EEG VARIATIONS AS A PROXY OF THE QUALITY OF THE DESIGN OUTCOME
Year: 2023
Editor: Kevin Otto, Boris Eisenbart, Claudia Eckert, Benoit Eynard, Dieter Krause, Josef Oehmen, Nad
Author: Li, Shumin; Becattini, Niccolò; Cascini, Gaetano
Series: ICED
Institution: Politecnico di Milano
Section: Design Methods
Page(s): 1535-1544
DOI number: https://doi.org/10.1017/pds.2023.154
ISBN: -
ISSN: -
Abstract
This paper presents an EEG (Electroencephalography) study that explores the correlation between the EEG variation across design stages and the quality of the design outcomes. The brain activations of 33 volunteers with engineering backgrounds were recorded while performing a design task using a morphological table to develop an amphibious bike. The EEG variations from the analysing/selecting stage to the illustrating stage were analysed based on the EEG frequency band and channel sets. A significant correlation between the detail level of the design outcome and the power variation mode was observed in theta, alpha and gamma bands, each involving different channel sets. Compared to the assessment results from two evaluators, using EEG variations as a proxy of the detail level of the design outcome could reach a maximum accuracy of 0.727, precision of 0.765, and recall of 0.889. These results also provide suggestions on the selection of the frequency bands and channel sets to achieve better prediction performance according to each metric.
Keywords: Electroencephalography, Human behaviour in design, Design cognition, Design Quality, Research methodologies and methods