Combining YAWL and DBNs for Surgical Phase Detection : Technical Report IES-2016-01
Abstract:
To provide assistance functions in context of surgical interventions,
the use of a surgical phase detection plays an important role. By
assessing the progress of an on-going surgery, a tailored (i.e., context sensitive)
decision support for medical practitioners can be enabled. Subsequently,
this provides opportunities to prevent errors, injuries, negligence
or malpractices. In this work, a surgical phase detection, combining Yet
Another Workflow Language (YAWL) with Dynamic Bayesian Networks
(DBNs) is proposed. Thereby, YAWL is used to model the relationship
of surgical phases; DBNs are used to allow for the detection of surgical
phases of interest. The approach is presented for the application example of
a cholecystectomy (removal of the gallbladder).
the use of a surgical phase detection plays an important role. By
assessing the progress of an on-going surgery, a tailored (i.e., context sensitive)
decision support for medical practitioners can be enabled. Subsequently,
this provides opportunities to prevent errors, injuries, negligence
or malpractices. In this work, a surgical phase detection, combining Yet
Another Workflow Language (YAWL) with Dynamic Bayesian Networks
(DBNs) is proposed. Thereby, YAWL is used to model the relationship
of surgical phases; DBNs are used to allow for the detection of surgical
phases of interest. The approach is presented for the application example of
a cholecystectomy (removal of the gallbladder).
| Zugehörige Institution(en) am KIT | Institut für Anthropomatik und Robotik (IAR) |
| Publikationstyp | Proceedingsbeitrag |
| Publikationsjahr | 2017 |
| Sprache | Englisch |
| Identifikator | ISBN: 978-3-7315-0678-2 ISSN: 1863-6489 urn:nbn:de:swb:90-723440 KITopen-ID: 1000072344 |
| Erschienen in | Proceedings of the 2016 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision an Fusion Laboratory. Ed.: J. Beyerer |
| Verlag | KIT Scientific Publishing |
| Seiten | 1-15 |
| Serie | Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe ; 33 |
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