| Literature DB >> 32287412 |
Magiswary Dorasamy1, Murali Raman2, Maniam Kaliannan3.
Abstract
Humans are increasingly being challenged with numerous forms of man-made and natural emergency situations. Emergencies cannot be prevented, but they can be better managed. The successful management of emergency situations requires proper planning, guided response, and well-coordinated efforts across the emergency management life cycle. Literature suggests that emergency management efforts benefit from well-integrated knowledge-based emergency management information systems (EMIS). This study presents a systematic review of papers pertaining to the application of knowledge-driven systems in support of emergency management that have been published in the last two decades. Our review presents two major findings. First, only limited work has been done in three EMIS-knowledge management system (KMS) subdomains: (i) definition, (ii) use, and (iii) methods. Second, only limited research has been done in embedding roles in KM systems. We highlight role alignment to the 12 fundamental roles, as called for by Turoff et al. (2004), in the context of creating dynamic systems in aid of emergency management efforts. We believe that these two findings warrant the attention of the research community.Entities:
Keywords: Disaster; Emergency management; Forecasting; Information systems; Knowledge management systems; Roles
Year: 2013 PMID: 32287412 PMCID: PMC7111854 DOI: 10.1016/j.techfore.2012.12.008
Source DB: PubMed Journal: Technol Forecast Soc Change ISSN: 0040-1625
Fig. 1Inclusion and exclusion for the systematic review.
Focus categories and component title keywords used in construction of KMS disaster related articles.
| Focus Category | |||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 |
| KM | KMS | Disaster | Emergency | Knowledge Management System | Knowledge Management System |
Note: Keyword sets 1–4 were searched to highlight the research gap in KMS for disaster.
Search result by online database for KMS & Disaster.
| Focus Category (No. of Papers) | ||||
|---|---|---|---|---|
| Online Database | Disaster | Emergency | KMS + Disaster | KMS + Emergency |
| AISeL | 2050 | 2993 | 14 (0.7%) | 11 (0.4%) |
| Emerald | 5704 | 6205 | 287 (5%) | 283 (5%) |
Note: The percentage for KMS + disaster is based on total result for keyword ‘disaster’ and for KMS + emergency is based on total result for keyword ‘emergency’.
Summary of search results.
| Results by Search | Unit of Analysis (Selected Papers) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Knowledge Management (KM) | Knowledge Mangement Systems (KMS) | Disaster | Emergency | KMS + Disaster | KMS + Emergency | ||||
| No. | Journals | Online Database | |||||||
| 1 | JITTA | AISeL | 33 | 10 | 15 | 0 | 0 | 0 | 6 |
| 2 | MISQ | AISeL | 72 | 21 | 6 | 6 | 0 | 0 | 1 |
| 3 | ISJ | AISeL | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | CAIS | AISeL | 65 | 48 | 66 | 77 | 2 | 1 | 0 |
| 5 | JAIS | AISeL | 41 | 10 | 14 | 10 | 1 | 0 | 0 |
| 6 | PAJAIS | AISeL | 14 | 1 | 2 | 1 | 0 | 0 | 0 |
| 7 | IJISCRAM | InfoSci | 15 | 1 | 20 | 22 | 1 | 1 | 48 |
| 8 | TFSC | ScienceDirect | 115 | 13 | 150 | 85 | 7 | 5 | 2 |
| 9 | DMR | ScienceDirect | 1 | 0 | 261 | 209 | 0 | 0 | 0 |
| 10 | DPM | Emerald | 3345 | 9 | 1728 | 984 | 4 | 4 | 8 |
| 11 | JEIM | Emerald | 4299 | 267 | 14 | 16 | 0 | 1 | 1 |
| Conferences | |||||||||
| 1 | AMCIS | AISeL | 168 | 286 | 176 | 224 | 4 | 4 | 4 |
| 2 | ICIS | AISeL | 240 | 85 | 47 | 54 | 2 | 4 | 2 |
| 3 | ISCRAM (2011 Full Papers) | 32 | 31 | ||||||
| 4 | HICSS (All papers in 1994–2011) | 30 | 18 | ||||||
| Special Issues | Journal Name | ||||||||
| 1 | Special Issue on Disaster | Disaster Prevention and Management | 1 | 1 | |||||
| 2 | Special issue on Advances in Multi-Agency Disaster | IS Frontiers | 5 | 5 | |||||
| 3 | Special Issue on Sensors for Disaster and Emergency Management Decision Making | Sensors | 3 | 3 | |||||
| 4 | Special Issue on Disaster Risk Reduction and Sustainable Development | Sustainability | 1 | 1 | |||||
| 5 | Special Issue on Emergency Management Systems | International Journal of Intelligent Control and Systems | 9 | 9 | |||||
| Dissertation | |||||||||
| 1 | FIU Electronic Theses and Dissertations | AISeL | 1 | 1 | |||||
| 8408 | 751 | 2499 | 1688 | 103 | 20 | ||||
Fig. 2Extraction Process.
Fraction of papers within KM and KMS total papers.
| KM Papers (Total = 8408) | KMS Papers (Total = 751) | ||
|---|---|---|---|
| Units | % | % | |
| KMS + Disaster | 103 | 1% | 14% |
| KMS + Emergency | 20 | 0.2% | 3% |
| KMS | 751 | 9% | – |
Fig. 3Percentage of papers within the selected categories.
Summary of all papers of Applied-KMS for Disaster.
| No. | Ref. No. | Authors (Year) | System developed by Author | Name of the EMIS | Description | Emergency Management Focus | Method |
|---|---|---|---|---|---|---|---|
| 1 | Aedo et al. (2006) | 0 | ARCE | Web-emergency MIS | Web based system | Model based | |
| 2 | Aziz et al. (2009) | 1 | RFID | Building assessment system | response and recovery | Scenario-based | |
| 3 | Bas Linse et al. (2011) | 0 | iTask system | Workflow management systems | Search and Rescue | Case study | |
| 4 | Ben Saoud et al. (2006) | 1 | SimGenis | Agentbased simulation | Rescue plans | Field test | |
| 5 | Bharosa & Janssen (2010) | 1 | CEDRIC | Web-application for information sharing | Crisis response | Case study | |
| 6 | Bond et al. (2008) | 1 | PPMS + RT | GPS Based Monitoring System | Prevention,Preparedness | Unclear | |
| 7 | Büscher et al. (2009) | 1 | Overview | PalCom-enabled system | Virtual Teamwork | Experiment based | |
| 8 | Campbell, B. (2011) | 1 | Virtual globe | Role playing games | Hospital Evacuation | Case study | |
| 9 | Canós et al. (2011) | 1 | ShyWiki | Hypertext spatial media | Emergency Response | Case study | |
| 10 | Caragea et al. (2011) | 1 | EMERSE | Emergency Response | Emergency Response | Experiment based | |
| 11 | Catarci et al. (2011) | 1 | WORKPAD | Process Management System | Emergency Response | Lab test | |
| 12 | Chen & Dahanayake (2009) | 1 | PMISRS | Personalized Multidisciplinary Information Seeking and Retrieval | Emergency Response | Service-Oriented | |
| 13 | Chen, A. et al. (2011) | 1 | Integrated components | RFID tags over mobile devices | During disaster | Field test | |
| 14 | Chiu et al. (2010) | 1 | DNRAS | Notification and Resource Allocation | Notification | Case study, Design | |
| 15 | Dalal et al. (2011) | 1 | ExpertLens | Distribution group decision support | Communication | Delphi method | |
| 16 | Danielsen & Chabada (2010) | 0 | Second Life™ | 3D multi user virtual environments | Evacuation, Training | Case study | |
| 17 | Dilmaghani & Rao (2007) | 1 | RESCUE | Wireless Ad hoc mesh network | Communication | Field test | |
| 18 | Fedorowicz & Gogan (2010) | 0 | BioSense | Detection tool for bio-terror attacks | Bio-terror surveillance | Case Study | |
| 19 | Fernández et al. (2008) | 1 | vEOC using VRML97 | Collaborative multi-user | emergency response systems | Prototyping | |
| 20 | French et al. (2009) | 0 | ThinkTank | GroupThinks | Collaboration | Experiment based | |
| 21 | Fruhling et al. (2006) | 0 | STATPack | Support Distributed laboratories | Preparedness | Action research | |
| 22 | Goulart, A. (2010) | 0 | Next Generation-9-1-1 | Real-world systems, spatial databases | Emergency call | Experiment based | |
| 23 | Howe, A.W. (2011) | 0 | Social media | Collaboration system | Collaboration | Action Research | |
| 24 | Kamill Panitzek et al. (2011) | 0 | MIT Roofnet | Access Points of Wireless Mesh | Communication | Case study | |
| 25 | Majchrzak et al. (2011) | 1 | TN | Geographically enabled DSS | Traumatized Patients | Design Science | |
| 26 | Marrella et al. (2011) | 1 | WORKPAD | Process Management System | Response | Lab test | |
| 27 | McCarthy et al. (2008) | 1 | Expert Systems | Spartial DSS, Expert systems | Monitoring and Detection | Experiment based | |
| 28 | McGuirl et al. (2009) | 1 | Imaging | UAV | Incident Command Center | Field test | |
| 29 | Muhren et al. (2009) | 0 | MS Groove | A peer to peer software system | Humanitarian response | Case study | |
| 30 | Murphy & Jennex (2006) | 0 | PeopleFinder, ShelterFinder | Emergency systems | Crisis Response | Case Study | |
| 31 | Netten et al. (2006) | 0 | TAID | Task-Adaptive Information Distributor | Dynamic Collaborative | Experiment based | |
| 32 | Plotnick et al. (2008) | 1 | Wiki | E-communication and collaboration | Response | Case study | |
| 33 | Prasanna et al. (2011) | 1 | Prototype | Prototype for Situation Awareness | Fire Response | Prototyping | |
| 34 | Raman et al. (2010) | 1 | TikiWiki | Wiki-based KMS | Emergency Response | Action research | |
| 35 | Schoenharl et al. (2006) | 1 | WIPER | Wireless Phone-based | Emergency Response | Not clear | |
| 36 | Shaluf & Ahamadun (2006) | 1 | TEES | Expert system using xCLIPS | Decision Support | Mixed Method | |
| 37 | Smirnov, A. (2011) | 1 | DSS | Knowledge-based Intelligent DSS | Coordination | Case study | |
| 38 | Stojmenovic et al. (2011) | 1 | Prototype | Decision Support Systems | Decision Support | Prototyping | |
| 39 | Tatomir et al. (2006) | 1 | Prototype | Mobile AdHoc Network | Medical Coordination | Prototyping | |
| 40 | Tecuci et al. (2007) | 1 | Disciple-VPT | A library of virtual planning experts | Training | Field test | |
| 41 | Thomas et al. (2009) | 1 | EVResponse | GIS-based response management | Notification | Design science | |
| 42 | Toomey et al. (2009) | 0 | Geospatial tools | Geospatial tools | Emergency Management | Action research | |
| 43 | Trancoso et al. (2011) | 0 | OS | Integrated Operational System | Early warning system | Case study | |
| 44 | Turoff et al. (1993) | 0 | EMISARI | Distributed group support systems | Decision Support | Case study | |
| 45 | Turoff et al. (2004) | 1 | DERMIS | Emergency response system | Decision Support | Delphi method | |
| 46 | Turoff et al. (2006) | 1 | CRISIS game | Computer Mediated Communication System | Emergency Preparedness | Field test | |
| 47 | Wickler et al. (2011) | 1 | VCE | Virtual Collaboration Environment | Community Response | Experiment based | |
| 48 | Wickler et al. (2006) | 1 | OpenCVE.net | Virtual Collaboration Environment | Collaboration | Experiment based | |
| 49 | Xue & Liang (2004) | 0 | PHEIS | Public health emergency information system (PHEIS) in | Emergency Response | Case study | |
| 50 | Yang et al., (2009) | 1 | SafetyNET | Short and long range wireless communication using sensor | Emergency Response | Experiment based | |
| 51 | Yao et al. (2005) | 1 | Webboard | Virtual group decision | Emergency Preparedness | Case study |
Source of Papers by Country.
| Country | Frequency | Percentage |
|---|---|---|
| USA | 23 | 45% |
| Netherlands | 5 | 10% |
| UK | 5 | 10% |
| Canada | 3 | 6% |
| Spain | 2 | 4% |
| Malaysia | 2 | 4% |
| Italy | 2 | 4% |
| Denmark | 2 | 4% |
| Portugal | 1 | 2% |
| Tunisia | 1 | 2% |
| Russia | 1 | 2% |
| Romania | 1 | 2% |
| Germany | 1 | 2% |
| Norway | 1 | 2% |
| Hong Kong | 1 | 2% |
| Total | 51 | 100% |
Source of Papers by Published Year.
| Years | Frequency | Percentage |
|---|---|---|
| 2011 | 16 | 31% |
| 2010 | 6 | 12% |
| 2009 | 9 | 18% |
| 2008 | 4 | 8% |
| 2007 | 2 | 4% |
| 2006 | 10 | 20% |
| 2005 | 1 | 2% |
| 2004 | 2 | 4% |
| 1993 | 1 | 2% |
| Total | 51 | 100% |
Source of Papers by Journal/Conference/Special issues.
| Source | Frequency | Percentage |
|---|---|---|
| IJISCRAM | 14 | 27% |
| Special issue (4 journal issues) | 12 | 24% |
| ISCRAM (Conf) | 8 | 16% |
| HICSS | 8 | 16% |
| JITTA | 4 | 8% |
| AMCIS | 2 | 4% |
| TFSC | 1 | 2% |
| DPM | 1 | 2% |
| MISQ | 1 | 2% |
| Total | 51 | 100% |
Fig. 4Categories of applied KM systems.
Explicit indication of KMS concept in the applied-KMS for disaster papers.
| Units | Percentage | ||
|---|---|---|---|
| Indicated KMS Concept explicitly | Yes | 19 | 37% |
| No | 32 | 63% | |
| Total | 51 | 100% | |
KMS tools.
| Gupta & Sharma (2003) | Alavi & Liedner (2001) | Liao (2003) |
|---|---|---|
| 1. Expert systems | 1. Browser | 1. KM Framework |
Plot of KMS tools used by authors.
| KMS Tools | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Authors (year) | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 (NC) | |
| 1 | Aedo et al. (2006) | X | |||||||||||||||||
| 2 | Aziz et al. (2009) | X | |||||||||||||||||
| 3 | Bas et al. (2011) | X | |||||||||||||||||
| 4 | Ben Saoud et al. (2006) | X | X | ||||||||||||||||
| 5 | Bharosa & Janssen (2010) | X | |||||||||||||||||
| 6 | Bond et al. (2008) | X | |||||||||||||||||
| 7 | Büscher et al. (2009) | X | X | ||||||||||||||||
| 8 | Campbell, B. (2011) | X | X | ||||||||||||||||
| 9 | Canós et al. (2011) | X | X | ||||||||||||||||
| 10 | Caragea et al. (2011) | X | |||||||||||||||||
| 11 | Catarci et al. (2011) | X | X | ||||||||||||||||
| 12 | Chen & Dahanayake (2009) | X | |||||||||||||||||
| 13 | Chen, A. (2011) | X | |||||||||||||||||
| 14 | Chiu et al. (2010) | X | |||||||||||||||||
| 15 | Dalal et al. (2011) | X | |||||||||||||||||
| 16 | Danielsen & Chabada (2010) | X | |||||||||||||||||
| 17 | Dilmaghani & Rao (2007) | X | |||||||||||||||||
| 18 | Fedorowicz & Gogan (2010) | X | |||||||||||||||||
| 19 | Fernández et al. (2008) | X | X | ||||||||||||||||
| 20 | French et al. (2009) | X | |||||||||||||||||
| 21 | Fruhling et al. (2006) | X | |||||||||||||||||
| 22 | Goulart, A. (2010) | X | |||||||||||||||||
| 23 | Howe, A.W. (2011) | X | |||||||||||||||||
| 24 | Kamill et al. (2011) | X | |||||||||||||||||
| 25 | Majchrzak et al. (2011) | X | |||||||||||||||||
| 26 | Marrella et al. (2011) | X | |||||||||||||||||
| 27 | McCarthy et al. (2008) | X | X | X | |||||||||||||||
| 28 | McGuirl et al. (2009) | X | |||||||||||||||||
| 29 | Muhren et al. (2009) | X | |||||||||||||||||
| 30 | Murphy & Jennex (2006) | X | |||||||||||||||||
| 31 | Netten et al. (2006) | X | X | ||||||||||||||||
| 32 | Plotnick et al. (2008) | X | |||||||||||||||||
| 33 | Prasanna et al. (2011) | X | |||||||||||||||||
| 34 | Raman et al. (2010) | X | X | ||||||||||||||||
| 35 | Schoenharl et al. (2006) | X | X | X | |||||||||||||||
| 36 | Shaluf & Ahamadun (2006) | X | |||||||||||||||||
| 37 | Smirnov, A. (2011) | X | X | ||||||||||||||||
| 38 | Stojmenovic et al. (2011) | X | |||||||||||||||||
| 39 | Tatomir et al. (2006) | X | |||||||||||||||||
| 40 | Tecuci et al. (2007) | X | |||||||||||||||||
| 41 | Thomas et al. (2009) | X | X | X | |||||||||||||||
| 42 | Toomey et al. (2009) | X | X | ||||||||||||||||
| 43 | Trancoso et al. (2011) | X | X | ||||||||||||||||
| 44 | Turoff et al. (1993) | X | X | ||||||||||||||||
| 45 | Turoff et al. (2004) | X | |||||||||||||||||
| 46 | Turoff et al. (2006) | X | |||||||||||||||||
| 47 | Wickler et al. (2011) | X | X | ||||||||||||||||
| 48 | Wickler et al. (2006) | X | |||||||||||||||||
| 49 | Xue & Liang (2004) | X | |||||||||||||||||
| 50 | Yang et al., (2009) | X | |||||||||||||||||
| 51 | Yao et al. (2005) | X | X | X | |||||||||||||||
| Total | 3 | 9 | 0 | 2 | 0 | 1 | 1 | 1 | 1 | 3 | 5 | 11 | 12 | 7 | 2 | 3 | 9 | 2 | |
Frequency and percentage of KMS tools used by authors.
| No | KMS Tools | Counts | Percentage from total (51 papers) |
|---|---|---|---|
| 1 | AI/Expert Systems/ES/KBMS/Agent-based systems | 3 | 6% |
| 2 | Distributed Hypertext Systems/Browser/Pervasive Computing | 9 | 18% |
| 3 | Document Management Systems/Metadata | 0 | 0% |
| 4 | GIS | 2 | 4% |
| 5 | Help Desk Technology | 0 | 0% |
| 6 | Intranets | 1 | 2% |
| 7 | Concept mapping | 1 | 2% |
| 8 | Semantic Networks | 1 | 2% |
| 9 | Information modeling | 1 | 2% |
| 10 | RDBMS/OODB/Data Mining | 3 | 6% |
| 11 | Social Media/Web 2.0 | 5 | 10% |
| 12 | Decision Support Systems/GDSS | 11 | 22% |
| 13 | Simulation Tools | 12 | 24% |
| 14 | Groupware/CSWG | 7 | 14% |
| 15 | GIS | 2 | 4% |
| 16 | Workflow system | 3 | 6% |
| 17 | Sensors/wireless sensor network/RFID/Mobile System | 9 | 18% |
| 18 | Not Clear (NC) | 2 | 4% |
Fig. 5KMS tools used by authors.
KM dimensions.
| No. | Authors (Year) | Description of the System | KM Categories based on Holsaple & Joshi (2004) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| KM Resources | KM Influences | KM Processes | Knowledge-base | |||||||
| Knowledge Creation | Knowledge Acquistion | Knowledge Sharing | Knowledge Evolution | Knowledge Transfer | ||||||
| 1 | Smirnov, A. (2011) | Knowledge-based Intelligent DSS | X | X | ||||||
| 2 | Fruhling et al. (2006) | Support Distributed laboratories | X | |||||||
| 3 | Caragea et al. (2011) | Enhanced Messaging for the Emergency Response Sector | X | X | ||||||
| 4 | Chiu et al. (2010) | Notification and Resource Allocation | X | |||||||
| 5 | Tecuci et al. (2007) | A library of virtual planning experts | X | |||||||
| 6 | Shaluf & Ahamadun (2006) | Expert system using xCLIPS | X | X | X | |||||
| 7 | Fernández et al. (2008) | Collaborative multi-user online app | X | |||||||
| 8 | Fedorowicz & Gogan (2010) | Detection tool for bio-terror attacks | X | |||||||
| 9 | Canós et al. (2011) | Hypertext spatial media | X | |||||||
| 10 | Yang et al., (2009) | Short and long range wireless communication using sensor network | X | X | ||||||
| 11 | Thomas et al. (2009) | GIS-based response management | X | X | ||||||
| 12 | Raman et al. (2010) | Wiki-based KMS | X | X | ||||||
| 13 | Turoff et al. (2004) | Emergency response system | X | X | X | X | X | |||
| 14 | Turoff et al. (2006) Computer Mediated Communication System | |||||||||
| 15 | Bharosa & Janssen (2010) | Web-application for information sharing | X | X | X | X | ||||
| 16 | Murphy & Jennex (2006) | Emergency systems | X | X | ||||||
| 17 | Wickler et al. (2006) | Virtual Collaboration Environment | X | |||||||
| 18 | Xue & Liang (2004) | Public health emergency information system (PHEIS) in China | X | |||||||
| 19 | Muhren et al. (2009) | Peer to peer software system:MS Groove | X | X | X | |||||
| Frequency | 8 | 2 | 4 | 4 | 8 | 1 | 2 | 6 | ||
Methods used.
| No. | Methods Used | Frequency | Percentage |
|---|---|---|---|
| 1 | Model based | 1 | 2% |
| 2 | Scenario-based | 1 | 2% |
| 3 | Case study | 13 | 25% |
| 4 | Field test | 6 | 12% |
| 5 | Unclear | 1 | 2% |
| 6 | Experiment based | 9 | 18% |
| 7 | Lab test | 2 | 4% |
| 8 | Service-Oriented | 1 | 2% |
| 9 | Field trials | 6 | 12% |
| 10 | Delphi method | 2 | 4% |
| 11 | Prototyping | 3 | 6% |
| 12 | Action research | 4 | 8% |
| 13 | Design Science | 1 | 2% |
| 14 | Mixed Method | 1 | 2% |
| Total | 51 | 100% | |
Fig. 6Overall number of papers that includes ‘Roles’ for EMIS design in Applied-KMS for Disaster.
Plot of 22 Applied-KMS for disaster papers that indicated any of the 12 Fundamental roles.
| 12 Fundamental roles in EM (Turoff et al., 2004, pg. 15–17) | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | ||
| No | Authors | Request resources: People & Things | Allocate, delay, or deny resources | Report and update situation | Analyze situation | Edit, organize, and summarize information | Maintain resources (logistics) | Acquire more or new resources | Oversight review, consult, advise | Alert all with a need to know | Assign roles and responsibilities when needed | Coordinate among different resource area | Priority and strategy setting (e.g., command and control) |
| 1 | Smirnov, A. (2011) | ||||||||||||
| 2 | Fruhling et al. (2006) | ||||||||||||
| 3 | Howe, A.W. (2011) | ||||||||||||
| 4 | Campbell, B. (2011) | ||||||||||||
| 5 | Caragea et al. (2011) | ||||||||||||
| 6 | Chiu et al. (2010) | ||||||||||||
| 7 | Aedo et al. (2006) | ||||||||||||
| 8 | Shaluf & Ahamadun (2006) | ||||||||||||
| 9 | Fernández et al. (2008) | ||||||||||||
| 10 | Fedorowicz & Gogan (2010) | ||||||||||||
| 11 | Yang et al., (2009) | ||||||||||||
| 12 | Plotnick et al. (2008) | ||||||||||||
| 13 | Marrella et al. (2011) | ||||||||||||
| 14 | Turoff et al. (2004) | ||||||||||||
| 15 | Ben Saoud et al. (2006) | ||||||||||||
| 16 | Netten et al. (2006) | ||||||||||||
| 17 | Bharosa & Janssen (2010) | ||||||||||||
| 18 | Chen & Dahanayake (2009) | ||||||||||||
| 19 | Prasanna et al. (2011) | ||||||||||||
| 20 | Majchrzak et al. (2011) | ||||||||||||
| 21 | Murphy & Jennex (2006) | ||||||||||||
| 22 | Muhren et al. (2009) | ||||||||||||
Fig. 7KMS Design Decisions for Disaster Management.
Source: Adapted from [109], [111].