neuro-act cognitive architecture applications in modeling driver’s steering behavior in turns

نویسندگان

a. dehban

m. b. menhaj

a. sajedin

چکیده

cognitive architectures (cas) are the core of artificial cognitive systems. a ca is supposed to specify the human brain at a level of abstraction suitable for explaining how it achieves the functions of the mind. over the years a number of distinct cas have been proposed by different authors and their limitations and potentials were investigated. these cas are usually classified as symbolic and sub-symbolic architectures. in this work, a novel hybrid architecture is proposed that encompasses a symbolic part (i.e. act-r) to explain the controlled aspects of behavior and a sub-symbolic part (i.e. artificial neural networks) to describe automated skills. in order to demonstrate the capabilities of the proposed model, an experiment was conducted in which, a rather complex real life task was carried out by the model and its result were compared with those of human participants. simulation results have shown promising capabilities of the new architecture in modeling complex human behavior.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Neuro-ACT Cognitive Architecture Applications in Modeling Driver’s Steering Behavior in Turns

Cognitive Architectures (CAs) are the core of artificial cognitive systems. A CA is supposed to specify the human brain at a level of abstraction suitable for explaining how it achieves the functions of the mind. Over the years a number of distinct CAs have been proposed by different authors and their limitations and potentials were investigated. These CAs are usually classified as symbolic and...

متن کامل

Modeling Driver Behavior in a Cognitive Architecture

OBJECTIVE This paper explores the development of a rigorous computational model of driver behavior in a cognitive architecture--a computational framework with underlying psychological theories that incorporate basic properties and limitations of the human system. BACKGROUND Computational modeling has emerged as a powerful tool for studying the complex task of driving, allowing researchers to ...

متن کامل

Cognitive Social Learners: An Architecture for Modeling Normative Behavior

In many cases, creating long-term solutions to sustainability issues requires not only innovative technology, but also largescale public adoption of the proposed solutions. Social simulations are a valuable but underutilized tool that can help public policy researchers understand when sustainable practices are likely to make the delicate transition from being an individual choice to becoming a ...

متن کامل

Modeling Synthetic Opponents in MOUT Training Simulations Using the ACT-R Cognitive Architecture

The Office of Naval Research (ONR) is sponsoring a project to improve the cognitive validity of synthetic opponents in Computer Generated Forces. These synthetic soldiers will be used to improve the effectiveness of training simulations for Military Operations on Urban Terrain (MOUT). We are working towards this goal by developing human performance models using the ACT-R cognitive architecture....

متن کامل

Cognitive Modeling of Behavioral Experiments in Network Science Using ACT-R Architecture

The Network Science has dedicated a considerable amount of effort to the study of many distributed collective decision-making processes which must balance diverse individual preferences with an expectation for collective unity. Several works have reported their results about behavioral experiments on biased voting in networks individuals, however we will focus on the results reported on [1] on ...

متن کامل

منابع من

با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید


عنوان ژورنال:
amirkabir international journal of modeling, identification, simulation & control

ناشر: amirkabir university of technology

ISSN 2008-6067

دوره 47

شماره 2 2015

میزبانی شده توسط پلتفرم ابری doprax.com

copyright © 2015-2023