Cognitive Digital Twin by Fariz Saračević
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Transcript of Cognitive Digital Twin by Fariz Saračević
Cognitive Digital TwinFariz Saracevic, IBM, Senior Offering Manager
HOTEL EUROPE, October 21st
IBM Confidential – Shared under NDA3
• What is cognitive/artificial intelligence?
• Industry disruption and big data
• Why cognitive engineering
• Cognitive engineering scenarios
– Watson Analytics and Cognitive Quality Advisor
– Cognitive Requirements Advisor
– Cognitive Modeling Advisor
• Demo
Outline
IBM Confidential – Shared under NDA4
Is it Science? Is it Technology?
Is it Magic?
What is Cognitive/Artificial Intelligence?
IBM Confidential – Shared under NDA5
• Cognitive computing (CC) describes technology platforms that, broadly speaking, are
based on the scientific disciplines of artificial intelligence and signal processing. These
platforms encompass machine learning, reasoning, natural language
processing, speech recognition and vision (object recognition), human–computer
interaction, dialog and narrative generation, among other technologies.[1][2]
• Artificial intelligence (AI, also machine intelligence, MI) is
apparently intelligent behaviour by machines, rather than the natural intelligence (NI) of
humans and other animals. In computer science AI research is defined as the study of
"intelligent agents": any device that perceives its environment and takes actions that
maximize its chance of success at some goal.[1] Colloquially, the term "artificial intelligence"
is applied when a machine mimics "cognitive" functions that humans associate with
other human minds, such as "learning" and "problem solving".[2]
Wikipedia Definitions
IBM Confidential – Shared under NDA6
What is Cognitive/Artificial Intelligence?
Cognitive/Artificial Intelligence is a Science that
uses Technology to Create Magic
IBM Confidential – Shared under NDA7
We are going through an era of disruption
IBM Confidential – Shared under NDA8
Dramatic technology forces and big data
are behind the “creative disruption”
Digital commerce Cloud
The sharing economyMobile
IoT Blockchain
Cognitive AI
Machine learning
Data is the currency of the future
Old intermediariesno longer needed
Explosion of dataPervasiveInterconnectivity
34B connected devicesin 2020
180 Zettabytes in 2025
IBM Confidential – Shared under NDA9
Data is the currency of the future
10
Digital twin: getting a clear view
new user experiencecognitive analyticsdigital threadscognitive sensing
Cognitive Digital Twin: Blending Digital and Physical Worlds
Cognitive digital twin:
A virtual representation of a physical object or system across its lifecycle (design, build, operate)
using real time data from IoT sensors and other sources
to enable learning, reasoning and automatically adjusting for improved decision making.
Build
Design
Operate
A comprehensive set of capabilities and
information models
Enable shorter design cycle and speed
up innovation
Support change management and
solution impact analysis
• Provide tight linkage between design,
build, and operate
• Optimize asset operation & performance
• Leverage operational insights back to
design
Better understanding of
design for rapid
development
Increased transparency
for more efficient
manufacturing
Empowered decision making for
optimized operation
Cognitive Digital Twin: Leveraging cognitive analytics
Build
Design
Operate
Cognitive AnalyticsAnalytic Insights
IBM Confidential – Shared under NDA13
Cognitive Engineering Journey
Connect & Configure
Monitor & Visualize
Analyze & Predict
Become Cognitive
• Instrument your assets to collect data
• Connect data sources• Collect, aggregate &
explore
• Monitor data & automate actions
• Visualize in dashboards
• Cross site, cross fleet
• Gain insights from the data
• Produce models, predict outcomes, & make recommendations
• Bring in cognitive components
• Unstructured data• Machine learning• Cognitive processing
IBM Confidential – Shared under NDA14
Our focus areas for cognitive
Continuous Engineering
Cognitive Analytics
Manage Requirements
Manage Development
Build and Deploy
OperateAnalyze
Design for Analytics
Analyticsfor Design
Design System
Verify and Validate
Design and DeliverDesign and develop products/solutions
Analyze data to inform
Business Leaders,Engineers and Developers
IoT-enabledproducts/systems
IBM Confidential – Shared under NDA15
Fully AutomatedIntelligence
Natural LanguageDialogue
Guided AnalyticDiscovery
Single AnalyticsExperience
Advanced IBM invention that provides powerful, easy-to-use, self-service analytics capabilities in the cloud
IBM Watson Analytics Overview
Semantic Aware requirements
Operational data used as inputs for Requirements
analysis/elicitation
Requirements Quality Assessment
Detect similar and/or duplicate requirements
Automated lifecycle transition from requirements to design
Model Based Systems Engineering
Operations
Manufacturing
Engineering
Re
qu
irem
en
ts
IBM Confidential – Shared under NDA17
Cognitive Requirements Advisor
Display assessment score based upon presence of valued entities and relationships
By pressing on the “Tell Me Why?” button the user can begin a chat with the tool to understand the score received and what to do to improve it.
By pressing on the “Score All” button, the user can score the entire module.
IBM Confidential – Shared under NDA18
Cognitive Modelling Advisor
Key Benefits• Turn a 100 page document into a starting point
engineering model in a few minutes using Watson… this can be up to 100 times faster
• Capture essential aspects of long and complicated documents very quickly
• Improve requirement quality and structure
Prerequisites Watson document converter Watson Natural Language Understanding API Rhapsody API to populate UPDM model Rhapsody Visualizer
Working to make this available as a service
engagement offering
IBM Confidential – Shared under NDA19
Cognitive Quality Advisor Overview
•Analyze tests which find defects or don’t find defects
•Identify tests which should be run more frequently, or retired
•Maximize benefits; Find more “code change” defects
•Minimize overhead; Eliminate or restructure low value tests
•Leads to cost savings for customers
IBM Confidential – Shared under NDA20
Demos
Cognitive Quality Advisor
Cognitive Requirements Advisor
Cognitive Modelling Advisor
Contact Names
Fariz Saracevic, Senior Offering Manager, [email protected]
Find more information
THANK YOU!