Knowledge sharing in Web-based collaborative multicriteria spatial decision analysis: An ontology-based multi-agent approach

Abstract The Web-based Multicriteria Spatial Decision Support Systems (MC-SDSS) enhance the collaborative/participatory spatial decision making by providing the relevant GIS-based MCDA (Multicriteria Decision Analysis) tools for active participation/collaboration. Typically, regular/novice decision makers need to acquire knowledge from expert decision makers in a participatory decision making process. Over the last decade or so, significant research efforts have been made to use Web-based GIS-MCDA tools for collaborative spatial decision making. However, these efforts as the collaborative decision making tools lack a knowledge sharing mechanism or framework that allow for exchange and sharing of decision knowledge between decision makers (decision makers' agents). In the case of providing knowledge sharing capabilities by these tools, exchange of decision knowledge relies on decision makers' common sense to manually interpret the meanings of each other's knowledge and use the right ones. To address these limitations, this study proposes an ontology-based multi-agents approach for knowledge sharing in a collaborative MC-SDSS. The decision makers' agents committed to the ontology can interoperate and exchange decision knowledge with intended and unambiguous meanings.

[1]  Guoliang Fan,et al.  A web-based GIS Decision Support System for managing and planning USDA's Conservation Reserve Program (CRP) , 2007, Environ. Model. Softw..

[2]  Suzana Dragicevic,et al.  A Web GIS collaborative framework to structure and manage distributed planning processes , 2004, J. Geogr. Syst..

[3]  May Yuan,et al.  An ontology-enabled framework for a geospatial problem-solving environment , 2013, Comput. Environ. Urban Syst..

[4]  Robert M. Davison,et al.  Using interactive systems for knowledge sharing: The impact of individual contextual preferences in China , 2016, Inf. Manag..

[5]  Xinyue Ye,et al.  A group-based spatial decision support system for wind farm site selection in Northwest Ohio , 2013 .

[6]  Dagmar Haase,et al.  Towards a flood risk assessment ontology - Knowledge integration into a multi-criteria risk assessment approach , 2013, Comput. Environ. Urban Syst..

[7]  Mei-Po Kwan,et al.  Location-based service using ontology-based semantic queries: A study with a focus on indoor activities in a university context , 2017, Comput. Environ. Urban Syst..

[8]  Michelle C. Hamilton,et al.  Web-based geospatial multiple criteria decision analysis using open software and standards , 2016, Int. J. Geogr. Inf. Sci..

[9]  Ana Simão,et al.  Web-based Gis for Collaborative Planning and Public Participation: an Application to the Strategic Planning of Wind Farm Sites Keywords: Spatial Planning Collaborative Planning Wind Energy Multi-criteria Spatial Decision Support System (mc-sdss) Argumentation Map Learning Environment World Wide Web , 2022 .

[10]  Heiner Stuckenschmidt,et al.  Ontology-Based Integration of Information - A Survey of Existing Approaches , 2001, OIS@IJCAI.

[11]  Mohammadreza Jelokhani-Niaraki,et al.  The decision task complexity and information acquisition strategies in GIS-MCDA , 2015, Int. J. Geogr. Inf. Sci..

[12]  Zuhair Bandar,et al.  Sentence similarity based on semantic nets and corpus statistics , 2006, IEEE Transactions on Knowledge and Data Engineering.

[13]  Marinos Kavouras Understanding and Modelling Spatial Change , 2001 .

[14]  Majeed Pooyandeh,et al.  A spatial web/agent-based model to support stakeholders' negotiation regarding land development. , 2013, Journal of environmental management.

[15]  Jacek Malczewski,et al.  Web-PPGIS Usability and Public Engagement: A Case Study in Canmore, Alberta, Canada , 2010 .

[16]  Pece V. Gorsevski,et al.  An ontology-based framework for extracting spatio-temporal influenza data using Twitter , 2019, Int. J. Digit. Earth.

[17]  Seyed Kazem Alavipanah,et al.  Developing a Web-Based Collaborative Spatioal Decsion Support System Based on User-Centered Spatial Alternatives (Case Study: Public Toilet of District #1 of Mashhad) , 2016 .

[18]  Yun Chen,et al.  The spatial framework for weight sensitivity analysis in AHP-based multi-criteria decision making , 2013, Environ. Model. Softw..

[19]  Wei Chen Developing a Framework for Geographic Question Answering Systems Using GIS, Natural Language Processing, Machine Learning, and Ontologies , 2014 .

[20]  Mathias Niepert,et al.  From encyclopedia to ontology: toward dynamic representation of the discipline of philosophy , 2011, Synthese.

[21]  Luis C. Dias,et al.  Web-based Multi-criteria Spatial Decision Support System for the Assessment of Environmental Sustainability of Dairy Farms , 2017 .

[22]  E. Bonari,et al.  Mapping local spatial knowledge in the assessment of agricultural systems: A case study on the provision of agricultural services , 2013 .

[23]  Abdelmajid Ben Hamadou,et al.  Ontology-based approach for measuring semantic similarity , 2014, Eng. Appl. Artif. Intell..

[24]  Jacek Malczewski,et al.  ParticipatoryGIS: A Web-Based Collaborative GIS and Multicriteria Decision Analysis , 2010 .

[25]  Roberto Navigli,et al.  From senses to texts: An all-in-one graph-based approach for measuring semantic similarity , 2015, Artif. Intell..

[26]  Isabelle Bloch,et al.  Fuzzy spatial relation ontology for image interpretation , 2008, Fuzzy Sets Syst..

[27]  Soo-Mi Choi,et al.  Semantic interoperability of GIS and MCDA tools for environmental assessment and decision making , 2018, Environ. Model. Softw..

[28]  Thomas J. Lampoltshammer,et al.  Natural Language Processing in Geographic Information Systems - Some Trends and Open Issues - , 2012 .

[29]  Xiao Hua Chen,et al.  A WordNet-based semantic similarity measurement combining edge-counting and information content theory , 2015, Eng. Appl. Artif. Intell..

[30]  Hui Wei,et al.  A knowledge-based problem solving method in GIS application , 2011, Knowl. Based Syst..

[31]  Maryam Kordi,et al.  Effects of increasing fuzziness on analytic hierarchy process for spatial multicriteria decision analysis , 2012, Comput. Environ. Urban Syst..

[32]  Pece V. Gorsevski,et al.  A web-based participatory GIS (PGIS) for offshore wind farm suitability within Lake Erie, Ohio , 2015 .

[33]  Peter H. Gray,et al.  Knowledge sourcing methods , 2006, Inf. Manag..

[34]  Cornelia S. Große,et al.  Online collaborative learning in dyads: Effects of knowledge distribution and awareness , 2016, Comput. Hum. Behav..

[35]  Arika Ligmann-Zielinska,et al.  Choice Modeler: A Web-based Spatial Multiple Criteria Evaluation Tool , 2008, Trans. GIS.

[36]  Omar Abou Khaled,et al.  Interweaving knowledge management, argumentation and decision making in a collaborative setting: the KAD ontology model , 2005, Int. J. Knowl. Learn..

[37]  Arnold K. Bregt,et al.  The social side of spatial decision support systems: Investigating knowledge integration and learning , 2017 .

[38]  Jazi Eko Istiyanto,et al.  Enhancing Participation Process in Public Decision Making with MCDA and Trust Modeling , 2011 .

[39]  J. Malczewski,et al.  A group multicriteria spatial decision support system for parking site selection problem: A case study , 2015 .

[40]  Xueying Zhang,et al.  Interpreting the Fuzzy Semantics of Natural-Language Spatial Relation Terms with the Fuzzy Random Forest Algorithm , 2018, ISPRS Int. J. Geo Inf..

[41]  Jalel Akaichi,et al.  Ontology-based modeling and querying of trajectory data , 2017, Data Knowl. Eng..

[42]  Pieter van der Zaag,et al.  AgriSuit: A web-based GIS-MCDA framework for agricultural land suitability assessment , 2016, Comput. Electron. Agric..

[43]  Silvana Castano,et al.  H-MATCH: an Algorithm for Dynamically Matching Ontologies in Peer-based Systems , 2003, SWDB.

[44]  Rafael Dueire Lins,et al.  Assessing sentence similarity through lexical, syntactic and semantic analysis , 2016, Comput. Speech Lang..

[45]  Alejandra Cechich,et al.  Ontology-driven geographic information integration: A survey of current approaches , 2009, Comput. Geosci..

[46]  Z. Paydar,et al.  Evaluation of potential irrigation expansion using a spatial fuzzy multi-criteria decision framework , 2012, Environ. Model. Softw..

[47]  Enrique Herrera-Viedma,et al.  Creating knowledge databases for storing and sharing people knowledge automatically using group decision making and fuzzy ontologies , 2016, Inf. Sci..

[48]  Roy Rada,et al.  Development and application of a metric on semantic nets , 1989, IEEE Trans. Syst. Man Cybern..

[49]  Ricardo Colomo Palacios,et al.  SABUMO: Towards a collaborative and semantic framework for knowledge sharing , 2012, Expert Syst. Appl..

[50]  A. Zhu,et al.  An expert knowledge-based approach to landslide susceptibility mapping using GIS and fuzzy logic , 2014 .

[51]  Reza Hosnavi,et al.  Urban vulnerability under various blast loading scenarios: Analysis using GIS-based multi-criteria decision analysis techniques , 2018 .

[52]  Raffaele Giordano,et al.  A fuzzy GIS-based system to integrate local and technical knowledge in soil salinity monitoring , 2012, Environ. Model. Softw..

[53]  Ron Janssen,et al.  Spatial decision support for collaborative land use planning workshops , 2012 .

[54]  Carlos Granell,et al.  An assessment of Public Participation GIS and Web 2.0 technologies in urban planning practice in Canela, Brazil , 2010 .

[55]  Vladan Devedzic,et al.  Model Driven Engineering and Ontology Development (2. ed.) , 2009 .

[56]  G. Brent Hall,et al.  Internet-Based Spatial Decision Support Using Open Source Tools , 2008 .

[57]  Mohammadreza Jelokhani-Niaraki,et al.  Web 2.0-based Collaborative Multicriteria Spatial Decision Support System: A Case Study of Human-Computer Interaction Patterns , 2013 .

[58]  Rafael Dueire Lins,et al.  A New Sentence Similarity Method Based on a Three-Layer Sentence Representation , 2014, 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT).

[59]  Jacek Malczewski,et al.  A User-centered Multicriteria Spatial Decision Analysis Model for Participatory Decision Making : An Ontology-based Approach , 2012 .

[60]  Burcu Akinci,et al.  An ontological engineering approach for integrating CAD and GIS in support of infrastructure management , 2006, Adv. Eng. Informatics.

[61]  Richard Kingston,et al.  Democratic input into the nuclear waste disposal problem: The influence of geographical data on decision making examined through a Web-based GIS , 2004, J. Geogr. Syst..

[62]  T. Nyerges,et al.  Geographic information systems for group decision making : towards a participatory, geographic information science , 2001 .

[63]  Luis Martínez-López,et al.  COMAS: A consensus multi-agent based system , 2010, 2010 10th International Conference on Intelligent Systems Design and Applications.

[64]  J. Akilandeswari,et al.  A Survey on Semantic Similarity Measure , 2014 .

[65]  Ana M. García-Serrano,et al.  A novel family of IC-based similarity measures with a detailed experimental survey on WordNet , 2015, Eng. Appl. Artif. Intell..

[66]  Dave Kolas,et al.  Enabling the geospatial Semantic Web with Parliament and GeoSPARQL , 2012, Semantic Web.

[67]  Sameer Saran,et al.  Multicriteria Spatial Decision Analysis in Web GIS Environment , 2007, GeoInformatica.

[68]  Daoliang Li,et al.  A decision support system for evaluation of the ecological benefits of rehabilitation of coal mine waste areas , 2007 .

[69]  M. Goodchild Citizens as sensors: the world of volunteered geography , 2007 .

[70]  Ian Dickinson,et al.  Ontologies for supporting negotiation in e-commerce , 2005, Eng. Appl. Artif. Intell..

[71]  Angi Voß,et al.  Evolution of a participatory GIS , 2004, Comput. Environ. Urban Syst..

[72]  Jacek Malczewski,et al.  Measuring consensus for collaborative decision-making: A GIS-based approach , 2010, Comput. Environ. Urban Syst..

[73]  Linda van den Brink,et al.  Towards a high level of semantic harmonisation in the geospatial domain , 2017, Comput. Environ. Urban Syst..

[74]  Dan Tufis,et al.  Experiments with a Differential Semantics Annotation for WordNet 3.0 , 2011, Decis. Support Syst..

[75]  Karla A. V. Borges,et al.  Ontologies and Knowledge Sharing in Urban GIS , 2000 .

[76]  John P. Taranu,et al.  Building Consensus using a Collaborative Spatial Multi-Criteria Analysis System , 2009 .

[77]  Walter Musakwa,et al.  The strategically located land index support system for human settlements land reform in South Africa , 2017 .

[78]  Silvana Castano,et al.  Semantic Information Interoperability in Open Networked Systems , 2004, ICSNW.

[79]  Claus Rinner,et al.  Advances in Geographic Information Science , 2015 .

[80]  Jacek Malczewski,et al.  Decision complexity and consensus in Web-based spatial decision making: A case study of site selection problem using GIS and multicriteria analysis , 2015 .

[81]  Victoria Basolo,et al.  Integrating resident digital sketch maps with expert knowledge to assess spatial knowledge of flood risk: A case study of participatory mapping in Newport Beach, California , 2016 .

[82]  Mohammadreza Jelokhani-Niaraki,et al.  A Web 3.0-driven Collaborative Multicriteria Spatial Decision Support System , 2012 .

[83]  Christophe Nicolle,et al.  Merging BIM and GIS using ontologies application to urban facility management in ACTIVe3D , 2014, Comput. Ind..

[84]  Abolghasem Sadeghi-Niaraki,et al.  Ontology based personalized route planning system using a multi-criteria decision making approach , 2009, Expert Syst. Appl..

[85]  Valentina Ferretti,et al.  From stakeholders analysis to cognitive mapping and Multi-Attribute Value Theory: An integrated approach for policy support , 2016, Eur. J. Oper. Res..

[86]  Steve Carver Developing Web-based GIS/MCE: Improving Access to Data and Spatial Decision Support Tools , 2019 .

[87]  Serge Moscovici,et al.  Toward A Theory of Conversion Behavior , 1980 .

[88]  Alan R. Dennis,et al.  Information exchange and use in GSS and verbal group decision making: effects of minority influence , 1997 .

[89]  M. Dolores del Castillo,et al.  SyMSS: A syntax-based measure for short-text semantic similarity , 2011, Data Knowl. Eng..

[90]  Jay F. Nunamaker,et al.  An investigation into knowledge acquisition using a group decision support system , 1993, Inf. Manag..

[91]  Donghee Yoo,et al.  Ontology-based economics knowledge sharing system , 2014, Expert Syst. Appl..

[92]  Lucy Natarajan,et al.  Socio-spatial learning: A case study of community knowledge in participatory spatial planning , 2017 .