Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Driver cognitive workload estimation: a data-driven perspective
Driver workload estimation (DWE) refers to the activities of monitoring a driver and the driving environment in real-time and acquiring the knowledge of the driver's workload continuously. With this knowledge of the driver's workload, the in-vehicle information systems (IVIS) can provide information on when the driver has the spare capacity to receive and comprehend it, which is both effective and efficient. However, after years of study, it is still difficult to build a robust DWE system. In this paper, we analyze the difficulties facing the existing methodology of developing DWE systems and propose a machine-learning-based DWE development process. Some preliminary but promising results are reported using a popular machine-learning method, the decision tree.
Driver cognitive workload estimation: a data-driven perspective
Driver workload estimation (DWE) refers to the activities of monitoring a driver and the driving environment in real-time and acquiring the knowledge of the driver's workload continuously. With this knowledge of the driver's workload, the in-vehicle information systems (IVIS) can provide information on when the driver has the spare capacity to receive and comprehend it, which is both effective and efficient. However, after years of study, it is still difficult to build a robust DWE system. In this paper, we analyze the difficulties facing the existing methodology of developing DWE systems and propose a machine-learning-based DWE development process. Some preliminary but promising results are reported using a popular machine-learning method, the decision tree.
Driver cognitive workload estimation: a data-driven perspective
Yilu Zhang, (Autor:in) / Owechko, Y. (Autor:in) / Jing Zhang, (Autor:in)
01.01.2004
567966 byte
Aufsatz (Konferenz)
Elektronische Ressource
Englisch
Micromodel for Objective Estimation of Driver Mental Workload from Task Data
| British Library Online Contents | 1998
General Motors' Approach to Managing Driver Workload: A Brief Overview
| Online Contents | 2011
System and method for recording workload of hydraulic static pile driver
| Europäisches Patentamt | 2023
Subsidiary Task Measures of Driver Mental Workload: A Long-Term Field Study
| British Library Online Contents | 1993