Cognitive rehabilitation project - ESAA · Go to market Evolution Development - App #2 Go to market...
Transcript of Cognitive rehabilitation project - ESAA · Go to market Evolution Development - App #2 Go to market...
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Cognitive tool for the selection of
technologies for the remediation
of contaminated sites
Want to become a
green cognitive business ?
Remtech 2016
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• What is Big Data ?
• Why using a Cognitive Technology ?
• Cognitive tool for the selection of a remediation technology;
• Benefits;
• Timeline.
Topics
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Big Data
Big data is an evolving term that describes any voluminous amount of data that has the potential to be mined for information.
Big Data…? No…! That is Big Data !
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Big Data
• Highly various data sources;
• Structured and unstructured data;
• Large amount of data to process;
• Information complexity;
• Laborious litterature review;
• Rapid evolution of data sources;
• Lot of time is required to integrate available information;
• Laborious integration of all data sources;
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• Expertise and site assessment reports;
• Environmental databases;
• Analytical results;
• Scientific papers;
• Photographs;
• Drawings;
• Charts;
• Chromatograms;
• Different formats : html, .xls, .pdf, .doc, .jpg, etc.
Big Data
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Big Data
• 90% of the data in the worldtoday has been created in thelast two years alone.
• Dark Data : >80% of theinformation collect, process andstore during business activitiesbut fail to use for other purposes.
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Big Data
• Internet of Things (IoT) : data collectedby physical devices, vehicles, sensors,smart phones, etc.
• 80% of data is unstructured. Cannot be processed or exploited byconventional softwares;
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The Four V’s of a Big Data Problem
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Solutions to manage Big Data
Traditional technology Cognitive technology
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Cognitive technology- IBM Watson
• Watson can process enormous amount of data and information in seconds;
• Watson can understand documents and context;
• Watson learns and gets better over time;
• Watson is constantly updating his knowledge with new incoming information;
• Watson generates hypothesis;
• Watson generates answers with confidence levels;
• Technology that uses natural language processing and machine learning toenable people and machines to interact more naturally to extend humanexpertise :
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Which technology performs the best for
1,4-dioxane ?
How many remediation technologies can treat
metals ?
Are there any technologies available to remediate a site
contaminated with PAH’s, phenols and metals ?
Which technology is greener to treat petroleum
hydrocarbons ?
Is natural attenuation considered as a remediation
technology ?
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Remediation technology selection tools
Traditional technology Cognitive technology
App
Watson
Cloud
User
User interface
Data processing
Data typeScientific, regulatory and financial
Data storage
- SaaS
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Overview of the application
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API
Watson
Filter
Scientific, regulatory and financial
Cloud
Transaction
Screening
Environmentalconsultants
Government
Scientificjournals
Seminars and conferences
Universities Industries
Researchcenters
Users WWW
User
User interface
Data processing
Data masking
Data storage
Data access
Data discrimination
Data type
Data source
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Machine learning process
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DataSources
• Reports
• Scientifics papers
• Databases
TextAnnotation
• Selected parameters
Extraction
• Summary of extracted data from documents
Machine learning
• Knowledge acquisition
Prediction
• Data analysis
Validation
• Comparison of outcome with know data
Datasources
• Document uploading
• Manual data entry
• Selected parameters
Extraction
• Summary of extracted data from documents
Outcome
• Remediation technologies
• Confidence level
• Cost
• Time
Statistics
• Data sources
User interface
Selected parameters
Remediation technologiesContaminantsConcentrationSoil typeDepth range of impacted soils Plume areaWater Contamination Depth of groundwaterNAPL informationSite location Facility type Number of drilling, test pits, monitoring wells CostTimeRegulationEtc.
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Outcome
Other available informations :
• Remediation costs and timeframe estimates;
• Documentation and data sources access;
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Benefits• User:
• Rapid access to specialized and various information;
• Optimization of the time required to identify a remediation technology;
• Quick access to domain experts.
• Entreprise:
• Better selection of a remediation technology;
• Lower uncertainty and business risk associated with the selection of a remediation technology;
• Improved knowledge for the development and the use of new technologies;
• Development of new added value services.
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Timeline
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Development - App #1
Go to market
Evolution
Development - App #2
Go to market
Evolution
2016 2017 2018
Development - App #3
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Partners
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Questions ?
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Presentation available at : www.wikinet.ca
Password for USB stick : wikinet1966
Marc Paquet : [email protected]