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Water Expert A Decision Support Tool for Water Managers. Andrew N.S. Ernest, Ph.D., P.E., BCEE, D.WRE Joseph L. Gutenson Abdoul A. Oubeidillah, Ph.D. Xiaoyin Zhang The Environmental Institute The University of Alabama Jana R. Fattic , M.S., R.S. Center for Water Resource Studies
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Water ExpertA Decision Support Tool for Water Managers Andrew N.S. Ernest, Ph.D., P.E., BCEE, D.WRE Joseph L. Gutenson Abdoul A. Oubeidillah, Ph.D. Xiaoyin Zhang The Environmental InstituteThe University of Alabama Jana R. Fattic, M.S., R.S. Center for Water Resource Studies Western Kentucky University Lindell E. Ormsbee, Ph.D., P.E., P.H., D.WRE, F.ASCE Water Resource Research Institute The University of Kentucky Thomas G. Johnson, Ph.D. Sara Alva-Lizarraga, Ph.D. Community Policy Analysis Center The University of Missouri
Concept of Operations Heuristic Decision Making User-Perspective Adaptable Multiple Knowledge Domains Cross-Domain Extensible Cloud Deployed
Applications Provide Recommendations for Decontaminating Water Distribution Networks* Assessing the Economic Consequences of Disruptions in Water Service* Recommend Tools for Optimizing Distribution System Performance* Provide Hosted GIS and Network Visualization Tools+ Perform Hydraulic Modeling using EPANET and extensions+ Provide Asset Management Services^ Recommend Best Management Practices for Natural and Urban Watersheds^ *. a. b. c. With funding from the U. S. Department of Homeland Security, Science & Technology Directorate, through The National Institute For Hometown Security +. a. b. With funding from CavelandEnvironmmental Authority, supporting the development of the simplified web-based hydraulic modeling application. ^. a. b. Planned
Knowledge Engineering Ontologies Model Language Taxonomy Tree Hierarchy Semantics Definition Meaning
Taxonomic Analysis More than 1600 Articles More than 150 Significant Keywords Process Hit Rate Analysis Gap Analysis Taxonomic Classification Knowledge Extraction Semantic Development TiO2 photocatalysis monochloramine viruses activated alumina
Tacit/Operational Knowledge Tacit Work-Related Practical knowledge Cognitive Task Analysis Mind Mapping Explicit Literature Review Knowledge, Skills & Abilities
Semantic Knowledge Development Subject Matter Experts Literature Review Tabletops
Stakeholder Engagement Technology Review Gap assessment Tabletop Exercises Scenarios Decision Process Analysis Technology Deployment Training Technology validation
Rules-Based Decision Support Tool Information (Facts) Inference Engine User KnowledgeBase User’s Documents Decision Knowledge Acquisition System Human Experts AI Data Mining
Inferential Logic What hypothesis is supported by the given facts? Knowledge Development (e.g. interview experts) FACTS (e.g. sensor status) Backward Chaining Inference Engine: Software that examines database so as to find links between FACTS and HYPOTHESES Rule Database: Collection of unsorted /unlinked Rules (e.g. IF_____ THEN______) Forward Chaining What facts are required to support a given hypothesis? What are the rules being used to support a final conclusion (e.g. required facts or hypothesis?) HYPOTHESIS (e.g. incursion event)
Goal-Driven DSS Backward Chaining
Workflow Economic Consequences Decontamination Fact Driven Inference (Forward Chaining Inference) Server-Side Application (Procedural Logic)
JAVA Toolkit GUI 1 3 1 3 3 3 1 2 1 2 1: Question and Guidance Areas 2: Answer Area 3: Knowledge Base and Recommendation Areas
Technology Deployment Implementation Workshop Demonstration Feedback Feedback Revisions Revisions