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Design and construction of maintainable knowledge bases through effective use of entity-relationship modeling techniques
Title
Design and construction of maintainable knowledge bases through effective use of entity-relationship modeling techniques.
Creator
Pike, William Yancey, Khajenoori, Soheil, Engineering
Abstract / Description
University of Central Florida College of Engineering Thesis; The use of an accepted logical database design tool, Entity-Relationship Diagrams (E-RD), is explored as a method by which conceptual and pseudo-conceptual knowledge bases may be designed. Extensions to Peter Chen's classic E-RD method which can model knowledge structure used by knowledge-based applications are explored. The use of E-RDs to design knowledge bases is proposed as a two-stage process. In the first stage, and E-RD,...
Show moreUniversity of Central Florida College of Engineering Thesis; The use of an accepted logical database design tool, Entity-Relationship Diagrams (E-RD), is explored as a method by which conceptual and pseudo-conceptual knowledge bases may be designed. Extensions to Peter Chen's classic E-RD method which can model knowledge structure used by knowledge-based applications are explored. The use of E-RDs to design knowledge bases is proposed as a two-stage process. In the first stage, and E-RD, termed the Essential E-RD, is developed of the realm of the problem or enterprise being modeled. The Essential E-RD is completely independent of any knowledge representation model (KRM) and is intended for the understanding of the underlying conceptual entities and relationships in the domain of interest. The second stage of the proposed design process consists of expanding the Essential E-RD. The resulting E-RD, termed the Implementation E-RD, is a network of E-RD-modeled KRM constructs and will provide a method by which the proper KRM may be chosen and the knowledge base may be maintained. In some cases, the constructs of the Implementation E-RD may be mapped directly to a physical knowledge base. Using the proposed design tool will aid in both the development of the knowledge base and its maintenance. The need for building maintainable knowledge bases and problems often encountered during knowledge base construction will be explored. A case study is presented in which this tool is used to design a knowledge base. Problems avoided by the use of this method are highlighted, as are advantages the method presents to the maintenance of the knowledge base. Finally, a critique of the ramifications of this research is presented, as well as needs for future research.
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Date Issued
1993
Identifier
CFR0008173, ucf:53064
Format
Document (PDF)
PURL
http://purl.flvc.org/ucf/fd/CFR0008173
Human Factor Effects of Simulating Battlefield Malodors in Field Training
Title
Human Factor Effects of Simulating Battlefield Malodors in Field Training.
Creator
Pike, William, Proctor, Michael, Shumaker, Randall, Sims, Valerie, Ness, James, Burgess, Deborah, University of Central Florida
Abstract / Description
In order to explore how to better utilize simulated odors for live training, a study of 180 United States Military Academy at West Point cadets was undertaken to determine whether pre-exposure to a simulated malodor may result in an amelioration of performance issues, as well as improving performance of a complex task. Exposure to malodors has long been shown to increase stress and escape behavior, and reduce performance of complex tasks, in addition to degrading other human factor areas....
Show moreIn order to explore how to better utilize simulated odors for live training, a study of 180 United States Military Academy at West Point cadets was undertaken to determine whether pre-exposure to a simulated malodor may result in an amelioration of performance issues, as well as improving performance of a complex task. Exposure to malodors has long been shown to increase stress and escape behavior, and reduce performance of complex tasks, in addition to degrading other human factor areas. However, desensitization to a particular odor through a process known as olfactory adaptation, could ameliorate these performance issues. In this study, cadets were assigned to one of three conditions: Adaptation (odor/odor, to denote presence or absence of the simulated malodor in each of two phases), No Adaptation (no odor/odor), or Control (no odor/no odor). Participants wore a device to track electrodermal activity, a predictor of stress. Participants spent 12 minutes in a tent taking a quiz involving a common military task. After two minutes, a scent delivery system was turned on, delivering either the simulated malodor (burnt human flesh) or no odor. Participants exited the tent after the full 12 minutes and rated the air quality of the tent. They repeated the exercise in a second tent, with a similar quiz. Metrics of interest included perceived intensity and detection time, common metrics for gauging olfactory adaption, as well as electrodermal activity, escape behavior, and task performance. Results indicate participants in the Adaptation condition were partially desensitized to the malodor. Performance metrics did not show any statistical significance for stress, escape behavior, or performance improvement for the Adaptation condition, although there was a strong negative correlation of performance and perceived mental demand. Performance improvement and stress results were trending in the expected directions. This study differed from previous work in olfactory adaptation studies by linking adaptation to performance during a relevant complex task, and provides valuable lessons for future olfactory studies. From a more applied viewpoint, this study also provides insight for future research into the incorporation of malodors in live training.
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Date Issued
2018
Identifier
CFE0007357, ucf:52097
Format
Document (PDF)
PURL
http://purl.flvc.org/ucf/fd/CFE0007357