:85118882569
T3 - 15th International Multi-Conference on Society, Cybernetics and Informatics, IMSCI 2021
SP - 1
EP - 5
BT - 15th International Multi-Conference on Society, Cybernetics and Informatics, IMSCI 2021
A2 - Callaos, Nagib C.
A2 - Horne, Jeremy
A2 - Sanchez, Belkis
A2 - Savoie, Michael
PB - International Institute of Informatics and Systemics, IIIS
T2 - 15th International Multi-Conference on Society, Cybernetics and Informatics, IMSCI 2021
Y2 - 18 July 2021 through 21 July 2021
ER -
