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The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
12015-12-9
**
The use of volunteered geographic information and spatial decision support systems for supporting decision-making in disaster management
Flávio E. A. Horita, MSc.PhD Student, LABES, ICMC, University of São PauloVisiting PhD Student, ERCIS, Münster University
Advisor: Prof. Dr. João Porto de AlbuquerqueSupervisor: Prof. Dr.-Ing. Bernd Hellingrath
project achievements
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
22015-12-9
• Introduction
• Research Design
• Research Achievements
AGENDA
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
32015-12-9
introductionResearch Areas
Disaster Management
Heterogeneous Data Sources
Spatial Decision Support Systems
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
42015-12-9
introductionResearch context
Brazil (before Münster) Computer Science Information Systems Decision Support System Data Collection esp. Collaborative Platforms and Wireless Sensor Network Missing.. Decision-makers’ tasks and requirements Horita, F. E. A. et al.. Development of a spatial decision support system for flood risk management in Brazil that combines volunteered geographic information with wireless sensor networks. Computers & Geosciences, 80, pp. 84-94, 2015. DOI:10.1016/j.cageo.2015.04.001.
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
52015-12-9
introductionResearch context
Brazil Computer Science Information Systems Decision Support System Data Collection esp. Collaborative Platforms and Wireless Sensor Network Missing.. Decision-makers’ tasks and requirements
Germany Humanitarian Logistics
Blecken’s Reference Task Model
Practitioners’ knowledge
Business Process Modelling BPMN (DMN afterwards)
Mobile Data Collection GDACSmobile
(before Münster)
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
62015-12-9
• Introduction
• Research Design
• Research Achievements
AGENDA
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
72015-12-9
MRQ: How can the integration of heterogeneous data sources contribute to the improvement of decision-making in disaster management?
SQ1: How can heterogeneous data sources be integrated in real-time?
SQ2: How can tasks and decisions be formally connected to data sources?
SQ3: How can decision-making in disaster management be improved by the formally connection of tasks and decisions to data sources?
Research DesignQuestions
SQ1
SQ2
SQ3
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
82015-12-9
VGI
Data SourceLayer
In-situ sensors
Rainfall gauge
Meteorol-ogical stations
IntegrationData Integration Layer
Application Layer
Visualization
SDSS
Business Layer
usessupports
links
uses
supports
supports
requests
supports
providesprovides
Integration
Visualizationuses
supports
supports
requests
supports
Decision-making Process
links
Research designConceptual framework
Horita, F. E. A.; Albuquerque, J. P. An Approach to Support Decision-Making in Disaster Management based on VGI and SDSS. In: 10th International ISCRAM Conference, Baden-Baden, Germany, 2013. p. 301-306.
Decision Support Server
O2
O3
O1
Global agencies (e.g. OCHA)
Local agencies (e.g. CEMADEN)
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
92015-12-9
Research designmethodology
Main Outcome Partial Outcome Inputs Validation
An approach which combines
information provided by
heterogeneous data sources in
near real-time and supports decisions
taken by emergency agencies in disasters
A method for matching tasks, information needed,
and data sources
A visualization approach for improving decision-making based on the
decision-makers’ requirements
An approach for integrating heterogeneous
data sources based on decision-makers’
requirements
Reference Task Model, Business
Process Modelling Notation
Visual Analytics, Software
Engineering, Design Science
Research
Process-Driven SOA
Development*, Ontologies, Micro Services**, Design Science Research
Instantiation using guiding scenario
Prototyping, Serious Games,
Case Studies
Prototyping, Case Studies
O1
* Process-Driven SOA Development [Juric & Gaur, 2009]** Microservice Architecture [Fowler, 2014]
O2
O3
SQ1
SQ2
SQ3
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
102015-12-9
• Introduction
• Research Design
• Research Achievements1. Research Definitions2. Interaction between decision-makers and data
collection3. Task-related information from social media 4. Observation-aware decision modelling and notation
AGENDA
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
112015-12-9
Doctoral Seminar
Research AchievementsProgress on the Research definitions
Activities: 1. Monitoring and Early
Warning 2. Humanitarian Logistics
Operations
Data Sources:1. Collaborative
Platforms2. Hard Sensors
Decision-makers:1. Local Agencies
(e.g. CEMADEN)2. Global Agencies
(e.g. OCHA)
SQ1 SQ2 SQ3
Disaster Management
Heterogeneous Data Sources
Spatial Decision Support Systems
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
122015-12-9
Research AchievementsInteraction between decision-makers and data collection
Clear understanding about the interaction between decision-makers and data collection
Connection of decision-makers’ tasks and decisions to information
Targeted data collection (Daniel’s work)
Data integration and information visualization (Flávio’s work)
1
2
3SQ1 SQ2 SQ3Worked on DFG-FAPESP proposal
Possible submission to ISCRAM ‘2016
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
132015-12-9
Problem Social media platforms (e.g. Twitter) can supply valuable information Difficult to identify relevant information in social media data and
integrate findings into decision-making
Research Question How can task-related information be identified in social media data and
linked back to tasks?
Results Reducing the gap between social media analysis and decision-making via
structured domain knowledge Keyword-based search improves social media analysis
Research AchievementsTask-related information from social media
---LINK, D. et al. (2015). A Method for Extracting Taskrelated Information from Social Media based on Structured Domain Knowledge. 21st Americas Conference on Information Systems (AMCIS). El Conquistador, Porto Rico.
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
142015-12-9
• Common standards for modelling of processes, decisions, observations
• Business Process Modelling Notation (BPMN) • Reference Task Model (RTM)• Observation & Measurements (O&M)• Decision Model and Notation (DMN)
• Information models
• Infrastructure and Resource Category Systems
Research AchievementsBasis for the Observation-aware decision modelling and notation
Source: (Blecken, 2010; OMG, 2013; OGC, 2013; OMG, 2014; Horita et al., 2014; Link and Hellingrath, 2014)
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
152015-12-9
Research AchievementsObservation-aware decision modelling and notation
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
162015-12-9
Research AchievementsApplication case in 2015 Nepal Earthquake
Airport Condition
Airport category table
1 Aircraft Slots Overall Capacity
2 Weight Limitations
Transportation Constraints
Airport category table
O Aircraft Slots Weight Limitations
Situation
1 Available < 100 MT Available
2 [101..200] Available
3 < 201 MT Limited
4 Limited < 100 MT Available
5 [101..200] Limited
6 < 201 MT Congested
7 None < 100 MT Congested
8 [101..200] Congested
9 < 201 MT Congested
1 2
3
4
5
6
7
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
172015-12-9
Understand the relation between tasks, decisions and information
Determine the impact of new (or lack) information on decisions and tasks
Support targeted data collection (using mobile or social media)
Support combination and data integration among decision support systems
i.e. OpenStreetMap provides the road network (e.g. roads of M ü nster) while Twitter reports the condition of the roads (e.g. Kolde-Ring is blocked)
Research AchievementsObservation-aware decision modelling and notation
SQ1HORITA, F. E. A. et al. (2016). oDMN: An Integrated Model to Connect Decision-Making Needs to Emerging Data Sources in Disaster Management. Accepted for HICSS 2016 – Hawaii International Conference on System Sciences. Kauai, Hawaii.
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
182015-12-9
Research AchievementsProgress so far
Main Outcome Partial Outcome Inputs Validation
An approach which combines
information provided by
heterogeneous data sources in
near real-time and supports decisions
taken by emergency agencies in disasters
A method for matching tasks, information needed,
and data sources
A visualization approach for improving decision-making based on the
decision-makers’ requirements
An approach for integrating heterogeneous
data sources based on decision-makers’
requirements
Reference Task Model, Business
Process Modelling Notation
Visual Analytics, Software
Engineering, Design Science
Research
Process-Driven SOA
Development*, Ontologies, Micro Services**, Design Science Research
Instantiation using guiding scenario
Prototyping, Serious Games,
Case Studies
Prototyping, Case Studies
O1
* Process-Driven SOA Development [Juric & Gaur, 2009]** Microservice Architecture [Fowler, 2014]
O2
O3
SQ1
SQ2
SQ3
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
192015-12-9
VGI
Data SourceLayer
In-situ sensors
Rainfall gauge
Meteorol-ogical stations
IntegrationData Integration Layer
Application Layer
Visualization
SDSS
Business Layer
usessupports
links
uses
supports
supports
requests
supports
providesprovides
Integration
Visualizationuses
supports
supports
requests
supports O2
O3
Decision-making Process
links
Research AchievementsProgress so far
Global agencies (e.g. OCHA)
Horita, F. E. A.; Albuquerque, J. P. An Approach to Support Decision-Making in Disaster Management based on VGI and SDSS. In: 10th International ISCRAM Conference, Baden-Baden, Germany, 2013. p. 301-306.
Decision Support Server
Decision Support Server
O1
Local agencies (e.g. CEMADEN)
The use of VGI and SDSS for supporting decision-making in disaster managementFlávio E. A. Horita, MSc.
202015-12-9
The use of volunteered geographic information and spatial decision support systems for supporting decision-making in disaster management
Flávio E. A. Horita, MSc.PhD Student, LABES, ICMC, University of São PauloVisiting PhD Student, ERCIS, Münster [email protected] | [email protected]
Advisor: Prof. Dr. João Porto de AlbuquerqueSupervisor: Prof. Dr.-Ing. Bernd Hellingrath