Organisational Structures Utility Analytics

Transcription

1 Organisational Structures Utility Analytics Big Data Analytics to support the Smart Grid Robin Hagemans Alliander

2 Introduction Alliander 2

3 Introduction Me Robin Hagemans Manager Analytics, Innovation & Living Labs Lead Advanced Analytics IT R&D Management R&D Engineering Management Operations Engineering Management 3

4 Alliander will become a Data Driven System Operator Delivery of Information to enable Coordination of the Sustainable Applications for the Customers Decision Center Generation insight Field operations Grid inspections Customer feedback thanks for the quick #service! Usage insight Asset health Grid insight Peaks 4 Drivers

5 Some History Learning Analytics at Alliander Projects Load Forecasting In-memory put on the thinking cap! Lessons learned Software Suppliers also have Steap Learning-curves. Think in Possibilities, Nothing else! Multivariate Analyses Without hypothese, but with conclusions Scenario-models energietransition Let s create Big Data Data from several Sources, know your Domain! Data Preparation Analytics is a Specialism Professional Analytics Workspace is Essential! Open Source Platform Works Good in Explorative hase Drivers Cooperation International Program This is the way to build models Crucial: The Right Domain expertise Waterfall Projectmanagement isn t the Way to Go 5

6 Our Analytics eco-system Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 6

7 Our Analytics eco-system Connect the Corporate Goals Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 7

8 Four Pillars for a good Analytical Climate Analytics as a strategic building block Goals Analytics Analytics Master Right Drivers Information based strategy is a company goal Senior Management commitment Strategic key competence Ambition: In 2 years to the next level Analytics Company 2017 Analytics Competence Commercial Value Performance Corporateo Goals Company wide scope & ambition In 2015 started with building further on a key competence on Analytics Analytics on Activity Analytics Starter Return of Investment Robin Hagemans 2015 Data 8

9 Connect to Strategic themes & Goals GOALS continuous energy supply Accessible for everyone Reliable Affordable Sustainable Corporateo Goals STRATEGIC THEMES Operational DATA DRIVEN GRID OPERATOR 9

10 Focus on top-of-mind themes Asset Management Grid Control Customers Operations Asset Condition & Replacement Continuous Supply 100% Liander online Excellent Outage management Energy Transition & The Effects on the Grid Customer Impact Reduction Reduction Complaints PQ 1 Customer Contact 1 Story Independent services for ET Reliable Costprice Predictable Maintenance Programm Corporateo Goals 10

11 Our Analytics eco-system The Analytics Factory Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 11

12 Enable Looking Forward and Back Analytics Factory 12

13 Analytics Capability > Innovation > Validation > Implementation Open Source Statistiical Platform Business priorities first Dedicated workspace for data & tools Flexible Analytics Program Analytics Factory Better in coding than many statistians Better in statistics tha most coders Analytics Capability Fundament is eco-system 13

14 Analytics Factory Portfolio Innovate Validate Implement Visualisation from idea to application.. Operations IT/Business Algoritms Dataviews Source Data Analytics Factory Academic Network Suppliers Operational Capacity (IT) Hardware 14

15 Our Analytics eco-system Development & Knowledge Transfer Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 15

16 Connecting Knowledge Top-down Expertise Agile Think & Do Development Bottum-up Can Do?! Critical Resources 16

17 Inspirational Ambitions Fundament is ready! Expanding Offline Development Strenghten the Skills Operational Focus Real-time 17

18 Our Analytics eco-system Mastering the data Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 18

19 Increasing Dynamics in the Distribution Grid A Grid Operator needs better Insight in Behaviour on Lower Voltage Levels of the Grid to Optimal Cost effective Reliable Facilitating Sustainable Mastering Data Trend: more Information based Investments & Customer Approach delivery of Grid Services to Customers 19

20 Diversity of information sources & actors Strong Information Infrastructure in & around the Energy Grids Standardised Device & Information Platforms High Device Density & Connectivity with a even better Context.. Topology Asset Specifications High Speed Data Distribution Surroundings/Setting Growth of Accessible Calculation Power Mastering Data How to let this data & context work for challenges in the grid? Customer Experience 20

21 Grid Innovation Lab Research in Realtime Implement Analyze Distribute Mastering Data Sense 21

22 Our Analytics eco-system Analytics Services Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 22

23 DELTA program Develops Analytics Dervices Analytics Services offer Liander better Insight in Complex Issues Scenario Effect Calculations (Realtime) Notification Services Complex Event Processing Complexity Ad-Hoc Analytical Services Validated Methods & Dataviews Analytics Algorithms Libraries Automated Platform Calculations Analytics Services Self-service Analytics & Platforms Data views, Tools, Visualisations Questions solved by data-scientist Scale of Integration in IT Landscape 23

24 Example Analytical Application Asset Health Recommender System Cable Quality Sensor Analytics Services Outlier Match! Outlier 24

25 Base Model: Asset Health Analytics outages 13 mio assets Analytics Services >8 y data 25

26 Sensor System: Smart Cable Guard PD Heartbeat monitoring of MV cable connections Potential defect, causing potential outage! Analytics Services Sensor A Data PD Sensor B

27 Recommender System: Which locations first Analytics Services 27

28 Closing the loop with Actionable data Outlier Outlier Match! Analytics Services 28

29 Our Analytics eco-system Architecture & Agile Projects Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 29

30 Make use of data potential with the right systems Agile does not remove the needs for architecture Fact based solutions of business issue s Analytics based solutions & developments Analytics Inside Problem Owners & domain experts BI&A Landscape Analytics Capability Architecture Architecture in an agile fashion Eliminate stage-gated methods No Big Up Front Design. Real-time Datachains Provides software design during each iteration 30

31 Our Analytics eco-system Corporate Strategy! Governance Proces Optimisation Operations/Maintenance Portfoliomanagement I V I Analytics Factory Analytics Services Architecture Acceptance Knowledge/ Academics Training/Development Data Sources Applications/systems 31

32 My Energy People! New domains! Never done before!? Data-Talent Development Cell Division or Stay One? Challenge Us! Let s grow, add value and stay succesfull! 32

33 Thank You More Insights? Invitation Conference on 7th of June Contact robin.hagemans@alliander.com 33

34 Contact Robin Hagemans MSc R&D Manager Analytics, Innovations & Living Labs Lead Advanced Analytics nl.linkedin.com/in/robinhagemans Visit adres: Postal adres: Dijkgraaf 4 Postbus RL Duiven 6920 AB Duiven 34