Li, A and Lewis, M and Lebiere, C and Sycara, K and Khatib, SS and Tang, Y and Siedsma, M and Morrison, D
(2017)
A computational model based on human performance for fluid management in critical care.
In: UNSPECIFIED.
Abstract
Computational simulation is one of the most important ways of reproducing the dynamic responses of a Cyber Physical System using a model of the system. The simulation discovers areas of differential system performance and allows linking such performance back to system characteristics. In the medical domain, patient simulators are used to train physicians in patient management. One critical question is how to verify these systems under realistic human (physician) input. This requires the creation of realistic human models that would be able to capture human cognitive and decision abilities and limitations. Verification of such an overall physician-patient model would result in two advantages: (a) since physicians realistically would not give all possible inputs to the system, verification could be more efficient and (b) the verification may uncover areas of poor human performance. In this paper, we describe our methodology and results in creating a computational model of human fluid management in critical care, based on human experiments.
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Details
Item Type: |
Conference or Workshop Item
(UNSPECIFIED)
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Status: |
Published |
Creators/Authors: |
Creators | Email | Pitt Username | ORCID |
---|
Li, A | | | | Lewis, M | | | | Lebiere, C | | | | Sycara, K | | | | Khatib, SS | | | | Tang, Y | | | | Siedsma, M | | | | Morrison, D | | | |
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Date: |
9 February 2017 |
Date Type: |
Publication |
Journal or Publication Title: |
2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016 |
Event Type: |
Conference |
DOI or Unique Handle: |
10.1109/ssci.2016.7849888 |
Schools and Programs: |
School of Information Sciences > Information Science |
Refereed: |
Yes |
ISBN: |
9781509042401 |
Date Deposited: |
30 Jun 2017 15:11 |
Last Modified: |
30 Mar 2021 17:55 |
URI: |
http://d-scholarship.pitt.edu/id/eprint/31543 |
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