th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information...
Transcript of th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information...
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Prof.Dr. Marina Tropmann-FrickHAW Hamburg
5th KnowHow Meeting … Hotel Hafen Hamburg … 29 Aug 2019Data Mining/Science … Visualization … Analyzes … Artifical Intelligence … Machine Learning www.DataCampus.eu
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Drew Conway
Data Science Venn Diagram
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Warning
forecasting, measures
notification
Response
Preparation
prevention, measures
planning
Recovery
restoring, definitive repair
Response• Reaction to an event• Protection, rescue• Supply and disposal• Provisional repair
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Akteure untersch. Ämter, Zentralen und Koordinatoren, Feuerwehr, Rettungskräfte,
THW, freiwillige Helfer, etc. strenge Hierarchie bei der Entscheidungsfindung und Handlungskoordination
Information Richtlinien, Gesetzestexte, Berichte, Karten, Fotos, Videos, Sensordaten,
etc. Text, Audio, Video, untersch. Softwaresysteme, DBen Rechte nach Zuständigkeiten
Situationsentwicklung komplex, stark dynamisch, unvorhersehbar
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
activation ofemergency teams
warningalerting
start
monitoring
trafficorganization
informationgathering
inspection ofaffected area
emergency cases
…
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Katastrophenschutz schnelle koordinierte Handlungen beim Eintreten eines Ereignisses Sicherung, Rettung Transport und Logistik erste Reparaturmaßnahmen durchgehendes Monitoring
Generizität Anpassung/Adaptation an die Situationen Vorbereitung auf den unerwarteten Situationswechsel Bereitstellung der notwendigen Informationen Benachrichtigung der Zuständigen Handlungs- / Entscheidungsvorschläge angepasst an die Situation
“Genericity – capability not to be too specific or typifying”
specific
particular
general
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Generic Tasks
atomic activities
indecomposable
Generic Mini Stories
reflect the relations between generic tasks
semantically logical units
dynamically chosen at runtime
Generic Workflows
operate on a set of directed generic graphs
current workflow can be derived fromgeneric workflow
SOCIO TECHNICAL
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Fallstudie: ExtremniederschlagWildbach – Hochwasser und Schlammlawine
*Quelle: INDYCO - Projekt
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Choreographie-Diagramm -für das Zusammenspiel der einzelnen Akteure
Fallstudie: ExtremniederschlagWildbach – Hochwasser und Schlammlawine
*Quelle: INDYCO - Projekt
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
*Quelle: INDYCO - Projekt
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
*Quelle: INDYCO - Projekt
![Page 12: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview](https://reader036.fdocument.pub/reader036/viewer/2022062607/604a76bb36992858432ce6ec/html5/thumbnails/12.jpg)
4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Fallstudie: ExtremniederschlagWildbach – Hochwasser und Schlammlawine
*Quelle: INDYCO - Projekt
Ministories für die einzelnen Schritte
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Server
Modelling
Component
Modelling
Component
Workflow Engine
Workflow
Component
Server
Situation
+
Overview
Component
Overview
Component
Mobile
ApplicationMiddleware – REST / JSON
Backend
WEB - Frontend
Control center
Local emergency
teams
Diagram
Conversion
Tool
sensorssensorssensors
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Situationsparameter
Historische Daten
Knowledge Base (Expertenwissen)
Ausführungsregeln
Prioritätsfunktion
Rückkopplung mit dem Entscheidungssystem
Situationserkennung CEP (Complex
Event Processing) Bayes Network
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
devices cloudnodes
local emergency teams,
sensors… control center
data analytics
StorageStorageStorage
Fog ComputingEdge Computing
datatransmitting
datapreparation /
evaluation
local analyticaltools
localinformation / coordination
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4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …
www.DataCampus.eu
Entscheidungsunterstützung im Katastrophenmanagement
Vielen Dank !