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Integration of Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions

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Alaa Mahjoub

The document outlines the integration of big data analytics with IoT and operational technology (OT) systems to facilitate strategic and operational business decisions. It includes discussions on the architecture of digital business platforms, essential elements for successfully leveraging big data, and specific use cases, particularly in the transportation sector. Key considerations for developing a big data strategy and the role of enterprise architecture in this integration are highlighted throughout the text.

Data & Analytics
Related topics:
Oil Gas
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Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Integration of Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic & Operational Business Decisions By: Alaa Mahjoub Data Management Senior Expert e-mail: ahmam1@emirates.net.ae LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part II How to Integrate Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions Part I The Role of OT & IoT in Digital Business Transformation PRESENTATION AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART I: OT & IOT PLATFORMS AS ESSENTIAL PARTS OF MODERN ENTERPRISE DIGITAL BUSINESS PLATFORM  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business transformation  Use case: transportation industry digital business platform
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART II: INTEGRATION OF BIG DATA ANALYTICS WITH IoT AND OT Systems TO TURN INSIGHTS INTO STRATEGIC AND OPERATIONAL BUSINESS DECISIONS  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part I IACS & IoT Platforms as Parts of Modern Enterprise Digital Business Platform
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART I AGENDA  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use case: transportation industry digital business platform
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub DIGITAL BUSINESS Digital business is … … the creation of new business designs by blurring the digital and physical worlds due to the convergence of people, business and things Things BusinessPeople
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub People Social Network Calendar Location Online Transportation Request Places No. of People Here No. of People Visited Wait Time Reservation Service Information Bus Schedule Expected Disruptions DIGITAL BUSINESS CONNECTS PEOPLE, PLACES, THINGS AND INFORMATION Things Time to Green No. of Cars: No Stop No. of Cars: Stopped Taxi Location Speed Online Request Location Diagnostics Digital business delivers value by … … rethinking, reinventing, reimagining and transforming current business models to leverage social, mobile, information and cloud, as well as the Internet of Things
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub LEVERAGING THE INFORMATION COLLECTED FROM THE MANY SOURCES EXAMPLE : LONDON TUBE HEARTBEAT (BY HERE) HTTPS://COMPANY.HERE.COM/HERE/ Click here to access the web site
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use cases: transportation industry digital business platform PART I AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platform Data & Analytics Platform Information Systems Platform Partners ARCHITECTURE OF TRANSPORTATION DIGITAL BUSINESS PLATFORM Renovate (Mode 1 IT Style) Explore (Mode 2 IT Style) Customer Experience Platform Runs the core business applications, back office applications, infrastructure applications, endpoint device applications and operational technology applications IT Run the customers and citizens facing applications such as customer portals, B2C and B2B Connects physical assets (Things) such as Busses, Taxis and Traffic Signals for monitoring, optimization, control and monetization Supports the creation of, and connection to, external ecosystems, marketplaces and communities relevant to the transportation agency business such as government agencies, smart cities, credit card networks, police, ambulance, etc. Contains the Data Management and Analytics tools and applications
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub THE INTEGRATED ARCHITECTURE MODEL FROM CYBER SECURITY VIEW POINT BASED ON THE PURDUE MODEL FOR CONTROL HIERARCHY INCORPORATED INTO THE ISA99/IEC 62443 SECURITY STANDARD VPN Web FTP/SFTP Email Gateway CMMS Planning Email Printing DNS/DHCP… Shared Historian FTP/SFTP Remote Access Server Patch/AV Servers Shared Application Servers Plant Historian Production Scheduling DNS/DHCP/LDAP/… Engineering Workstations File Ser. ERP ECM Business Applications Control Room Workstations Human Machine Interface Alarms Systems PLC DCS RTU Sensors Actuators Valves Safety Subsystems (SIS)
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platforms Data & Analytics Platform Information Systems Partners Customer Experience Platform Integration with Digital Business Technology Platform Reference Architecture (Revisited) OT
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platforms Data & Analytics Platform Information Systems Partners Customer Experience Platform Integration with Digital Business Technology Platform Reference Architecture (Revisited) OT
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub IOT PLATFORM ARCHITECTURAL BUILDING BLOCKS Partner Owned Things Gateways Agents Customer Owned Things Gateways Agents Gateways Agents Gateways Agents AggregatedDeviceManagement IntegrationMiddleware BI and Analytics Data Orchestration To other Digital Business Platforms CommunicationEnterprise Owned Things
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub DATA AND ANALYTICS PLATFORM Data Virtualization Analytics Applications Business Intelligence Data Warehouse, ODS, DM RT Operational Intelligence Big Data Analytics Big Data ETL CEP MDM MEM DQ ILM Data Taxonomy Auto Classification Data Modelling Enterprise Content Management Analytics Platform(s) Data and Analytics Platform
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use cases: transportation industry digital business platform PART I AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Enterprise Architecture is the process of translating business vision and strategy into effective enterprise change by creating, communicating and improving the key requirements, principles and models that describe the enterprise's future state and enable its evolution LEVERAGE ENTERPRISE ARCHITECTURE PRACTICE Uses and produces Is supported by Run on Enterprise Architecture Domains Technology Architecture Layer Information Architecture Layer Business Architecture Layer Application Architecture Layer Start from Business Architecture: Strategy Maps Capability Models Process Models
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EXAMPLE: TRANSPORTATION AGENCY BUSINESS CAPABILITY MODEL WITH NEW DIGITAL BUSINESS CAPABILITIES Regulate Operate Business Administration Manage Demand Develop Projects Manage Assets Manage Operation Manage Maintenance Manage Customers & Market Digital Business Create new Business Models Analyse Customers & Partners Manage Ecosystem Players Manage Contextual Information Design & Implement Digital Services
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Digital Business Create new Business Models Analyse Customers & Partners Manage Ecosystem Players Manage Contextual Information Design & Implement Digital Services - Persona Development - Segmentation - Customer Journey MappingCombine capital assets, partnerships and resources to generate new ways of competing To connect the individual "nodes" in the ecosystem and support ecosystem decisions Understand the customer needs, and the possibilities of the ecosystem, to create useful digital services ⁻ Other Transportation Agencies ⁻ Police ⁻ Ambulance ⁻ Smart City ⁻ E-government ⁻ Insurance Companies ⁻ Credit Card Networks ⁻ Vendors ⁻ Clouded Service Providers ⁻ Telecom and Internet Service Providers PARTNERING WITH ECOSYSTEM PLAYERS EXAMPLE OF NEW DIGITAL BUSINESS CAPABILITIES
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub OT AND IOT PLATFORMA AS CORE BUILDING BLOCKS FOR ENTERPRISE DIGITAL BUSINESS TRANSFORMATION Technology Architecture Information Architecture Business Architecture Application Architecture The new digital business services differ … … from the traditional e-business and digital marketing services because of the specific integration of "things“ IoT Platform Operational Technology Things OT Platform Consumer Things Operational technology Things refer to enterprise assets, such as manufacturing equipment, jet turbines and office buildings. Consumer-oriented Things include smart cars, household appliances and wearable devices.
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  How to use the enterprise architecture to plan and implement digital business  Architecture of digital business platform  Use cases: transportation industry digital business platform PART I AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Build Rail Network 1 TRANSPORTATION DIGITAL BUSINESS PLARFORM USE CASE ILLSTRATIVE EXAMPLE CONNECTED METRORAIL Connect IoT Endpoints 4 Install IoT Endpoints (e.g., Turnstiles) 2 Customer s Connect Customer 5 Connect Ecosystems 6 Install Digital Business Platform Ecosystems Platform IoT Platform Customer Experience Platform Data & Analytics Platform Information Systems Platform 3
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub USE CASE ILLUSTRATIVE EXAMPLE COORDINATION OF MULTI-MODAL TRANSPORTATION NETWORK Coordination of Multi-modal Transportation Network Integrate with Door to Door Travel as a Service
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part II How to Integrate Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART II AGENDA  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BUSINESS INTELLEGENCE An umbrella term that spans the people, processes and applications/tools to organize information, enable access to it and analyze it to improve decisions and manage performance People ToolsProcess Performance Information
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub REAL-TIME OPERATIONAL INTELLIGENCE A real-time dynamic business analytics that delivers visibility and insight into data, streaming events and business operations Orient Decide ActObserve OODA Loop
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA High volume, velocity and/or variety information assets that demand cost-effective, innovative forms of information processing that enable enhanced insight, decision making, and process automation VarityVelocity Volume BIG DATA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Is a specific form of analytics: a collection of related analytics techniques and tools, usually including predictive analytics, data mining, statistical analysis, and complex SQL. Analytics Advanced Analytics ADVANCED ANALYTICS
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA ANALYTICS Big data analytics = advanced analytics + big data sets Big Data Advanced Analytics Big Data Analytics
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub ANALYTIC ASCENDENCY MODEL
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub ESSENTIALS OF BIG DATA ENTERPRISE BUSINESS STRATEGY AND IT STRATEGY - Identifying potentially valuable data sources - Generating ideas for big data Essentials of Big data Strategy IT RelatedBusiness Related - Ensuring infrastructure adequacy - Expanding analytical capabilities
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub INTEGRATION OF BIG DATA ANALYTICS WITH IoT SYSTEMS USE CASE: TRANSPORT FOR LONDON - TfL is a Local Government Body - Responsible for the transport system in London including: • Underground • Over ground • Rail • Trams • Buses • Taxis • Cycling • River services
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub USE CASE – TRANSPORT FOR LONDON 30 Million journeys/day 19 Million e-card ticketing system taps/day 14,000 sensors 780 Million events/day Source: Strata + Hadoop World Conference March 2017
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BUSINESS CHALLENGE Understanding customers’ behaviours and their transport needs Planning and providing good transportation services and value for money for passengers Providing information to customer
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub MARKET TRENDS Innovation Disrupt or be disrupted Source: Bus Priority: The London Perspective http://www.greenerjourneys.com/blog/bus-priority-the-london-perspective/
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub - Identifying potentially valuable data sources - Generating big ideas for big data - Ensuring infrastructure adequacy - Expanding analytical capabilities BIG DATA STRATEGY IT Related Essentials of Big data Strategy Business Related
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Oyster smartcard tickets Contactless payment cards The Oyster and contactless ticketing systems generate 19 million taps each day that can be used for analysis Oyster and contactless payment cards
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Oyster smartcard tickets
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Contactless payment cardsIdentifying valuable data sources:
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Traffic Counters Traffic Signals Smart Parking Loop Sensors & Red Light Cameras Moving vehicles/ Bus Stop Sensors Social Media Underground Stations Cycle hire Bikes Emirates Airlines Sensors and social media
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Emirates Airlines Cable Car BIG DATA STRATEGY
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub - Identifying potentially valuable data sources - Generating big ideas for big data - Ensuring infrastructure adequacy - Expanding analytical capabilities BIG DATA STRATEGY IT Related Essentials of Big data Strategy Business Related
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Providing Information to Customers Source: https://tfl.gov.uk/
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Transport for London Journey Planning web site
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Real-time Traffic Control Sensors’ data Source: Strata + Hadoop World Conference March 2017
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Predicting Congestion Generating big ideas for big data: BIG DATA STRATEGY Source: Strata + Hadoop World Conference March 2017
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Other big ideas for big data: BIG DATA STRATEGY Managing Disrupted Schedules Offering Personalized News & Travel Updates Displaying Common Travel Mapping Inferring where someone exited a bus
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Managing Disrupted Schedules
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Offering Personalized News & Travel Updates
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Displaying Common Travel Mapping
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Inferring where someone exited a bus
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub MAIN TECHNICAL ARCHITECTURE CAPABILITIES Things Integration Data & Analytics Platform Amazon S3 (Simple Storage Service) SQL and No SQL SOA Platform ‒ WSO2 Data Warehouse - Oracle RDBMS Resizable compute capacity in the cloud Spatial - ESRI Commodity Cloud Configured Platform Services Amazon & Google Cloud Offerings
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Ecosystems Platform IoT Platform Data & Analytics Platform Information Systems Platform Customer Experience Platform TRANSPORTATION AGENCY CAN USE THE DIGITAL BIASNESS PLATFORM REFERENCE ARCHITECTURE TO SUPPORT SIMILAR BUSINESS DEMANDS
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub WITSML Servers PRODML Servers OPC Servers Real-time Production Data Real-time Drilling data WITSML Servers (Drilling) OPC Servers (production) WITSML Data Sources PRODML Data Sources Field’s Data Acquisition Equipment SCADA /DCS Platforms PRODML Servers (e.g. DTS) Other OPC Real-time Data Fields HeadquarterWide Area Network Data Virtualization Analytics Applications Business Intelligence Data Warehouse, ODS, DM RT Operational Intelligence Big Data Analytics Big Data ETL ESP MDM MEM DQ ILM Data Taxonomy Auto Classification Data Modelling Enterprise Content Management Analytics Platform(s) Data and Analytics Platform Alerts / Dashboards INTEGRATION OF BIG DATA ANALYTICS WITH OT SYSTEMS (USE CASE 2: REAL-TIME DATA STREAM PROCESSING IN INTELLIGENT OILFIELD)
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub STEP A: REAL-TIME CLEANSING OF IACS (SCADA) DATA The objective is … ... to filter (in real-time) out bad events generated due to instrumentation or interface errors, to avoid misleading results and inappropriate decisions Out of range values Frozen values Real-time Data Cleansing Sensors Data High Quality Data Reverse Meter Polarity
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub High Quality Well Data - Well ID - Timestamp - Oil, Gas, Water Rates - Choke Position - Wellhead Pressure Data Mapping STEP B: ANALYSIS OF IACS (SCADA) DATA Statistical Analysis: - Summation - Averaging - standard division - Etc. Pattern Recognition: E.g. bottom-hole pressure build-up and drawdown during - Shut-in period - Transit state - Choke position change High Quality Sensors Data - Sensor ID - Timestamp - Measurement Value
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA PLATFORM INTEGRATION COST BENEFIT TRADEOFFS Deployment Mode Public Cloud Private Cloud Hybrid Cloud Community Cloud In Premises Cost Availability 24/7 technical expertise On demand scalability Easy and inexpensive setup Data security Privacy
Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub e-mail: ahmam1@emirates.net.ae LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub THANK You Alaa Mahjoub is a data management senior expert with decades of insightful experience in Transportation, Oil & Gas, Utility and Defense. Participated as a leading contributor to the Enterprise Information Management (EIM), Enterprise Architecture (EA) and Industrial Automation & Control Systems (IACS) Programs in, ADCO, TRANSCO and DoT. Led the transformation of the control and information systems’ architecture during the restructuring of the water & electricity sector in the Emirate of Abu Dhabi. He is a holder of B.Sc. and M.Sc. in Computer Engineering and has numerous research publications in credit in Digital Energy, Transportation and Data Management.

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Integration of Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions

  • 1. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Integration of Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic & Operational Business Decisions By: Alaa Mahjoub Data Management Senior Expert e-mail: ahmam1@emirates.net.ae LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub
  • 2. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part II How to Integrate Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions Part I The Role of OT & IoT in Digital Business Transformation PRESENTATION AGENDA
  • 3. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART I: OT & IOT PLATFORMS AS ESSENTIAL PARTS OF MODERN ENTERPRISE DIGITAL BUSINESS PLATFORM  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business transformation  Use case: transportation industry digital business platform
  • 4. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART II: INTEGRATION OF BIG DATA ANALYTICS WITH IoT AND OT Systems TO TURN INSIGHTS INTO STRATEGIC AND OPERATIONAL BUSINESS DECISIONS  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs
  • 5. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part I IACS & IoT Platforms as Parts of Modern Enterprise Digital Business Platform
  • 6. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART I AGENDA  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use case: transportation industry digital business platform
  • 7. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub DIGITAL BUSINESS Digital business is … … the creation of new business designs by blurring the digital and physical worlds due to the convergence of people, business and things Things BusinessPeople
  • 8. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub People Social Network Calendar Location Online Transportation Request Places No. of People Here No. of People Visited Wait Time Reservation Service Information Bus Schedule Expected Disruptions DIGITAL BUSINESS CONNECTS PEOPLE, PLACES, THINGS AND INFORMATION Things Time to Green No. of Cars: No Stop No. of Cars: Stopped Taxi Location Speed Online Request Location Diagnostics Digital business delivers value by … … rethinking, reinventing, reimagining and transforming current business models to leverage social, mobile, information and cloud, as well as the Internet of Things
  • 9. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub LEVERAGING THE INFORMATION COLLECTED FROM THE MANY SOURCES EXAMPLE : LONDON TUBE HEARTBEAT (BY HERE) HTTPS://COMPANY.HERE.COM/HERE/ Click here to access the web site
  • 10. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use cases: transportation industry digital business platform PART I AGENDA
  • 11. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platform Data & Analytics Platform Information Systems Platform Partners ARCHITECTURE OF TRANSPORTATION DIGITAL BUSINESS PLATFORM Renovate (Mode 1 IT Style) Explore (Mode 2 IT Style) Customer Experience Platform Runs the core business applications, back office applications, infrastructure applications, endpoint device applications and operational technology applications IT Run the customers and citizens facing applications such as customer portals, B2C and B2B Connects physical assets (Things) such as Busses, Taxis and Traffic Signals for monitoring, optimization, control and monetization Supports the creation of, and connection to, external ecosystems, marketplaces and communities relevant to the transportation agency business such as government agencies, smart cities, credit card networks, police, ambulance, etc. Contains the Data Management and Analytics tools and applications
  • 12. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub THE INTEGRATED ARCHITECTURE MODEL FROM CYBER SECURITY VIEW POINT BASED ON THE PURDUE MODEL FOR CONTROL HIERARCHY INCORPORATED INTO THE ISA99/IEC 62443 SECURITY STANDARD VPN Web FTP/SFTP Email Gateway CMMS Planning Email Printing DNS/DHCP… Shared Historian FTP/SFTP Remote Access Server Patch/AV Servers Shared Application Servers Plant Historian Production Scheduling DNS/DHCP/LDAP/… Engineering Workstations File Ser. ERP ECM Business Applications Control Room Workstations Human Machine Interface Alarms Systems PLC DCS RTU Sensors Actuators Valves Safety Subsystems (SIS)
  • 13. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platforms Data & Analytics Platform Information Systems Partners Customer Experience Platform Integration with Digital Business Technology Platform Reference Architecture (Revisited) OT
  • 14. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EmployeesCustomers Things Ecosystems Platform IoT Platforms Data & Analytics Platform Information Systems Partners Customer Experience Platform Integration with Digital Business Technology Platform Reference Architecture (Revisited) OT
  • 15. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub IOT PLATFORM ARCHITECTURAL BUILDING BLOCKS Partner Owned Things Gateways Agents Customer Owned Things Gateways Agents Gateways Agents Gateways Agents AggregatedDeviceManagement IntegrationMiddleware BI and Analytics Data Orchestration To other Digital Business Platforms CommunicationEnterprise Owned Things
  • 16. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub DATA AND ANALYTICS PLATFORM Data Virtualization Analytics Applications Business Intelligence Data Warehouse, ODS, DM RT Operational Intelligence Big Data Analytics Big Data ETL CEP MDM MEM DQ ILM Data Taxonomy Auto Classification Data Modelling Enterprise Content Management Analytics Platform(s) Data and Analytics Platform
  • 17. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  Architecture of digital business platform  How to use the enterprise architecture to plan and implement digital business  Use cases: transportation industry digital business platform PART I AGENDA
  • 18. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Enterprise Architecture is the process of translating business vision and strategy into effective enterprise change by creating, communicating and improving the key requirements, principles and models that describe the enterprise's future state and enable its evolution LEVERAGE ENTERPRISE ARCHITECTURE PRACTICE Uses and produces Is supported by Run on Enterprise Architecture Domains Technology Architecture Layer Information Architecture Layer Business Architecture Layer Application Architecture Layer Start from Business Architecture: Strategy Maps Capability Models Process Models
  • 19. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub EXAMPLE: TRANSPORTATION AGENCY BUSINESS CAPABILITY MODEL WITH NEW DIGITAL BUSINESS CAPABILITIES Regulate Operate Business Administration Manage Demand Develop Projects Manage Assets Manage Operation Manage Maintenance Manage Customers & Market Digital Business Create new Business Models Analyse Customers & Partners Manage Ecosystem Players Manage Contextual Information Design & Implement Digital Services
  • 20. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Digital Business Create new Business Models Analyse Customers & Partners Manage Ecosystem Players Manage Contextual Information Design & Implement Digital Services - Persona Development - Segmentation - Customer Journey MappingCombine capital assets, partnerships and resources to generate new ways of competing To connect the individual "nodes" in the ecosystem and support ecosystem decisions Understand the customer needs, and the possibilities of the ecosystem, to create useful digital services ⁻ Other Transportation Agencies ⁻ Police ⁻ Ambulance ⁻ Smart City ⁻ E-government ⁻ Insurance Companies ⁻ Credit Card Networks ⁻ Vendors ⁻ Clouded Service Providers ⁻ Telecom and Internet Service Providers PARTNERING WITH ECOSYSTEM PLAYERS EXAMPLE OF NEW DIGITAL BUSINESS CAPABILITIES
  • 21. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub OT AND IOT PLATFORMA AS CORE BUILDING BLOCKS FOR ENTERPRISE DIGITAL BUSINESS TRANSFORMATION Technology Architecture Information Architecture Business Architecture Application Architecture The new digital business services differ … … from the traditional e-business and digital marketing services because of the specific integration of "things“ IoT Platform Operational Technology Things OT Platform Consumer Things Operational technology Things refer to enterprise assets, such as manufacturing equipment, jet turbines and office buildings. Consumer-oriented Things include smart cars, household appliances and wearable devices.
  • 22. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  What is Digital Business  How to use the enterprise architecture to plan and implement digital business  Architecture of digital business platform  Use cases: transportation industry digital business platform PART I AGENDA
  • 23. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Build Rail Network 1 TRANSPORTATION DIGITAL BUSINESS PLARFORM USE CASE ILLSTRATIVE EXAMPLE CONNECTED METRORAIL Connect IoT Endpoints 4 Install IoT Endpoints (e.g., Turnstiles) 2 Customer s Connect Customer 5 Connect Ecosystems 6 Install Digital Business Platform Ecosystems Platform IoT Platform Customer Experience Platform Data & Analytics Platform Information Systems Platform 3
  • 24. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub USE CASE ILLUSTRATIVE EXAMPLE COORDINATION OF MULTI-MODAL TRANSPORTATION NETWORK Coordination of Multi-modal Transportation Network Integrate with Door to Door Travel as a Service
  • 25. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Part II How to Integrate Big Data Analytics with IoT and OT Systems to Turn Insights into Strategic and Operational Business Decisions
  • 26. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub PART II AGENDA  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs
  • 27. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BUSINESS INTELLEGENCE An umbrella term that spans the people, processes and applications/tools to organize information, enable access to it and analyze it to improve decisions and manage performance People ToolsProcess Performance Information
  • 28. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub REAL-TIME OPERATIONAL INTELLIGENCE A real-time dynamic business analytics that delivers visibility and insight into data, streaming events and business operations Orient Decide ActObserve OODA Loop
  • 29. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA High volume, velocity and/or variety information assets that demand cost-effective, innovative forms of information processing that enable enhanced insight, decision making, and process automation VarityVelocity Volume BIG DATA
  • 30. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Is a specific form of analytics: a collection of related analytics techniques and tools, usually including predictive analytics, data mining, statistical analysis, and complex SQL. Analytics Advanced Analytics ADVANCED ANALYTICS
  • 31. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA ANALYTICS Big data analytics = advanced analytics + big data sets Big Data Advanced Analytics Big Data Analytics
  • 32. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub ANALYTIC ASCENDENCY MODEL
  • 33. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
  • 34. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub ESSENTIALS OF BIG DATA ENTERPRISE BUSINESS STRATEGY AND IT STRATEGY - Identifying potentially valuable data sources - Generating ideas for big data Essentials of Big data Strategy IT RelatedBusiness Related - Ensuring infrastructure adequacy - Expanding analytical capabilities
  • 35. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and IACS  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
  • 36. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub INTEGRATION OF BIG DATA ANALYTICS WITH IoT SYSTEMS USE CASE: TRANSPORT FOR LONDON - TfL is a Local Government Body - Responsible for the transport system in London including: • Underground • Over ground • Rail • Trams • Buses • Taxis • Cycling • River services
  • 37. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub USE CASE – TRANSPORT FOR LONDON 30 Million journeys/day 19 Million e-card ticketing system taps/day 14,000 sensors 780 Million events/day Source: Strata + Hadoop World Conference March 2017
  • 38. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BUSINESS CHALLENGE Understanding customers’ behaviours and their transport needs Planning and providing good transportation services and value for money for passengers Providing information to customer
  • 39. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub MARKET TRENDS Innovation Disrupt or be disrupted Source: Bus Priority: The London Perspective http://www.greenerjourneys.com/blog/bus-priority-the-london-perspective/
  • 40. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub - Identifying potentially valuable data sources - Generating big ideas for big data - Ensuring infrastructure adequacy - Expanding analytical capabilities BIG DATA STRATEGY IT Related Essentials of Big data Strategy Business Related
  • 41. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Oyster smartcard tickets Contactless payment cards The Oyster and contactless ticketing systems generate 19 million taps each day that can be used for analysis Oyster and contactless payment cards
  • 42. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Oyster smartcard tickets
  • 43. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Contactless payment cardsIdentifying valuable data sources:
  • 44. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA STRATEGY Identifying valuable data sources: Traffic Counters Traffic Signals Smart Parking Loop Sensors & Red Light Cameras Moving vehicles/ Bus Stop Sensors Social Media Underground Stations Cycle hire Bikes Emirates Airlines Sensors and social media
  • 45. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Emirates Airlines Cable Car BIG DATA STRATEGY
  • 46. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub - Identifying potentially valuable data sources - Generating big ideas for big data - Ensuring infrastructure adequacy - Expanding analytical capabilities BIG DATA STRATEGY IT Related Essentials of Big data Strategy Business Related
  • 47. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY
  • 48. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Providing Information to Customers Source: https://tfl.gov.uk/
  • 49. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Transport for London Journey Planning web site
  • 50. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Real-time Traffic Control Sensors’ data Source: Strata + Hadoop World Conference March 2017
  • 51. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Predicting Congestion Generating big ideas for big data: BIG DATA STRATEGY Source: Strata + Hadoop World Conference March 2017
  • 52. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Other big ideas for big data: BIG DATA STRATEGY Managing Disrupted Schedules Offering Personalized News & Travel Updates Displaying Common Travel Mapping Inferring where someone exited a bus
  • 53. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Managing Disrupted Schedules
  • 54. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Offering Personalized News & Travel Updates
  • 55. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Displaying Common Travel Mapping
  • 56. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Generating big ideas for big data: BIG DATA STRATEGY Inferring where someone exited a bus
  • 57. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub MAIN TECHNICAL ARCHITECTURE CAPABILITIES Things Integration Data & Analytics Platform Amazon S3 (Simple Storage Service) SQL and No SQL SOA Platform ‒ WSO2 Data Warehouse - Oracle RDBMS Resizable compute capacity in the cloud Spatial - ESRI Commodity Cloud Configured Platform Services Amazon & Google Cloud Offerings
  • 58. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub Ecosystems Platform IoT Platform Data & Analytics Platform Information Systems Platform Customer Experience Platform TRANSPORTATION AGENCY CAN USE THE DIGITAL BIASNESS PLATFORM REFERENCE ARCHITECTURE TO SUPPORT SIMILAR BUSINESS DEMANDS
  • 59. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
  • 60. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub WITSML Servers PRODML Servers OPC Servers Real-time Production Data Real-time Drilling data WITSML Servers (Drilling) OPC Servers (production) WITSML Data Sources PRODML Data Sources Field’s Data Acquisition Equipment SCADA /DCS Platforms PRODML Servers (e.g. DTS) Other OPC Real-time Data Fields HeadquarterWide Area Network Data Virtualization Analytics Applications Business Intelligence Data Warehouse, ODS, DM RT Operational Intelligence Big Data Analytics Big Data ETL ESP MDM MEM DQ ILM Data Taxonomy Auto Classification Data Modelling Enterprise Content Management Analytics Platform(s) Data and Analytics Platform Alerts / Dashboards INTEGRATION OF BIG DATA ANALYTICS WITH OT SYSTEMS (USE CASE 2: REAL-TIME DATA STREAM PROCESSING IN INTELLIGENT OILFIELD)
  • 61. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub STEP A: REAL-TIME CLEANSING OF IACS (SCADA) DATA The objective is … ... to filter (in real-time) out bad events generated due to instrumentation or interface errors, to avoid misleading results and inappropriate decisions Out of range values Frozen values Real-time Data Cleansing Sensors Data High Quality Data Reverse Meter Polarity
  • 62. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub High Quality Well Data - Well ID - Timestamp - Oil, Gas, Water Rates - Choke Position - Wellhead Pressure Data Mapping STEP B: ANALYSIS OF IACS (SCADA) DATA Statistical Analysis: - Summation - Averaging - standard division - Etc. Pattern Recognition: E.g. bottom-hole pressure build-up and drawdown during - Shut-in period - Transit state - Choke position change High Quality Sensors Data - Sensor ID - Timestamp - Measurement Value
  • 63. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub  Basic definitions related to big data analytics  Essentials of big data strategy  Use cases of integrating big data analytics with IoT and OT Systems  Big data platform integration options and their cost benefit trade-offs PART II AGENDA
  • 64. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub BIG DATA PLATFORM INTEGRATION COST BENEFIT TRADEOFFS Deployment Mode Public Cloud Private Cloud Hybrid Cloud Community Cloud In Premises Cost Availability 24/7 technical expertise On demand scalability Easy and inexpensive setup Data security Privacy
  • 65. Integration of Big Data Analytics with IoT & OT Systems to Turn Insights into Strategic Business Decisions By: Alaa Mahjoub e-mail: ahmam1@emirates.net.ae LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub THANK You Alaa Mahjoub is a data management senior expert with decades of insightful experience in Transportation, Oil & Gas, Utility and Defense. Participated as a leading contributor to the Enterprise Information Management (EIM), Enterprise Architecture (EA) and Industrial Automation & Control Systems (IACS) Programs in, ADCO, TRANSCO and DoT. Led the transformation of the control and information systems’ architecture during the restructuring of the water & electricity sector in the Emirate of Abu Dhabi. He is a holder of B.Sc. and M.Sc. in Computer Engineering and has numerous research publications in credit in Digital Energy, Transportation and Data Management.