Planning based on Time-Oriented Skeletal Plans: Methods and Tools for Design, Visualization, and Basic Execution of Time-Orientd Skeletal Plans.
Planning based on Time-Oriented Skeletal Plans: Methods and Tools for Design, Visualization, and Basic Execution of Time-Orientd Skeletal Plans.
Disciplines
Other Human Medicine, Health Sciences (20%); Computer Sciences (60%); Clinical Medicine (20%)
Keywords
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PLANNING,
TEMPORAL REPRESENTATION,
TEMPORAL REASONING,
ARTIFICIAL INTELLIGENCE,
INTENSIVE CARE UNITS,
NEONATOLOGY
The main goal of this research proposal is to develop a planner based on time-oriented skeletal plans. Skeletal plans are plan schemata at various levels of detail that capture the essence of procedures, but leave room for execution- time flexibility in the achievement of particular goals. They are a powerful way to reuse existing domain-specific procedural knowledge in different contexts. We are focusing on domains that are time-oriented with respect to both external states and plan actions, and that might require intermittent execution and adaptation of plans over multiple (possibly disjoint) periods of time, and ill-covered requirement in classical planning models. We will develop task-specific problem-solving methods and toois to design, to visualize, and to execute skeletal plans. During this project the following subgoals will be achieved: developing higher-level temporal abstraction methods needed in the representation of skeletal plans, creating an appropriate temporal representation of skeletal plans, acquiring time-oriented knowledge, developing cooperative agents performing time-based concurrent plan observation (verification and validation) and basic execution, and visualizing both the different components of the skeletal plans and the reasoning processes based on the skeletal plans in task-specific way. Our application domain will be medicine. Especially, we are motivated by the demands and the needs for knowledge-based support in modern intensive care units (ICUs). Medical scenarios will serve as resource for interesting research areas and for identifying the demands and needs for user-oriented problem-solving methods. We will proof the validity and usefulness of the proposed approach within real-world environments of ICUs. The starting points of the proposed project are the results of our previous work in the problem area, in particular the outcomes of the VIE-VENT project and the Asgaard project. The proposed project will result in a planner based on time-oriented skeletal plans, which support both designers and executors of time-oriented skeletal plans.
Research Output
- 687 Citations
- 7 Publications
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2002
Title Verification of temporal scheduling constraints in clinical practice guidelines DOI 10.1016/s0933-3657(02)00011-8 Type Journal Article Author Duftschmid G Journal Artificial Intelligence in Medicine Pages 93-121 Link Publication -
2002
Title Combining diagnosis and treatment using asbru DOI 10.1016/s1386-5056(02)00064-3 Type Journal Article Author Seyfang A Journal International Journal of Medical Informatics Pages 49-57 Link Publication -
2002
Title Visualization methods for data analysis and planning in medical applications DOI 10.1016/s1386-5056(02)00072-2 Type Journal Article Author Kosara R Journal International Journal of Medical Informatics Pages 141-153 -
2001
Title Knowledge-based verification of clinical guidelines by detection of anomalies DOI 10.1016/s0933-3657(00)00098-1 Type Journal Article Author Duftschmid G Journal Artificial Intelligence in Medicine Pages 23-41 Link Publication -
2001
Title Semantic Depth of Field DOI 10.1109/infvis.2001.963286 Type Conference Proceeding Abstract Author Kosara R Pages 97-104 -
2001
Title Metaphors of movement: a visualization and user interface for time-oriented, skeletal plans DOI 10.1016/s0933-3657(00)00103-2 Type Journal Article Author Kosara R Journal Artificial Intelligence in Medicine Pages 111-131 -
2003
Title Comparing Computer-interpretable Guideline Models: A Case-study Approach DOI 10.1197/jamia.m1135 Type Journal Article Author Peleg M Journal Journal of the American Medical Informatics Association Pages 52-68 Link Publication