Projects
The projects of the research group can be grouped in four main
areas:
Tutorial
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AGImap: A tool chain to support the modelling of the interaction level of dynamic systems |
Half-day tutorial for the ICCM
2006 (5. - 8. April 2006, Trieste)
AGImap is a tool chain that supports cognitive modelling in an
effective and efficient way at the interaction level (i.e., perception
and execution) and is implemented for ACT-R 6.0. ACT-R models are
derived from a graphical description of the interface or an intermediate
high-level XML representation. The tool chain provides a graphical
editor to create an XML model of the human-machine interface. XLST
is used to transform this representation to genuine model (Lisp)
code. Currently, the tool chain supports code creation for ACT-R's
perceptual-motor subsystem and its AGI interface. To connect the
AGI interface elements with a simulated external task environment
or even a real process control system the AGImap-extension for
cognitive architectures is used. In typical applications the amount
of code generated by agimap can take up to 50% of the model's code.
The approach allows efficiently dividing the physical and cognitive
modelling tasks by using and connecting engineering simulation
tools for the "machine" part and cognitive architectures for the
cognition part what speeds up the modelling process furthermore.
The development of AGImap was supported by DFG and VolkswagenStiftung.
[ more ... ]
Efficient Methods for User Modelling
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Operator Modeling using Cognitive Architectures
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The use of cognitive architectures to support the design and implementation
of complex and dynamic human-machine-systems promises reduced cost
and better functionality compared to building individual micro-theories.
Current cognitive architectures like ACT-R or SOAR are not sufficiently
equipped to support engineering complex and dynamic human-machine-systems.
The goal of this project is to identify requirements and propose
modifications to current cognitve architectures.
[ more ... ]
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Software Visualization of ACT-R/PM Models
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ACT-R/PM is a production system and a theory of the cognitive
architecture. We apply ACT-R/PM for human-machine system modelling.
Practical work turned out that ACT-R/PM and its development environment
can be improved for software engineering purposes. We developed
a visualization of ACT-R/PM models based on the state chart notation.
A novel algorithm was developed to detect and generalize different
working memory configurations. It was implemented as a plug-in
for the integrated development environment eclipse. The purpose
is to make development of complex models easier and less erroneous.
It also helps understanding and communicating about cognitive models
between modelers.
[more ...]
Information Processing Mechanisms
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Operators' Timing in Human-Machine Systems
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Temporal reasoning is part of system state diagnosis in supervisory
control. As the estimation of durations is supposed to be a prerequisite
of this kind of diagnostic reasoning, temporal errors are a main
issue of human-machine reliability. Different hypothesis about
the cognitive nature of temporal errors are tested in several simualtion
experiments. The results provide clear evidence that temporal errors
influence operators' picture of the system state and their decisions.
[ more ... ]
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Interindividual differences in human performance
models
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Operators in human performance models beyond doubt behave differently.
Nevertheless a wide range of psychological theories claims to capture most people`s behavior
with the help of normative models not including aspects like vigilance or working memory capacity.
Do we thus need theories considering these components, or does one size really fits it all?
The main core of this work aims to provide answers to these questions by illustrating the necessity
of a theory of interindividual differences.
[ more ... ]
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Towards a Theory of Trend Literacy
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Trend literacy, identified as pattern identification and categorization,
is one of central skills expert operators employ to maintain awareness
of what's going on in the process. But how do operators read trend
views? And how can we utilize this knowledge in situation awareness
trainings?
[ more ... ]
User Model Aided System Assessment
and Design
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Car-Infotainment Assessment with Multitasking-GOMS
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A new GOMS based modeling approach is developed and applied to
the assesment of infotainment systems in cars. A modified version
of the D2 test of attention is used in a car simulator experiment
to validate the multitasking-GOMS parametrization. Modeling tools
for GOMS like task analysis and new GOMS simulator are implemented.
[ more ... ]
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Integrating Framework for User- and System-Modelling |
Different approaches, methods and tools in the development process of human-machine systems are used by engineers at the present state of research. These components are well suitable for their own specific tasks but fail in the whole development process. Thus the focus of this research project mainly concentrates on the conceptual development and the prototypical implementation of a simulation environment in order to integrate a wide range of tools and methods into one unified system architecture.
[ more ... ]
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Transformation of results from
simulation experiments
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The data gained during system engineering-processes from simulation experiments must be consolidated and evaluated and be integrated continuously into the development process. The main focus of this PhD-project is to find methods which allow the adjustment of technical systems on the abilities and characteristics of human during the engineering-process. Quantitative criteria for components of the technical systems are derived (for example control reliability, authority favourableness) which form the basis for algorithms. These algorithms make it possible to draw conclusions and publish recommendations for the engineering of human-machine-interaction in the context of simulation experiments. This will form a way to improve the design- and engineering-process of human-machine-interaction.
[ more ... ]
Online Application of User Models
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Testbed for User Modeling in Socialware
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Socialware is software for user adaptive collaboration support.
The UM Testbed project is an attempt to design a reference architecture
for socialware systems. The implementation has a interface for
different user modelling algorithms. The user model is used to
deduce the
current relevance of information objects within the socialwares
database for a given user. The testbed is based on Java 2 Enterprise
Edition Technology deploying the Model View Controller scheme Model
2 (MVC Model 2). It has been used to implement two different web
portals for scientific online communities (useworld.net
and eupace.net).
[ more ... ]
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Trend Literacy Applied
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Current implementations of trend displays in process control systems
provide two forms of navigation: panning and zooming. Based on
the
findings of the field studies on trend literacy we develop new
forms of interaction that allow to enhance trend displays with
query by example capabilities. This supports operator to get answers
for actual questions like "I know this pattern. When did it occur
last time?" or "This pattern is new to me. Did it occur some
times before?"
[ more ... ]
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Model Based Situation Awareness Training
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(finished)
One of the key-skills of operators in many human-machine-systems
is building and maintaining situation awareness i.e. to know the
states and elements of the system, especially of important ones,
their relevance to the current situation, and to know their future
states. We propose a general strategy for training situation awareness
skills for human-machine-systems that is based on the application
of cognitive models.
[ more ... ]
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