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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-Frick HAW Hamburg 5 th KnowHow Meeting … Hotel Hafen Hamburg … 29 Aug 2019 Data Mining/Science … Visualization … Analyzes … Artifical Intelligence … Machine Learning www.DataCampus.eu

th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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Page 1: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 2: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 4: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 6: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 8: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 9: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 10: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …

www.DataCampus.eu

Entscheidungsunterstützung im Katastrophenmanagement

*Quelle: INDYCO - Projekt

Page 11: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

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

Page 13: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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

Page 14: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …

www.DataCampus.eu

Entscheidungsunterstützung im Katastrophenmanagement

Page 15: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …

www.DataCampus.eu

Entscheidungsunterstützung im Katastrophenmanagement

Page 16: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

4th KnowHow-Meeting (28 Aug 2019 Hotel Hafen Hamburg) - in collaboration with …

www.DataCampus.eu

Entscheidungsunterstützung im Katastrophenmanagement

Page 17: th KnowHow Visualization Analyzes Machine Learning www ......traffic organization information gathering inspection of affected area ... Workflow Component Server Situation + Overview

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 !